From c5e4393a4e6faa8b3c6c8df3ec618bfbe654aa95 Mon Sep 17 00:00:00 2001
From: nourans <nsakr2@uwo.ca>
Date: Mon, 2 Mar 2026 17:35:25 +0000
Subject: [PATCH 1/5] replace raw yaml editor with criteria builder

---
 frontend/app/[lang]/can-sr/setup/page.tsx     |  21 +-
 .../can-sr/setup/criteria-builder.tsx         | 796 ++++++++++++++++++
 frontend/package-lock.json                    |   4 +-
 frontend/package.json                         |   1 +
 4 files changed, 809 insertions(+), 13 deletions(-)
 create mode 100644 frontend/components/can-sr/setup/criteria-builder.tsx

diff --git a/frontend/app/[lang]/can-sr/setup/page.tsx b/frontend/app/[lang]/can-sr/setup/page.tsx
index 4c88c2e2..17632f97 100644
--- a/frontend/app/[lang]/can-sr/setup/page.tsx
+++ b/frontend/app/[lang]/can-sr/setup/page.tsx
@@ -8,6 +8,7 @@ import { SAMPLE_YAML } from '@/components/can-sr/setup/sample-yaml'
 import ManageUsersPopup from '@/components/can-sr/setup/manage-users-popup'
 import { Settings } from 'lucide-react'
 import { useDictionary } from '../../DictionaryProvider'
+import { CriteriaBuilder } from '@/components/can-sr/setup/criteria-builder'
 
 function getAuthHeaders(): Record<string, string> {
   const token = getAuthToken()
@@ -331,20 +332,16 @@ export default function CanSrSetupPage() {
               </div>
             </div>
 
-              <div className="mt-3">
-              <textarea
-                value={yamlText}
-                onChange={(e) => setYamlText(e.target.value)}
-                className="w-full min-h-[220px] resize-y rounded-md border border-gray-200 bg-white px-3 py-2 font-mono text-sm text-gray-900 focus:outline-none focus:ring-2 focus:ring-emerald-200"
-                placeholder="# criteria yaml"
-              />
+            <div className="mt-3 space-y-3">
+              <CriteriaBuilder yamlText={yamlText} onYamlChange={setYamlText} />
+
               {yamlLoading ? (
-                <div className="mt-2 text-sm text-gray-500">Loading example...</div>
+                <div className="text-sm text-gray-500">Loading example...</div>
               ) : yamlSaveMessage ? (
-                <div className="mt-2 text-sm text-gray-600">{yamlSaveMessage}</div>
+                <div className="text-sm text-gray-600">{yamlSaveMessage}</div>
               ) : null}
 
-              <div className="mt-3 flex items-center space-x-2">
+              <div className="flex items-center space-x-2">
                 <button
                   onClick={() => {
                     try {
@@ -371,7 +368,9 @@ export default function CanSrSetupPage() {
                 <button
                   onClick={saveYaml}
                   disabled={yamlSaving}
-                  className={`rounded-md px-3 py-2 text-sm font-medium text-white ${yamlSaving ? 'bg-emerald-300' : 'bg-emerald-600 hover:bg-emerald-700'}`}
+                  className={`rounded-md px-3 py-2 text-sm font-medium text-white ${
+                    yamlSaving ? 'bg-emerald-300' : 'bg-emerald-600 hover:bg-emerald-700'
+                  }`}
                 >
                   {yamlSaving ? dict.setup.saving : dict.setup.saveCriteria}
                 </button>
diff --git a/frontend/components/can-sr/setup/criteria-builder.tsx b/frontend/components/can-sr/setup/criteria-builder.tsx
new file mode 100644
index 00000000..e667a9ed
--- /dev/null
+++ b/frontend/components/can-sr/setup/criteria-builder.tsx
@@ -0,0 +1,796 @@
+'use client'
+
+import React, { useEffect, useMemo, useState } from 'react'
+import yaml from 'js-yaml'
+
+type AnswerMap = Record<string, string>
+
+interface RawCriteriaConfig {
+  include?: string[]
+  criteria?: Record<string, AnswerMap>
+  l2_criteria?: Record<string, AnswerMap>
+  parameters?: Record<string, AnswerMap>
+}
+
+interface AnswerOption {
+  id: string
+  label: string
+  description: string
+}
+
+interface QuestionGroup {
+  id: string
+  question: string
+  answers: AnswerOption[]
+}
+
+interface CriteriaConfigUI {
+  include: string[]
+  criteria: QuestionGroup[]
+  l2Criteria: QuestionGroup[]
+  parameters: QuestionGroup[]
+}
+
+type TemplateKey = 'blank' | 'generic_infectious' | 'vaccine_safety'
+
+interface CriteriaBuilderProps {
+  yamlText: string
+  onYamlChange: (nextYaml: string) => void
+}
+
+function makeId() {
+  return Math.random().toString(36).slice(2, 10)
+}
+
+function mapToGroups(map?: Record<string, AnswerMap>): QuestionGroup[] {
+  if (!map) return []
+  return Object.entries(map).map(([question, answers]) => ({
+    id: makeId(),
+    question,
+    answers: Object.entries(answers || {}).map(([label, description]) => ({
+      id: makeId(),
+      label,
+      description: description ?? '',
+    })),
+  }))
+}
+
+function groupsToMap(groups: QuestionGroup[]): Record<string, AnswerMap> {
+  const out: Record<string, AnswerMap> = {}
+  for (const group of groups) {
+    if (!group.question.trim()) continue
+    const answerMap: AnswerMap = {}
+    for (const ans of group.answers) {
+      if (!ans.label.trim()) continue
+      answerMap[ans.label] = ans.description ?? ''
+    }
+    if (Object.keys(answerMap).length > 0) {
+      out[group.question] = answerMap
+    }
+  }
+  return out
+}
+
+function parseYamlToUi(yamlText: string): CriteriaConfigUI {
+  try {
+    const parsed = (yaml.load(yamlText || '') || {}) as RawCriteriaConfig
+    return {
+      include: Array.isArray(parsed.include) ? parsed.include : [],
+      criteria: mapToGroups(parsed.criteria),
+      l2Criteria: mapToGroups(parsed.l2_criteria),
+      parameters: mapToGroups(parsed.parameters),
+    }
+  } catch {
+    // Fallback to empty config on parse errors
+    return {
+      include: [],
+      criteria: [],
+      l2Criteria: [],
+      parameters: [],
+    }
+  }
+}
+
+function uiToYaml(ui: CriteriaConfigUI): string {
+  const raw: RawCriteriaConfig = {
+    include: ui.include,
+    criteria: groupsToMap(ui.criteria),
+    l2_criteria: groupsToMap(ui.l2Criteria),
+    parameters: groupsToMap(ui.parameters),
+  }
+
+  return yaml.dump(raw, {
+    lineWidth: 80,
+    noRefs: true,
+  })
+}
+
+// ---------------------------------------------------------------------------
+// Templates
+// ---------------------------------------------------------------------------
+
+const TEMPLATE_CONFIGS: Record<TemplateKey, CriteriaConfigUI> = {
+  blank: {
+    include: [],
+    criteria: [],
+    l2Criteria: [],
+    parameters: [],
+  },
+  generic_infectious: {
+    include: ['Title', 'Abstract', 'Keywords', 'Year', 'Journal'],
+    criteria: [
+      {
+        id: makeId(),
+        question: 'Is this article about an infectious disease of interest?',
+        answers: [
+          {
+            id: makeId(),
+            label: 'Yes - infectious disease of interest',
+            description:
+              'The article focuses primarily on an infectious disease or outbreak relevant to this review.',
+          },
+          {
+            id: makeId(),
+            label: 'No - not relevant (exclude)',
+            description:
+              'The article does not focus on an infectious disease of interest for this review.',
+          },
+        ],
+      },
+      {
+        id: makeId(),
+        question: 'Is this article primary research?',
+        answers: [
+          {
+            id: makeId(),
+            label: 'Yes - primary research',
+            description:
+              'A study where data are collected and/or analyzed by the authors (e.g., cohort, case-control, RCT, case series).',
+          },
+          {
+            id: makeId(),
+            label: 'No - review, editorial, or commentary',
+            description:
+              'Select this for narrative reviews, editorials, commentaries, guidelines, or opinion pieces.',
+          },
+        ],
+      },
+    ],
+    l2Criteria: [
+      {
+        id: makeId(),
+        question:
+          'Does this study report human cases or human-to-human transmission?',
+        answers: [
+          {
+            id: makeId(),
+            label: 'Yes',
+            description:
+              'The full text reports human cases or evidence of human-to-human transmission.',
+          },
+          {
+            id: makeId(),
+            label: 'No (exclude)',
+            description:
+              'No human cases or human-to-human transmission are reported in the full text.',
+          },
+        ],
+      },
+    ],
+    parameters: [
+      {
+        id: makeId(),
+        question:
+          'What epidemiological parameters are reported in this study?',
+        answers: [
+          {
+            id: makeId(),
+            label: 'Attack rate',
+            description:
+              'Proportion of an at-risk population that contracts the disease during a specified time interval.',
+          },
+          {
+            id: makeId(),
+            label: 'Incidence rate',
+            description:
+              'Number of new cases per population in a specified time period.',
+          },
+        ],
+      },
+    ],
+  },
+  vaccine_safety: {
+    include: [
+      'Title',
+      'Abstract',
+      'Vaccine name',
+      'Outcome',
+      'Population',
+      'Year',
+    ],
+    criteria: [
+      {
+        id: makeId(),
+        question: 'Is this article about vaccine safety?',
+        answers: [
+          {
+            id: makeId(),
+            label: 'Yes - vaccine safety',
+            description:
+              'The primary focus is on safety outcomes, adverse events, or tolerability of a vaccine.',
+          },
+          {
+            id: makeId(),
+            label: 'No - not about safety (exclude)',
+            description:
+              'The article focuses on efficacy, immunogenicity, or other topics without meaningful safety data.',
+          },
+        ],
+      },
+      {
+        id: makeId(),
+        question:
+          'Does the population match the review scope (e.g., age group, risk group)?',
+        answers: [
+          {
+            id: makeId(),
+            label: 'Yes - population in scope',
+            description:
+              'The population characteristics (e.g., age, risk group) align with the review eligibility criteria.',
+          },
+          {
+            id: makeId(),
+            label: 'No - population out of scope (exclude)',
+            description:
+              'The study population is clearly outside the target population for this review.',
+          },
+        ],
+      },
+    ],
+    l2Criteria: [
+      {
+        id: makeId(),
+        question:
+          'Does the full text provide quantitative safety outcomes (e.g., rates, counts) for the vaccine(s)?',
+        answers: [
+          {
+            id: makeId(),
+            label: 'Yes',
+            description:
+              'The full text reports quantitative safety outcomes (e.g., adverse event counts, incidence, rates).',
+          },
+          {
+            id: makeId(),
+            label: 'No (exclude)',
+            description:
+              'Only qualitative statements about safety are provided; no extractable quantitative outcomes.',
+          },
+        ],
+      },
+    ],
+    parameters: [
+      {
+        id: makeId(),
+        question: 'Which safety outcomes are reported?',
+        answers: [
+          {
+            id: makeId(),
+            label: 'Serious adverse events',
+            description:
+              'Any serious adverse event definition as reported by study authors (e.g., hospitalization, life-threatening event).',
+          },
+          {
+            id: makeId(),
+            label: 'Local reactions',
+            description:
+              'Injection site reactions such as pain, redness, or swelling.',
+          },
+          {
+            id: makeId(),
+            label: 'Systemic reactions',
+            description:
+              'Systemic symptoms such as fever, fatigue, myalgia, or headache.',
+          },
+        ],
+      },
+    ],
+  },
+}
+
+const TEMPLATE_LABELS: Record<TemplateKey, string> = {
+  blank: 'Start from blank configuration',
+  generic_infectious: 'Generic infectious disease review',
+  vaccine_safety: 'Vaccine safety review',
+}
+
+export function CriteriaBuilder({ yamlText, onYamlChange }: CriteriaBuilderProps) {
+  const [template, setTemplate] = useState<TemplateKey>('blank')
+  const [config, setConfig] = useState<CriteriaConfigUI>(() =>
+    parseYamlToUi(yamlText),
+  )
+
+  // Re-sync from external yaml when it changes (e.g., reload last saved or upload)
+  useEffect(() => {
+    setConfig(parseYamlToUi(yamlText))
+  }, [yamlText])
+
+  // Whenever config changes, emit updated YAML
+  useEffect(() => {
+    const nextYaml = uiToYaml(config)
+    onYamlChange(nextYaml)
+  }, [config, onYamlChange])
+
+  const handleTemplateChange = (key: TemplateKey) => {
+    setTemplate(key)
+    const tpl = TEMPLATE_CONFIGS[key]
+    if (tpl) {
+      // Use a fresh copy to avoid id collisions
+      const fresh: CriteriaConfigUI = {
+        include: [...tpl.include],
+        criteria: tpl.criteria.map((g) => ({
+          id: makeId(),
+          question: g.question,
+          answers: g.answers.map((a) => ({
+            id: makeId(),
+            label: a.label,
+            description: a.description,
+          })),
+        })),
+        l2Criteria: tpl.l2Criteria.map((g) => ({
+          id: makeId(),
+          question: g.question,
+          answers: g.answers.map((a) => ({
+            id: makeId(),
+            label: a.label,
+            description: a.description,
+          })),
+        })),
+        parameters: tpl.parameters.map((g) => ({
+          id: makeId(),
+          question: g.question,
+          answers: g.answers.map((a) => ({
+            id: makeId(),
+            label: a.label,
+            description: a.description,
+          })),
+        })),
+      }
+      setConfig(fresh)
+    }
+  }
+
+  const [includeInput, setIncludeInput] = useState('')
+
+  const addInclude = () => {
+    const trimmed = includeInput.trim()
+    if (!trimmed) return
+    setConfig((prev) => ({
+      ...prev,
+      include: [...prev.include, trimmed],
+    }))
+    setIncludeInput('')
+  }
+
+  const removeInclude = (idx: number) => {
+    setConfig((prev) => ({
+      ...prev,
+      include: prev.include.filter((_, i) => i !== idx),
+    }))
+  }
+
+  const addQuestion = (section: 'criteria' | 'l2Criteria' | 'parameters') => {
+    setConfig((prev) => ({
+      ...prev,
+      [section]: [
+        ...prev[section],
+        {
+          id: makeId(),
+          question: '',
+          answers: [
+            {
+              id: makeId(),
+              label: '',
+              description: '',
+            },
+          ],
+        },
+      ],
+    }))
+  }
+
+  const updateQuestion = (
+    section: 'criteria' | 'l2Criteria' | 'parameters',
+    id: string,
+    question: string,
+  ) => {
+    setConfig((prev) => ({
+      ...prev,
+      [section]: prev[section].map((g) =>
+        g.id === id ? { ...g, question } : g,
+      ),
+    }))
+  }
+
+  const removeQuestion = (
+    section: 'criteria' | 'l2Criteria' | 'parameters',
+    id: string,
+  ) => {
+    setConfig((prev) => ({
+      ...prev,
+      [section]: prev[section].filter((g) => g.id !== id),
+    }))
+  }
+
+  const addAnswer = (
+    section: 'criteria' | 'l2Criteria' | 'parameters',
+    questionId: string,
+  ) => {
+    setConfig((prev) => ({
+      ...prev,
+      [section]: prev[section].map((g) =>
+        g.id === questionId
+          ? {
+              ...g,
+              answers: [
+                ...g.answers,
+                {
+                  id: makeId(),
+                  label: '',
+                  description: '',
+                },
+              ],
+            }
+          : g,
+      ),
+    }))
+  }
+
+  const updateAnswer = (
+    section: 'criteria' | 'l2Criteria' | 'parameters',
+    questionId: string,
+    answerId: string,
+    field: 'label' | 'description',
+    value: string,
+  ) => {
+    setConfig((prev) => ({
+      ...prev,
+      [section]: prev[section].map((g) =>
+        g.id === questionId
+          ? {
+              ...g,
+              answers: g.answers.map((a) =>
+                a.id === answerId ? { ...a, [field]: value } : a,
+              ),
+            }
+          : g,
+      ),
+    }))
+  }
+
+  const removeAnswer = (
+    section: 'criteria' | 'l2Criteria' | 'parameters',
+    questionId: string,
+    answerId: string,
+  ) => {
+    setConfig((prev) => ({
+      ...prev,
+      [section]: prev[section].map((g) =>
+        g.id === questionId
+          ? {
+              ...g,
+              answers: g.answers.filter((a) => a.id !== answerId),
+            }
+          : g,
+      ),
+    }))
+  }
+
+  const hasContent = useMemo(
+    () =>
+      config.include.length > 0 ||
+      config.criteria.length > 0 ||
+      config.l2Criteria.length > 0 ||
+      config.parameters.length > 0,
+    [config],
+  )
+
+  return (
+    <div className="space-y-4">
+      {/* Template selector */}
+      <div className="flex flex-col gap-2 rounded-md border border-emerald-100 bg-emerald-50/60 p-3">
+        <div className="flex items-center justify-between gap-2">
+          <div>
+            <p className="text-sm font-medium text-emerald-900">
+              Criteria templates
+            </p>
+            <p className="text-xs text-emerald-800/80">
+              Start from a curated template or build your own configuration.
+            </p>
+          </div>
+          <div className="min-w-[240px]">
+            <select
+              value={template}
+              onChange={(e) =>
+                handleTemplateChange(e.target.value as TemplateKey)
+              }
+              className="w-full rounded-md border border-emerald-300 bg-white px-2 py-1.5 text-sm text-emerald-900 shadow-sm focus:border-emerald-500 focus:outline-none focus:ring-1 focus:ring-emerald-500"
+            >
+              {Object.entries(TEMPLATE_LABELS).map(([key, label]) => (
+                <option key={key} value={key}>
+                  {label}
+                </option>
+              ))}
+            </select>
+          </div>
+        </div>
+        {hasContent && (
+          <p className="text-xs text-emerald-800/80">
+            You can freely edit questions and answers below after choosing a
+            template.
+          </p>
+        )}
+      </div>
+
+      {/* Include fields */}
+      <section className="space-y-2">
+        <div className="flex items-center justify-between">
+          <div>
+            <h4 className="text-sm font-semibold text-gray-900">
+              Fields to include from citation CSV
+            </h4>
+            <p className="text-xs text-gray-500">
+              These columns will be combined into the text sent to the AI for
+              screening.
+            </p>
+          </div>
+        </div>
+        <div className="flex flex-wrap gap-2">
+          {config.include.map((field, idx) => (
+            <span
+              key={`${field}-${idx}`}
+              className="inline-flex items-center gap-1 rounded-full bg-emerald-50 px-2 py-1 text-xs text-emerald-800"
+            >
+              {field}
+              <button
+                type="button"
+                onClick={() => removeInclude(idx)}
+                className="ml-1 inline-flex h-4 w-4 items-center justify-center rounded-full text-emerald-700 hover:bg-emerald-100"
+                aria-label={`Remove ${field}`}
+              >
+                ×
+              </button>
+            </span>
+          ))}
+        </div>
+        <div className="flex items-center gap-2">
+          <input
+            type="text"
+            value={includeInput}
+            onChange={(e) => setIncludeInput(e.target.value)}
+            placeholder="e.g., Title"
+            className="flex-1 rounded-md border border-gray-200 bg-white px-2 py-1.5 text-sm text-gray-900 focus:border-emerald-500 focus:outline-none focus:ring-1 focus:ring-emerald-500"
+          />
+          <button
+            type="button"
+            onClick={addInclude}
+            className="rounded-md bg-emerald-600 px-3 py-1.5 text-xs font-medium text-white hover:bg-emerald-700"
+          >
+            Add field
+          </button>
+        </div>
+      </section>
+
+      {/* Helper to render a section (L1, L2, parameters) */}
+      <SectionEditor
+        title="Title & abstract screening questions (L1)"
+        description="Questions used when screening titles and abstracts."
+        sectionKey="criteria"
+        groups={config.criteria}
+        onAddQuestion={() => addQuestion('criteria')}
+        onUpdateQuestion={(id, q) => updateQuestion('criteria', id, q)}
+        onRemoveQuestion={(id) => removeQuestion('criteria', id)}
+        onAddAnswer={(qid) => addAnswer('criteria', qid)}
+        onUpdateAnswer={(qid, aid, field, value) =>
+          updateAnswer('criteria', qid, aid, field, value)
+        }
+        onRemoveAnswer={(qid, aid) =>
+          removeAnswer('criteria', qid, aid)
+        }
+      />
+
+      <SectionEditor
+        title="Full-text screening questions (L2)"
+        description="Additional questions applied when full text is available."
+        sectionKey="l2Criteria"
+        groups={config.l2Criteria}
+        onAddQuestion={() => addQuestion('l2Criteria')}
+        onUpdateQuestion={(id, q) => updateQuestion('l2Criteria', id, q)}
+        onRemoveQuestion={(id) => removeQuestion('l2Criteria', id)}
+        onAddAnswer={(qid) => addAnswer('l2Criteria', qid)}
+        onUpdateAnswer={(qid, aid, field, value) =>
+          updateAnswer('l2Criteria', qid, aid, field, value)
+        }
+        onRemoveAnswer={(qid, aid) =>
+          removeAnswer('l2Criteria', qid, aid)
+        }
+      />
+
+      <SectionEditor
+        title="Extraction parameters"
+        description="Parameters you want the AI to extract from included studies."
+        sectionKey="parameters"
+        groups={config.parameters}
+        onAddQuestion={() => addQuestion('parameters')}
+        onUpdateQuestion={(id, q) => updateQuestion('parameters', id, q)}
+        onRemoveQuestion={(id) => removeQuestion('parameters', id)}
+        onAddAnswer={(qid) => addAnswer('parameters', qid)}
+        onUpdateAnswer={(qid, aid, field, value) =>
+          updateAnswer('parameters', qid, aid, field, value)
+        }
+        onRemoveAnswer={(qid, aid) =>
+          removeAnswer('parameters', qid, aid)
+        }
+      />
+
+      <p className="text-xs text-gray-500">
+        Changes you make here are saved as a structured configuration and sent
+        to the backend as YAML. You no longer need to edit YAML directly.
+      </p>
+    </div>
+  )
+}
+
+interface SectionEditorProps {
+  title: string
+  description: string
+  sectionKey: string
+  groups: QuestionGroup[]
+  onAddQuestion: () => void
+  onUpdateQuestion: (id: string, question: string) => void
+  onRemoveQuestion: (id: string) => void
+  onAddAnswer: (questionId: string) => void
+  onUpdateAnswer: (
+    questionId: string,
+    answerId: string,
+    field: 'label' | 'description',
+    value: string,
+  ) => void
+  onRemoveAnswer: (questionId: string, answerId: string) => void
+}
+
+function SectionEditor({
+  title,
+  description,
+  groups,
+  onAddQuestion,
+  onUpdateQuestion,
+  onRemoveQuestion,
+  onAddAnswer,
+  onUpdateAnswer,
+  onRemoveAnswer,
+}: SectionEditorProps) {
+  return (
+    <section className="space-y-3 rounded-md border border-gray-200 bg-white p-3">
+      <div className="flex items-center justify-between gap-2">
+        <div>
+          <h4 className="text-sm font-semibold text-gray-900">{title}</h4>
+          <p className="text-xs text-gray-500">{description}</p>
+        </div>
+        <button
+          type="button"
+          onClick={onAddQuestion}
+          className="rounded-md border border-emerald-500 bg-emerald-50 px-3 py-1.5 text-xs font-medium text-emerald-700 hover:bg-emerald-100"
+        >
+          Add question
+        </button>
+      </div>
+
+      {groups.length === 0 && (
+        <p className="text-xs text-gray-400">
+          No questions yet. Click &quot;Add question&quot; to get started.
+        </p>
+      )}
+
+      <div className="space-y-3">
+        {groups.map((group, idx) => (
+          <div
+            key={group.id}
+            className="rounded-md border border-gray-100 bg-gray-50/60 p-3"
+          >
+            <div className="mb-2 flex items-start justify-between gap-2">
+              <div className="flex-1">
+                <label className="block text-xs font-medium text-gray-700">
+                  Question {idx + 1}
+                </label>
+                <input
+                  type="text"
+                  value={group.question}
+                  onChange={(e) =>
+                    onUpdateQuestion(group.id, e.target.value)
+                  }
+                  placeholder="e.g., Is this article primary research?"
+                  className="mt-1 w-full rounded-md border border-gray-200 bg-white px-2 py-1.5 text-sm text-gray-900 focus:border-emerald-500 focus:outline-none focus:ring-1 focus:ring-emerald-500"
+                />
+              </div>
+              <button
+                type="button"
+                onClick={() => onRemoveQuestion(group.id)}
+                className="mt-5 inline-flex h-7 items-center justify-center rounded-md border border-red-200 bg-red-50 px-2 text-xs font-medium text-red-700 hover:bg-red-100"
+              >
+                Remove
+              </button>
+            </div>
+
+            <div className="space-y-2">
+              <p className="text-xs font-medium text-gray-700">
+                Possible answers
+              </p>
+              {group.answers.map((ans) => (
+                <div
+                  key={ans.id}
+                  className="rounded-md border border-gray-200 bg-white p-2"
+                >
+                  <div className="mb-1 flex items-start gap-2">
+                    <div className="flex-1">
+                      <label className="block text-[11px] font-medium text-gray-600">
+                        Answer label
+                      </label>
+                      <input
+                        type="text"
+                        value={ans.label}
+                        onChange={(e) =>
+                          onUpdateAnswer(
+                            group.id,
+                            ans.id,
+                            'label',
+                            e.target.value,
+                          )
+                        }
+                        placeholder='e.g., "Yes - primary research"'
+                        className="mt-1 w-full rounded-md border border-gray-200 bg-white px-2 py-1 text-xs text-gray-900 focus:border-emerald-500 focus:outline-none focus:ring-1 focus:ring-emerald-500"
+                      />
+                    </div>
+                    <button
+                      type="button"
+                      onClick={() => onRemoveAnswer(group.id, ans.id)}
+                      className="mt-5 inline-flex h-6 items-center justify-center rounded-md border border-red-200 bg-red-50 px-2 text-[11px] font-medium text-red-700 hover:bg-red-100"
+                    >
+                      Remove
+                    </button>
+                  </div>
+                  <div>
+                    <label className="block text-[11px] font-medium text-gray-600">
+                      Description / guidance
+                    </label>
+                    <textarea
+                      value={ans.description}
+                      onChange={(e) =>
+                        onUpdateAnswer(
+                          group.id,
+                          ans.id,
+                          'description',
+                          e.target.value,
+                        )
+                      }
+                      rows={3}
+                      className="mt-1 w-full resize-y rounded-md border border-gray-200 bg-white px-2 py-1 text-xs text-gray-900 focus:border-emerald-500 focus:outline-none focus:ring-1 focus:ring-emerald-500"
+                      placeholder="Provide guidance on when the reviewer should pick this answer."
+                    />
+                  </div>
+                </div>
+              ))}
+              <button
+                type="button"
+                onClick={() => onAddAnswer(group.id)}
+                className="inline-flex items-center rounded-md border border-gray-300 bg-white px-3 py-1 text-xs font-medium text-gray-700 hover:bg-gray-50"
+              >
+                Add answer option
+              </button>
+            </div>
+          </div>
+        ))}
+      </div>
+    </section>
+  )
+}
+
diff --git a/frontend/package-lock.json b/frontend/package-lock.json
index a8237aa6..b9e6ed51 100644
--- a/frontend/package-lock.json
+++ b/frontend/package-lock.json
@@ -30,6 +30,7 @@
         "class-variance-authority": "^0.7.1",
         "clsx": "^2.1.1",
         "framer-motion": "^12.18.1",
+        "js-yaml": "^4.1.1",
         "katex": "^0.16.22",
         "lucide-react": "^0.515.0",
         "negotiator": "^1.0.0",
@@ -3320,7 +3321,6 @@
       "version": "2.0.1",
       "resolved": "https://registry.npmjs.org/argparse/-/argparse-2.0.1.tgz",
       "integrity": "sha512-8+9WqebbFzpX9OR+Wa6O29asIogeRMzcGtAINdpMHHyAg10f05aSFVBbcEqGf/PXw1EjAZ+q2/bEBg3DvurK3Q==",
-      "dev": true,
       "license": "Python-2.0"
     },
     "node_modules/aria-hidden": {
@@ -5931,7 +5931,7 @@
       "version": "4.1.1",
       "resolved": "https://registry.npmjs.org/js-yaml/-/js-yaml-4.1.1.tgz",
       "integrity": "sha512-qQKT4zQxXl8lLwBtHMWwaTcGfFOZviOJet3Oy/xmGk2gZH677CJM9EvtfdSkgWcATZhj/55JZ0rmy3myCT5lsA==",
-      "dev": true,
+      "license": "MIT",
       "dependencies": {
         "argparse": "^2.0.1"
       },
diff --git a/frontend/package.json b/frontend/package.json
index 96a35e01..889b16ce 100644
--- a/frontend/package.json
+++ b/frontend/package.json
@@ -34,6 +34,7 @@
     "class-variance-authority": "^0.7.1",
     "clsx": "^2.1.1",
     "framer-motion": "^12.18.1",
+    "js-yaml": "^4.1.1",
     "katex": "^0.16.22",
     "lucide-react": "^0.515.0",
     "negotiator": "^1.0.0",

From a2133ee3c5e6478d69b67891a7939f83429f3bf4 Mon Sep 17 00:00:00 2001
From: nourans <nsakr2@uwo.ca>
Date: Sat, 14 Mar 2026 19:25:12 +0000
Subject: [PATCH 2/5] fix pgdb issue

---
 backend/docker-compose.yml  | 37 ++++++++++++++++++++++++++++++++++---
 frontend/package-lock.json  | 14 +++++++++++---
 frontend/package.json       |  1 +
 frontend/types/js-yaml.d.ts |  5 +++++
 4 files changed, 51 insertions(+), 6 deletions(-)
 create mode 100644 frontend/types/js-yaml.d.ts

diff --git a/backend/docker-compose.yml b/backend/docker-compose.yml
index 3cca1cbd..9a1bae1a 100644
--- a/backend/docker-compose.yml
+++ b/backend/docker-compose.yml
@@ -1,3 +1,19 @@
+# services:
+#   # =============================================================================
+#   # CAN-SR BACKEND API
+#   # =============================================================================
+#   api:
+#     build:
+#       context: .
+#       dockerfile: Dockerfile
+#     container_name: can-sr-api
+#     ports:
+#       - "8000:8000"
+#     environment:
+#       - GROBID_SERVICE_URL=http://grobid-service:8070
+#       - JAVA_OPTS=-XX:-UseContainerSupport
+
+
 services:
   # =============================================================================
   # CAN-SR BACKEND API
@@ -29,9 +45,24 @@ services:
   # =============================================================================
   # GROBID SERVICE - PDF Parsing for Full-Text Extraction
   # =============================================================================
+  # grobid-service:
+  #   image: grobid/grobid:0.8.2-crf
+  #   container_name: grobid-service
+  #   ports:
+  #     - "8070:8070"
+  #     - "8081:8081"
+  #   restart: unless-stopped
+  #   healthcheck:
+  #     test: ["CMD", "curl", "-f", "http://localhost:8070/api/isalive"]
+  #     interval: 10s
+  #     timeout: 10s
+  #     retries: 5
+  #     start_period: 120s
   grobid-service:
-    image: grobid/grobid:0.8.2-crf
+    image: grobid/grobid:0.8.2
     container_name: grobid-service
+    environment:
+      - JAVA_TOOL_OPTIONS=-XX:+UseContainerSupport
     ports:
       - "8070:8070"
       - "8081:8081"
@@ -57,7 +88,7 @@ services:
     ports:
       - "5432:5432"
     volumes:
-      - ./volumes/postgres:/var/lib/postgresql/data
+      - ./volumes/postgres:/var/lib/postgresql #/data
     healthcheck:
       test: ["CMD-SHELL", "pg_isready -U admin -d postgres -h localhost"]
       interval: 30s
@@ -67,4 +98,4 @@ services:
 
 networks:
   default:
-    driver: bridge
+    driver: bridge
\ No newline at end of file
diff --git a/frontend/package-lock.json b/frontend/package-lock.json
index b9e6ed51..e290e56e 100644
--- a/frontend/package-lock.json
+++ b/frontend/package-lock.json
@@ -50,6 +50,7 @@
       "devDependencies": {
         "@eslint/eslintrc": "^3",
         "@tailwindcss/postcss": "^4",
+        "@types/js-yaml": "^4.0.9",
         "@types/negotiator": "^0.6.4",
         "@types/node": "^20",
         "@types/react": "^19",
@@ -2547,6 +2548,13 @@
         "@types/unist": "*"
       }
     },
+    "node_modules/@types/js-yaml": {
+      "version": "4.0.9",
+      "resolved": "https://registry.npmjs.org/@types/js-yaml/-/js-yaml-4.0.9.tgz",
+      "integrity": "sha512-k4MGaQl5TGo/iipqb2UDG2UwjXziSWkh0uysQelTlJpX1qGlpUZYm8PnO4DxG1qBomtJUdYJ6qR6xdIah10JLg==",
+      "dev": true,
+      "license": "MIT"
+    },
     "node_modules/@types/json-schema": {
       "version": "7.0.15",
       "resolved": "https://registry.npmjs.org/@types/json-schema/-/json-schema-7.0.15.tgz",
@@ -4863,9 +4871,9 @@
       }
     },
     "node_modules/flatted": {
-      "version": "3.3.3",
-      "resolved": "https://registry.npmjs.org/flatted/-/flatted-3.3.3.tgz",
-      "integrity": "sha512-GX+ysw4PBCz0PzosHDepZGANEuFCMLrnRTiEy9McGjmkCQYwRq4A/X786G/fjM/+OjsWSU1ZrY5qyARZmO/uwg==",
+      "version": "3.4.1",
+      "resolved": "https://registry.npmjs.org/flatted/-/flatted-3.4.1.tgz",
+      "integrity": "sha512-IxfVbRFVlV8V/yRaGzk0UVIcsKKHMSfYw66T/u4nTwlWteQePsxe//LjudR1AMX4tZW3WFCh3Zqa/sjlqpbURQ==",
       "dev": true,
       "license": "ISC"
     },
diff --git a/frontend/package.json b/frontend/package.json
index 889b16ce..c355591a 100644
--- a/frontend/package.json
+++ b/frontend/package.json
@@ -54,6 +54,7 @@
   "devDependencies": {
     "@eslint/eslintrc": "^3",
     "@tailwindcss/postcss": "^4",
+    "@types/js-yaml": "^4.0.9",
     "@types/negotiator": "^0.6.4",
     "@types/node": "^20",
     "@types/react": "^19",
diff --git a/frontend/types/js-yaml.d.ts b/frontend/types/js-yaml.d.ts
new file mode 100644
index 00000000..ee3cdc50
--- /dev/null
+++ b/frontend/types/js-yaml.d.ts
@@ -0,0 +1,5 @@
+declare module 'js-yaml' {
+  export function load(str: string | null | undefined, opts?: any): any
+  export function dump(obj: any, opts?: any): string
+}
+

From 82bfc10ed4a8d399176e230a11a9da83bfd35e00 Mon Sep 17 00:00:00 2001
From: nourans <nsakr2@uwo.ca>
Date: Thu, 26 Mar 2026 16:05:11 +0000
Subject: [PATCH 3/5] add vars to backend/.env

---
 frontend/package-lock.json | 4259 ++++++++++++++++++------------------
 1 file changed, 2164 insertions(+), 2095 deletions(-)

diff --git a/frontend/package-lock.json b/frontend/package-lock.json
index e290e56e..42863d56 100644
--- a/frontend/package-lock.json
+++ b/frontend/package-lock.json
@@ -1039,9 +1039,15 @@
       }
     },
     "node_modules/@next/swc-darwin-arm64": {
+<<<<<<< HEAD
       "version": "16.1.6",
       "resolved": "https://registry.npmjs.org/@next/swc-darwin-arm64/-/swc-darwin-arm64-16.1.6.tgz",
       "integrity": "sha512-wTzYulosJr/6nFnqGW7FrG3jfUUlEf8UjGA0/pyypJl42ExdVgC6xJgcXQ+V8QFn6niSG2Pb8+MIG1mZr2vczw==",
+=======
+      "version": "16.2.1",
+      "resolved": "https://registry.npmjs.org/@next/swc-darwin-arm64/-/swc-darwin-arm64-16.2.1.tgz",
+      "integrity": "sha512-BwZ8w8YTaSEr2HIuXLMLxIdElNMPvY9fLqb20LX9A9OMGtJilhHLbCL3ggyd0TwjmMcTxi0XXt+ur1vWUoxj2Q==",
+>>>>>>> b53acc7e (add vars to backend/.env)
       "cpu": [
         "arm64"
       ],
@@ -1055,9 +1061,15 @@
       }
     },
     "node_modules/@next/swc-darwin-x64": {
+<<<<<<< HEAD
       "version": "16.1.6",
       "resolved": "https://registry.npmjs.org/@next/swc-darwin-x64/-/swc-darwin-x64-16.1.6.tgz",
       "integrity": "sha512-BLFPYPDO+MNJsiDWbeVzqvYd4NyuRrEYVB5k2N3JfWncuHAy2IVwMAOlVQDFjj+krkWzhY2apvmekMkfQR0CUQ==",
+=======
+      "version": "16.2.1",
+      "resolved": "https://registry.npmjs.org/@next/swc-darwin-x64/-/swc-darwin-x64-16.2.1.tgz",
+      "integrity": "sha512-/vrcE6iQSJq3uL3VGVHiXeaKbn8Es10DGTGRJnRZlkNQQk3kaNtAJg8Y6xuAlrx/6INKVjkfi5rY0iEXorZ6uA==",
+>>>>>>> b53acc7e (add vars to backend/.env)
       "cpu": [
         "x64"
       ],
@@ -1071,9 +1083,15 @@
       }
     },
     "node_modules/@next/swc-linux-arm64-gnu": {
+<<<<<<< HEAD
       "version": "16.1.6",
       "resolved": "https://registry.npmjs.org/@next/swc-linux-arm64-gnu/-/swc-linux-arm64-gnu-16.1.6.tgz",
       "integrity": "sha512-OJYkCd5pj/QloBvoEcJ2XiMnlJkRv9idWA/j0ugSuA34gMT6f5b7vOiCQHVRpvStoZUknhl6/UxOXL4OwtdaBw==",
+=======
+      "version": "16.2.1",
+      "resolved": "https://registry.npmjs.org/@next/swc-linux-arm64-gnu/-/swc-linux-arm64-gnu-16.2.1.tgz",
+      "integrity": "sha512-uLn+0BK+C31LTVbQ/QU+UaVrV0rRSJQ8RfniQAHPghDdgE+SlroYqcmFnO5iNjNfVWCyKZHYrs3Nl0mUzWxbBw==",
+>>>>>>> b53acc7e (add vars to backend/.env)
       "cpu": [
         "arm64"
       ],
@@ -1087,9 +1105,15 @@
       }
     },
     "node_modules/@next/swc-linux-arm64-musl": {
+<<<<<<< HEAD
       "version": "16.1.6",
       "resolved": "https://registry.npmjs.org/@next/swc-linux-arm64-musl/-/swc-linux-arm64-musl-16.1.6.tgz",
       "integrity": "sha512-S4J2v+8tT3NIO9u2q+S0G5KdvNDjXfAv06OhfOzNDaBn5rw84DGXWndOEB7d5/x852A20sW1M56vhC/tRVbccQ==",
+=======
+      "version": "16.2.1",
+      "resolved": "https://registry.npmjs.org/@next/swc-linux-arm64-musl/-/swc-linux-arm64-musl-16.2.1.tgz",
+      "integrity": "sha512-ssKq6iMRnHdnycGp9hCuGnXJZ0YPr4/wNwrfE5DbmvEcgl9+yv97/Kq3TPVDfYome1SW5geciLB9aiEqKXQjlQ==",
+>>>>>>> b53acc7e (add vars to backend/.env)
       "cpu": [
         "arm64"
       ],
@@ -1103,9 +1127,15 @@
       }
     },
     "node_modules/@next/swc-linux-x64-gnu": {
+<<<<<<< HEAD
       "version": "16.1.6",
       "resolved": "https://registry.npmjs.org/@next/swc-linux-x64-gnu/-/swc-linux-x64-gnu-16.1.6.tgz",
       "integrity": "sha512-2eEBDkFlMMNQnkTyPBhQOAyn2qMxyG2eE7GPH2WIDGEpEILcBPI/jdSv4t6xupSP+ot/jkfrCShLAa7+ZUPcJQ==",
+=======
+      "version": "16.2.1",
+      "resolved": "https://registry.npmjs.org/@next/swc-linux-x64-gnu/-/swc-linux-x64-gnu-16.2.1.tgz",
+      "integrity": "sha512-HQm7SrHRELJ30T1TSmT706IWovFFSRGxfgUkyWJZF/RKBMdbdRWJuFrcpDdE5vy9UXjFOx6L3mRdqH04Mmx0hg==",
+>>>>>>> b53acc7e (add vars to backend/.env)
       "cpu": [
         "x64"
       ],
@@ -1119,9 +1149,15 @@
       }
     },
     "node_modules/@next/swc-linux-x64-musl": {
+<<<<<<< HEAD
       "version": "16.1.6",
       "resolved": "https://registry.npmjs.org/@next/swc-linux-x64-musl/-/swc-linux-x64-musl-16.1.6.tgz",
       "integrity": "sha512-oicJwRlyOoZXVlxmIMaTq7f8pN9QNbdes0q2FXfRsPhfCi8n8JmOZJm5oo1pwDaFbnnD421rVU409M3evFbIqg==",
+=======
+      "version": "16.2.1",
+      "resolved": "https://registry.npmjs.org/@next/swc-linux-x64-musl/-/swc-linux-x64-musl-16.2.1.tgz",
+      "integrity": "sha512-aV2iUaC/5HGEpbBkE+4B8aHIudoOy5DYekAKOMSHoIYQ66y/wIVeaRx8MS2ZMdxe/HIXlMho4ubdZs/J8441Tg==",
+>>>>>>> b53acc7e (add vars to backend/.env)
       "cpu": [
         "x64"
       ],
@@ -1135,9 +1171,15 @@
       }
     },
     "node_modules/@next/swc-win32-arm64-msvc": {
+<<<<<<< HEAD
       "version": "16.1.6",
       "resolved": "https://registry.npmjs.org/@next/swc-win32-arm64-msvc/-/swc-win32-arm64-msvc-16.1.6.tgz",
       "integrity": "sha512-gQmm8izDTPgs+DCWH22kcDmuUp7NyiJgEl18bcr8irXA5N2m2O+JQIr6f3ct42GOs9c0h8QF3L5SzIxcYAAXXw==",
+=======
+      "version": "16.2.1",
+      "resolved": "https://registry.npmjs.org/@next/swc-win32-arm64-msvc/-/swc-win32-arm64-msvc-16.2.1.tgz",
+      "integrity": "sha512-IXdNgiDHaSk0ZUJ+xp0OQTdTgnpx1RCfRTalhn3cjOP+IddTMINwA7DXZrwTmGDO8SUr5q2hdP/du4DcrB1GxA==",
+>>>>>>> b53acc7e (add vars to backend/.env)
       "cpu": [
         "arm64"
       ],
@@ -1151,9 +1193,15 @@
       }
     },
     "node_modules/@next/swc-win32-x64-msvc": {
+<<<<<<< HEAD
       "version": "16.1.6",
       "resolved": "https://registry.npmjs.org/@next/swc-win32-x64-msvc/-/swc-win32-x64-msvc-16.1.6.tgz",
       "integrity": "sha512-NRfO39AIrzBnixKbjuo2YiYhB6o9d8v/ymU9m/Xk8cyVk+k7XylniXkHwjs4s70wedVffc6bQNbufk5v0xEm0A==",
+=======
+      "version": "16.2.1",
+      "resolved": "https://registry.npmjs.org/@next/swc-win32-x64-msvc/-/swc-win32-x64-msvc-16.2.1.tgz",
+      "integrity": "sha512-qvU+3a39Hay+ieIztkGSbF7+mccbbg1Tk25hc4JDylf8IHjYmY/Zm64Qq1602yPyQqvie+vf5T/uPwNxDNIoeg==",
+>>>>>>> b53acc7e (add vars to backend/.env)
       "cpu": [
         "x64"
       ],
@@ -4871,9 +4919,9 @@
       }
     },
     "node_modules/flatted": {
-      "version": "3.4.1",
-      "resolved": "https://registry.npmjs.org/flatted/-/flatted-3.4.1.tgz",
-      "integrity": "sha512-IxfVbRFVlV8V/yRaGzk0UVIcsKKHMSfYw66T/u4nTwlWteQePsxe//LjudR1AMX4tZW3WFCh3Zqa/sjlqpbURQ==",
+      "version": "3.4.2",
+      "resolved": "https://registry.npmjs.org/flatted/-/flatted-3.4.2.tgz",
+      "integrity": "sha512-PjDse7RzhcPkIJwy5t7KPWQSZ9cAbzQXcafsetQoD7sOJRQlGikNbx7yZp2OotDnJyrDcbyRq3Ttb18iYOqkxA==",
       "dev": true,
       "license": "ISC"
     },
@@ -7358,2260 +7406,2281 @@
       }
     },
     "node_modules/next": {
+<<<<<<< HEAD
       "version": "16.1.6",
       "resolved": "https://registry.npmjs.org/next/-/next-16.1.6.tgz",
       "integrity": "sha512-hkyRkcu5x/41KoqnROkfTm2pZVbKxvbZRuNvKXLRXxs3VfyO0WhY50TQS40EuKO9SW3rBj/sF3WbVwDACeMZyw==",
       "license": "MIT",
       "dependencies": {
         "@next/env": "16.1.6",
+=======
+      "version": "16.2.1",
+        "resolved": "https://registry.npmjs.org/next/-/next-16.2.1.tgz",
+        "integrity": "sha512-VaChzNL7o9rbfdt60HUj8tev4m6d7iC1igAy157526+cJlXOQu5LzsBXNT+xaJnTP/k+utSX5vMv7m0G+zKH+Q==",
+        "license": "MIT",
+        "dependencies": {
+          "@next/env": "16.2.1",
+>>>>>>> b53acc7e (add vars to backend/.env)
         "@swc/helpers": "0.5.15",
-        "baseline-browser-mapping": "^2.8.3",
-        "caniuse-lite": "^1.0.30001579",
-        "postcss": "8.4.31",
-        "styled-jsx": "5.1.6"
+          "baseline-browser-mapping": "^2.9.19",
+          "caniuse-lite": "^1.0.30001579",
+          "postcss": "8.4.31",
+          "styled-jsx": "5.1.6"
+        },
+        "bin": {
+          "next": "dist/bin/next"
+        },
+        "engines": {
+          "node": ">=20.9.0"
+        },
+        "optionalDependencies": {
+<<<<<<< HEAD
+        "@next/swc-darwin-arm64": "16.1.6",
+          "@next/swc-darwin-x64": "16.1.6",
+          "@next/swc-linux-arm64-gnu": "16.1.6",
+          "@next/swc-linux-arm64-musl": "16.1.6",
+          "@next/swc-linux-x64-gnu": "16.1.6",
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-      "license": "MIT",
-      "dependencies": {
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-        "is-date-object": "^1.1.0",
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-        "is-generator-function": "^1.0.10",
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-        "which-boxed-primitive": "^1.1.0",
-        "which-collection": "^1.0.2",
-        "which-typed-array": "^1.1.16"
+      "node_modules/which-builtin-type": {
+        "version": "1.2.1",
+        "resolved": "https://registry.npmjs.org/which-builtin-type/-/which-builtin-type-1.2.1.tgz",
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+        "dev": true,
+        "license": "MIT",
+        "dependencies": {
+          "call-bound": "^1.0.2",
+          "function.prototype.name": "^1.1.6",
+          "has-tostringtag": "^1.0.2",
+          "is-async-function": "^2.0.0",
+          "is-date-object": "^1.1.0",
+          "is-finalizationregistry": "^1.1.0",
+          "is-generator-function": "^1.0.10",
+          "is-regex": "^1.2.1",
+          "is-weakref": "^1.0.2",
+          "isarray": "^2.0.5",
+          "which-boxed-primitive": "^1.1.0",
+          "which-collection": "^1.0.2",
+          "which-typed-array": "^1.1.16"
+        },
+        "engines": {
+          "node": ">= 0.4"
+        },
+        "funding": {
+          "url": "https://github.com/sponsors/ljharb"
+        }
       },
-      "engines": {
-        "node": ">= 0.4"
+      "node_modules/which-collection": {
+        "version": "1.0.2",
+        "resolved": "https://registry.npmjs.org/which-collection/-/which-collection-1.0.2.tgz",
+        "integrity": "sha512-K4jVyjnBdgvc86Y6BkaLZEN933SwYOuBFkdmBu9ZfkcAbdVbpITnDmjvZ/aQjRXQrv5EPkTnD1s39GiiqbngCw==",
+        "dev": true,
+        "license": "MIT",
+        "dependencies": {
+          "is-map": "^2.0.3",
+          "is-set": "^2.0.3",
+          "is-weakmap": "^2.0.2",
+          "is-weakset": "^2.0.3"
+        },
+        "engines": {
+          "node": ">= 0.4"
+        },
+        "funding": {
+          "url": "https://github.com/sponsors/ljharb"
+        }
       },
-      "funding": {
-        "url": "https://github.com/sponsors/ljharb"
-      }
-    },
-    "node_modules/which-collection": {
-      "version": "1.0.2",
-      "resolved": "https://registry.npmjs.org/which-collection/-/which-collection-1.0.2.tgz",
-      "integrity": "sha512-K4jVyjnBdgvc86Y6BkaLZEN933SwYOuBFkdmBu9ZfkcAbdVbpITnDmjvZ/aQjRXQrv5EPkTnD1s39GiiqbngCw==",
-      "dev": true,
-      "license": "MIT",
-      "dependencies": {
-        "is-map": "^2.0.3",
-        "is-set": "^2.0.3",
-        "is-weakmap": "^2.0.2",
-        "is-weakset": "^2.0.3"
+      "node_modules/which-typed-array": {
+        "version": "1.1.19",
+        "resolved": "https://registry.npmjs.org/which-typed-array/-/which-typed-array-1.1.19.tgz",
+        "integrity": "sha512-rEvr90Bck4WZt9HHFC4DJMsjvu7x+r6bImz0/BrbWb7A2djJ8hnZMrWnHo9F8ssv0OMErasDhftrfROTyqSDrw==",
+        "dev": true,
+        "license": "MIT",
+        "dependencies": {
+          "available-typed-arrays": "^1.0.7",
+          "call-bind": "^1.0.8",
+          "call-bound": "^1.0.4",
+          "for-each": "^0.3.5",
+          "get-proto": "^1.0.1",
+          "gopd": "^1.2.0",
+          "has-tostringtag": "^1.0.2"
+        },
+        "engines": {
+          "node": ">= 0.4"
+        },
+        "funding": {
+          "url": "https://github.com/sponsors/ljharb"
+        }
       },
-      "engines": {
-        "node": ">= 0.4"
+      "node_modules/word-wrap": {
+        "version": "1.2.5",
+        "resolved": "https://registry.npmjs.org/word-wrap/-/word-wrap-1.2.5.tgz",
+        "integrity": "sha512-BN22B5eaMMI9UMtjrGd5g5eCYPpCPDUy0FJXbYsaT5zYxjFOckS53SQDE3pWkVoWpHXVb3BrYcEN4Twa55B5cA==",
+        "dev": true,
+        "license": "MIT",
+        "engines": {
+          "node": ">=0.10.0"
+        }
       },
-      "funding": {
-        "url": "https://github.com/sponsors/ljharb"
-      }
-    },
-    "node_modules/which-typed-array": {
-      "version": "1.1.19",
-      "resolved": "https://registry.npmjs.org/which-typed-array/-/which-typed-array-1.1.19.tgz",
-      "integrity": "sha512-rEvr90Bck4WZt9HHFC4DJMsjvu7x+r6bImz0/BrbWb7A2djJ8hnZMrWnHo9F8ssv0OMErasDhftrfROTyqSDrw==",
-      "dev": true,
-      "license": "MIT",
-      "dependencies": {
-        "available-typed-arrays": "^1.0.7",
-        "call-bind": "^1.0.8",
-        "call-bound": "^1.0.4",
-        "for-each": "^0.3.5",
-        "get-proto": "^1.0.1",
-        "gopd": "^1.2.0",
-        "has-tostringtag": "^1.0.2"
+      "node_modules/yallist": {
+        "version": "5.0.0",
+        "resolved": "https://registry.npmjs.org/yallist/-/yallist-5.0.0.tgz",
+        "integrity": "sha512-YgvUTfwqyc7UXVMrB+SImsVYSmTS8X/tSrtdNZMImM+n7+QTriRXyXim0mBrTXNeqzVF0KWGgHPeiyViFFrNDw==",
+        "dev": true,
+        "license": "BlueOak-1.0.0",
+        "engines": {
+          "node": ">=18"
+        }
       },
-      "engines": {
-        "node": ">= 0.4"
+      "node_modules/yocto-queue": {
+        "version": "0.1.0",
+        "resolved": "https://registry.npmjs.org/yocto-queue/-/yocto-queue-0.1.0.tgz",
+        "integrity": "sha512-rVksvsnNCdJ/ohGc6xgPwyN8eheCxsiLM8mxuE/t/mOVqJewPuO1miLpTHQiRgTKCLexL4MeAFVagts7HmNZ2Q==",
+        "dev": true,
+        "license": "MIT",
+        "engines": {
+          "node": ">=10"
+        },
+        "funding": {
+          "url": "https://github.com/sponsors/sindresorhus"
+        }
       },
-      "funding": {
-        "url": "https://github.com/sponsors/ljharb"
-      }
-    },
-    "node_modules/word-wrap": {
-      "version": "1.2.5",
-      "resolved": "https://registry.npmjs.org/word-wrap/-/word-wrap-1.2.5.tgz",
-      "integrity": "sha512-BN22B5eaMMI9UMtjrGd5g5eCYPpCPDUy0FJXbYsaT5zYxjFOckS53SQDE3pWkVoWpHXVb3BrYcEN4Twa55B5cA==",
-      "dev": true,
-      "license": "MIT",
-      "engines": {
-        "node": ">=0.10.0"
-      }
-    },
-    "node_modules/yallist": {
-      "version": "5.0.0",
-      "resolved": "https://registry.npmjs.org/yallist/-/yallist-5.0.0.tgz",
-      "integrity": "sha512-YgvUTfwqyc7UXVMrB+SImsVYSmTS8X/tSrtdNZMImM+n7+QTriRXyXim0mBrTXNeqzVF0KWGgHPeiyViFFrNDw==",
-      "dev": true,
-      "license": "BlueOak-1.0.0",
-      "engines": {
-        "node": ">=18"
-      }
-    },
-    "node_modules/yocto-queue": {
-      "version": "0.1.0",
-      "resolved": "https://registry.npmjs.org/yocto-queue/-/yocto-queue-0.1.0.tgz",
-      "integrity": "sha512-rVksvsnNCdJ/ohGc6xgPwyN8eheCxsiLM8mxuE/t/mOVqJewPuO1miLpTHQiRgTKCLexL4MeAFVagts7HmNZ2Q==",
-      "dev": true,
-      "license": "MIT",
-      "engines": {
-        "node": ">=10"
+      "node_modules/zod": {
+        "version": "3.25.76",
+        "resolved": "https://registry.npmjs.org/zod/-/zod-3.25.76.tgz",
+        "integrity": "sha512-gzUt/qt81nXsFGKIFcC3YnfEAx5NkunCfnDlvuBSSFS02bcXu4Lmea0AFIUwbLWxWPx3d9p8S5QoaujKcNQxcQ==",
+        "funding": {
+          "url": "https://github.com/sponsors/colinhacks"
+        }
       },
-      "funding": {
-        "url": "https://github.com/sponsors/sindresorhus"
-      }
-    },
-    "node_modules/zod": {
-      "version": "3.25.76",
-      "resolved": "https://registry.npmjs.org/zod/-/zod-3.25.76.tgz",
-      "integrity": "sha512-gzUt/qt81nXsFGKIFcC3YnfEAx5NkunCfnDlvuBSSFS02bcXu4Lmea0AFIUwbLWxWPx3d9p8S5QoaujKcNQxcQ==",
-      "funding": {
-        "url": "https://github.com/sponsors/colinhacks"
-      }
-    },
-    "node_modules/zod-to-json-schema": {
-      "version": "3.24.5",
-      "resolved": "https://registry.npmjs.org/zod-to-json-schema/-/zod-to-json-schema-3.24.5.tgz",
-      "integrity": "sha512-/AuWwMP+YqiPbsJx5D6TfgRTc4kTLjsh5SOcd4bLsfUg2RcEXrFMJl1DGgdHy2aCfsIA/cr/1JM0xcB2GZji8g==",
-      "license": "ISC",
-      "peerDependencies": {
-        "zod": "^3.24.1"
-      }
-    },
-    "node_modules/zwitch": {
-      "version": "2.0.4",
-      "resolved": "https://registry.npmjs.org/zwitch/-/zwitch-2.0.4.tgz",
-      "integrity": "sha512-bXE4cR/kVZhKZX/RjPEflHaKVhUVl85noU3v6b8apfQEc1x4A+zBxjZ4lN8LqGd6WZ3dl98pY4o717VFmoPp+A==",
-      "funding": {
-        "type": "github",
-        "url": "https://github.com/sponsors/wooorm"
+      "node_modules/zod-to-json-schema": {
+        "version": "3.24.5",
+        "resolved": "https://registry.npmjs.org/zod-to-json-schema/-/zod-to-json-schema-3.24.5.tgz",
+        "integrity": "sha512-/AuWwMP+YqiPbsJx5D6TfgRTc4kTLjsh5SOcd4bLsfUg2RcEXrFMJl1DGgdHy2aCfsIA/cr/1JM0xcB2GZji8g==",
+        "license": "ISC",
+        "peerDependencies": {
+          "zod": "^3.24.1"
+        }
+      },
+      "node_modules/zwitch": {
+        "version": "2.0.4",
+        "resolved": "https://registry.npmjs.org/zwitch/-/zwitch-2.0.4.tgz",
+        "integrity": "sha512-bXE4cR/kVZhKZX/RjPEflHaKVhUVl85noU3v6b8apfQEc1x4A+zBxjZ4lN8LqGd6WZ3dl98pY4o717VFmoPp+A==",
+        "funding": {
+          "type": "github",
+          "url": "https://github.com/sponsors/wooorm"
+        }
       }
     }
-  }
-}
+  }
\ No newline at end of file

From dd14a1b46308ab8227a802e7f707044a966794ae Mon Sep 17 00:00:00 2001
From: nourans <nsakr2@uwo.ca>
Date: Thu, 26 Mar 2026 16:38:46 +0000
Subject: [PATCH 4/5] fixing formatting with `black .`; adding
 package-lock.json

---
 backend/api/auth/router.py                    |    8 +-
 backend/api/citations/router.py               |  358 +-
 backend/api/core/bounding_box_matcher.py      |    2 +-
 backend/api/core/cit_utils.py                 |   38 +-
 backend/api/core/config.py                    |   26 +-
 backend/api/core/security.py                  |    4 +-
 backend/api/database_search/router.py         |   89 +-
 backend/api/extract/router.py                 |  341 +-
 backend/api/files/router.py                   |   42 +-
 backend/api/jobs/procrastinate_app.py         |   23 +-
 backend/api/jobs/router.py                    |   35 +-
 backend/api/jobs/run_all_repo.py              |   65 +-
 backend/api/jobs/run_all_tasks.py             |  212 +-
 backend/api/models/auth.py                    |    1 +
 backend/api/router.py                         |    4 +-
 backend/api/screen/prompts.py                 |    2 +-
 backend/api/screen/router.py                  |  264 +-
 backend/api/services/azure_docint_client.py   |   41 +-
 backend/api/services/azure_openai_client.py   |   53 +-
 backend/api/services/cit_db_service.py        |  210 +-
 .../europePMC_citation_collection.py          |  149 +-
 .../pubmed_citation_collection.py             |  482 +-
 .../scopus_citation_collection.py             |   35 +-
 backend/api/services/document_service.py      |    4 +-
 backend/api/services/grobid_service.py        |   66 +-
 backend/api/services/postgres_auth.py         |   36 +-
 backend/api/services/sr_db_service.py         |  450 +-
 backend/api/services/storage.py               |  263 +-
 backend/api/services/user_db.py               |   43 +-
 backend/api/sr/router.py                      |  258 +-
 backend/main.py                               |   26 +-
 frontend/package-lock.json                    | 4305 ++++++++---------
 32 files changed, 4669 insertions(+), 3266 deletions(-)

diff --git a/backend/api/auth/router.py b/backend/api/auth/router.py
index 18555e99..828cfe43 100644
--- a/backend/api/auth/router.py
+++ b/backend/api/auth/router.py
@@ -39,6 +39,7 @@
     client_kwargs={"scope": "openid profile email"},
 )
 
+
 @router.post("/token", response_model=Token)
 async def login_for_access_token(
     form_data: OAuth2PasswordRequestForm = Depends(),
@@ -83,13 +84,17 @@ async def login(login_data: LoginRequest) -> Any:
 
     return {"access_token": access_token, "token_type": "Bearer"}
 
+
 @router.get("/microsoft-sso")
 async def login_microsoft_sso(request: StarletteRequest, lang: str):
     """
     Start Microsoft OAuth2 flow by redirecting the user to Microsoft login.
     """
     request.session["lang"] = lang
-    return await oauth.microsoft.authorize_redirect(request, f"{settings.API_URL}/api/auth/sso-authorize")
+    return await oauth.microsoft.authorize_redirect(
+        request, f"{settings.API_URL}/api/auth/sso-authorize"
+    )
+
 
 @router.get("/sso-authorize")
 async def microsoft_authorize(request: StarletteRequest):
@@ -122,6 +127,7 @@ async def microsoft_authorize(request: StarletteRequest):
             detail="Error during Microsoft OAuth callback",
         )
 
+
 @router.post("/register", response_model=UserRead)
 async def register_user(register_data: RegisterRequest) -> Any:
     """
diff --git a/backend/api/citations/router.py b/backend/api/citations/router.py
index 0a1c547d..cfba3ff3 100644
--- a/backend/api/citations/router.py
+++ b/backend/api/citations/router.py
@@ -36,7 +36,12 @@
 
 from ..core.security import get_current_active_user
 from ..core.config import settings
-from ..services.cit_db_service import cits_dp_service, snake_case, snake_case_column, parse_dsn
+from ..services.cit_db_service import (
+    cits_dp_service,
+    snake_case,
+    snake_case_column,
+    parse_dsn,
+)
 from ..core.cit_utils import load_sr_and_check
 
 router = APIRouter()
@@ -120,7 +125,9 @@ def _join_list(v: Any, sep: str = "; ") -> str:
     if v is None:
         return ""
     if isinstance(v, list):
-        return sep.join([str(x) for x in v if x is not None and str(x).strip() != ""]).strip()
+        return sep.join(
+            [str(x) for x in v if x is not None and str(x).strip() != ""]
+        ).strip()
     return str(v)
 
 
@@ -139,9 +146,15 @@ def _ris_value_for_include(include_col: str, entry: Dict[str, Any]) -> Any:
 
     # Common include names in our configs
     if key == "title":
-        return entry.get("title") or entry.get("primary_title") or entry.get("short_title")
+        return (
+            entry.get("title") or entry.get("primary_title") or entry.get("short_title")
+        )
     if key == "abstract":
-        return entry.get("abstract") or entry.get("notes_abstract") or _join_list(entry.get("notes"), "\n")
+        return (
+            entry.get("abstract")
+            or entry.get("notes_abstract")
+            or _join_list(entry.get("notes"), "\n")
+        )
     if key == "keywords":
         return _join_list(entry.get("keywords"))
     if key == "journal":
@@ -173,7 +186,9 @@ def _ris_value_for_include(include_col: str, entry: Dict[str, Any]) -> Any:
     return v
 
 
-def _parse_citations_csv_bytes(raw_bytes: bytes) -> tuple[list[dict[str, Any]], list[str]]:
+def _parse_citations_csv_bytes(
+    raw_bytes: bytes,
+) -> tuple[list[dict[str, Any]], list[str]]:
     try:
         text = raw_bytes.decode("utf-8-sig")
     except Exception:
@@ -184,7 +199,9 @@ def _parse_citations_csv_bytes(raw_bytes: bytes) -> tuple[list[dict[str, Any]],
     return rows, cols
 
 
-def _parse_citations_ris_bytes(raw_bytes: bytes, include_columns: list[str]) -> tuple[list[dict[str, Any]], list[str]]:
+def _parse_citations_ris_bytes(
+    raw_bytes: bytes, include_columns: list[str]
+) -> tuple[list[dict[str, Any]], list[str]]:
     if not rispy:
         raise RuntimeError("RIS upload requested but rispy is not installed")
 
@@ -231,15 +248,23 @@ def _ris_value_for_canonical(col: str, entry: Dict[str, Any]) -> Any:
 
     key = (col or "").strip().lower()
     if key == "title":
-        return entry.get("title") or entry.get("primary_title") or entry.get("short_title")
+        return (
+            entry.get("title") or entry.get("primary_title") or entry.get("short_title")
+        )
     if key == "abstract":
-        return entry.get("abstract") or entry.get("notes_abstract") or _join_list(entry.get("notes"), "\n")
+        return (
+            entry.get("abstract")
+            or entry.get("notes_abstract")
+            or _join_list(entry.get("notes"), "\n")
+        )
     if key == "keywords":
         return _join_list(entry.get("keywords"))
     if key == "journal":
         return entry.get("secondary_title") or entry.get("journal_name")
     if key == "year":
-        return _extract_year(entry.get("year") or entry.get("publication_year") or entry.get("date"))
+        return _extract_year(
+            entry.get("year") or entry.get("publication_year") or entry.get("date")
+        )
     if key == "authors":
         return _join_list(entry.get("authors"))
     if key == "doi":
@@ -254,7 +279,9 @@ def _ris_value_for_canonical(col: str, entry: Dict[str, Any]) -> Any:
     return _join_list(v) if isinstance(v, list) else v
 
 
-def _parse_citations_ris_bytes_auto(raw_bytes: bytes) -> tuple[list[dict[str, Any]], list[str]]:
+def _parse_citations_ris_bytes_auto(
+    raw_bytes: bytes,
+) -> tuple[list[dict[str, Any]], list[str]]:
     """Parse RIS into a canonical table shape.
 
     This is used when RIS is uploaded before SR criteria/config exists.
@@ -285,19 +312,28 @@ def _parse_citations_ris_bytes_auto(raw_bytes: bytes) -> tuple[list[dict[str, An
 
     return rows, cols
 
-def _load_include_columns_from_criteria(sr_doc: Optional[Dict[str, Any]] = None) -> List[str]:
+
+def _load_include_columns_from_criteria(
+    sr_doc: Optional[Dict[str, Any]] = None,
+) -> List[str]:
     # Delegate to consolidated postgres service
     try:
         return cits_dp_service.load_include_columns_from_criteria(sr_doc)
     except Exception:
         return []
+
+
 def _parse_dsn(dsn: str) -> Dict[str, str]:
     # Delegate to consolidated postgres service
     try:
         return parse_dsn(dsn)
     except Exception:
         return {}
-def _create_table_and_insert_sync(table_name: str, columns: List[str], rows: List[Dict[str, Any]]) -> int:
+
+
+def _create_table_and_insert_sync(
+    table_name: str, columns: List[str], rows: List[Dict[str, Any]]
+) -> int:
     return cits_dp_service.create_table_and_insert_sync(table_name, columns, rows)
 
 
@@ -311,7 +347,9 @@ async def _upload_screening_citations_impl(
     """Shared implementation for citations upload (CSV or RIS)."""
 
     try:
-        sr, screening = await load_sr_and_check(sr_id, current_user, srdb_service, require_screening=False)
+        sr, screening = await load_sr_and_check(
+            sr_id, current_user, srdb_service, require_screening=False
+        )
     except HTTPException:
         raise
     except Exception as e:
@@ -328,19 +366,29 @@ async def _upload_screening_citations_impl(
         )
 
     if not file or not file.filename:
-        raise HTTPException(status_code=status.HTTP_400_BAD_REQUEST, detail="File is required")
+        raise HTTPException(
+            status_code=status.HTTP_400_BAD_REQUEST, detail="File is required"
+        )
 
     # Read bytes once (UploadFile stream is not reliably seekable after read)
     try:
         raw = await file.read()
     except Exception as e:
-        raise HTTPException(status_code=status.HTTP_400_BAD_REQUEST, detail=f"Failed to read upload: {e}")
+        raise HTTPException(
+            status_code=status.HTTP_400_BAD_REQUEST,
+            detail=f"Failed to read upload: {e}",
+        )
     if not raw:
-        raise HTTPException(status_code=status.HTTP_400_BAD_REQUEST, detail="Uploaded file is empty")
+        raise HTTPException(
+            status_code=status.HTTP_400_BAD_REQUEST, detail="Uploaded file is empty"
+        )
 
     fmt = (force_format or _sniff_citations_format(file.filename, raw)).lower()
     if fmt not in ("csv", "ris"):
-        raise HTTPException(status_code=status.HTTP_400_BAD_REQUEST, detail=f"Unsupported citations format: {fmt}")
+        raise HTTPException(
+            status_code=status.HTTP_400_BAD_REQUEST,
+            detail=f"Unsupported citations format: {fmt}",
+        )
 
     # Parse into normalized rows + include columns
     try:
@@ -352,10 +400,16 @@ async def _upload_screening_citations_impl(
     except HTTPException:
         raise
     except Exception as e:
-        raise HTTPException(status_code=status.HTTP_400_BAD_REQUEST, detail=f"Failed to parse {fmt.upper()}: {e}")
+        raise HTTPException(
+            status_code=status.HTTP_400_BAD_REQUEST,
+            detail=f"Failed to parse {fmt.upper()}: {e}",
+        )
 
     if len(include_columns) == 0:
-        raise HTTPException(status_code=status.HTTP_400_BAD_REQUEST, detail="No columns found to create screening table")
+        raise HTTPException(
+            status_code=status.HTTP_400_BAD_REQUEST,
+            detail="No columns found to create screening table",
+        )
 
     # Build a unique table name for this upload
     safe_sr = re.sub(r"[^0-9a-zA-Z_]", "_", sr_id)
@@ -372,11 +426,18 @@ async def _upload_screening_citations_impl(
 
     # Create table and insert rows in threadpool
     try:
-        inserted = await run_in_threadpool(_create_table_and_insert_sync, table_name, include_columns, normalized_rows)
+        inserted = await run_in_threadpool(
+            _create_table_and_insert_sync, table_name, include_columns, normalized_rows
+        )
     except RuntimeError as rexc:
-        raise HTTPException(status_code=status.HTTP_503_SERVICE_UNAVAILABLE, detail=str(rexc))
+        raise HTTPException(
+            status_code=status.HTTP_503_SERVICE_UNAVAILABLE, detail=str(rexc)
+        )
     except Exception as e:
-        raise HTTPException(status_code=status.HTTP_500_INTERNAL_SERVER_ERROR, detail=f"Failed to create table or insert rows: {e}")
+        raise HTTPException(
+            status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
+            detail=f"Failed to create table or insert rows: {e}",
+        )
 
     # Save DB connection metadata into SR Mongo doc
     try:
@@ -436,7 +497,9 @@ async def upload_screening_citations(
 
 @router.get("/{sr_id}/citations")
 async def list_citation_ids(
-    sr_id: str, current_user: Dict[str, Any] = Depends(get_current_active_user), filter_step: Optional[str] = None,
+    sr_id: str,
+    current_user: Dict[str, Any] = Depends(get_current_active_user),
+    filter_step: Optional[str] = None,
 ):
     """
     List all citation ids for the systematic review's screening database.
@@ -448,7 +511,10 @@ async def list_citation_ids(
     except HTTPException:
         raise
     except Exception as e:
-        raise HTTPException(status_code=status.HTTP_500_INTERNAL_SERVER_ERROR, detail=f"Failed to load systematic review or screening: {e}")
+        raise HTTPException(
+            status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
+            detail=f"Failed to load systematic review or screening: {e}",
+        )
 
     if not screening:
         return {"citation_ids": []}
@@ -459,22 +525,31 @@ async def list_citation_ids(
     # Validation strategy: UI filters by human_l1_decision / human_l2_decision.
     try:
         cp = (sr or {}).get("criteria_parsed") or (sr or {}).get("criteria") or {}
-        await run_in_threadpool(cits_dp_service.backfill_human_decisions, cp, table_name)
+        await run_in_threadpool(
+            cits_dp_service.backfill_human_decisions, cp, table_name
+        )
     except Exception:
         # best-effort; listing should still work even if backfill fails
         pass
 
     try:
-        ids = await run_in_threadpool(cits_dp_service.list_citation_ids, filter_step, table_name)
+        ids = await run_in_threadpool(
+            cits_dp_service.list_citation_ids, filter_step, table_name
+        )
     except RuntimeError as rexc:
-        raise HTTPException(status_code=status.HTTP_503_SERVICE_UNAVAILABLE, detail=str(rexc))
+        raise HTTPException(
+            status_code=status.HTTP_503_SERVICE_UNAVAILABLE, detail=str(rexc)
+        )
     except Exception as e:
         # If the SR points at a screening table that no longer exists (e.g. dropped),
         # treat it as "no citations" instead of poisoning the shared connection.
         if _is_undefined_table_error(e):
             return {"citation_ids": []}
     except Exception as e:
-        raise HTTPException(status_code=status.HTTP_500_INTERNAL_SERVER_ERROR, detail=f"Failed to query screening DB: {e}")
+        raise HTTPException(
+            status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
+            detail=f"Failed to query screening DB: {e}",
+        )
 
     return {"citation_ids": ids}
 
@@ -515,7 +590,9 @@ async def get_citations_batch(
     # Parse ids
     raw_ids = [p.strip() for p in (ids or "").split(",") if p.strip()]
     if not raw_ids:
-        raise HTTPException(status_code=status.HTTP_400_BAD_REQUEST, detail="ids is required")
+        raise HTTPException(
+            status_code=status.HTTP_400_BAD_REQUEST, detail="ids is required"
+        )
     parsed_ids: List[int] = []
     for p in raw_ids:
         try:
@@ -523,7 +600,10 @@ async def get_citations_batch(
         except Exception:
             continue
     if not parsed_ids:
-        raise HTTPException(status_code=status.HTTP_400_BAD_REQUEST, detail="ids must be a comma-separated list of integers")
+        raise HTTPException(
+            status_code=status.HTTP_400_BAD_REQUEST,
+            detail="ids must be a comma-separated list of integers",
+        )
 
     parsed_fields: Optional[List[str]] = None
     if fields is not None:
@@ -538,9 +618,14 @@ async def get_citations_batch(
             parsed_fields,
         )
     except RuntimeError as rexc:
-        raise HTTPException(status_code=status.HTTP_503_SERVICE_UNAVAILABLE, detail=str(rexc))
+        raise HTTPException(
+            status_code=status.HTTP_503_SERVICE_UNAVAILABLE, detail=str(rexc)
+        )
     except Exception as e:
-        raise HTTPException(status_code=status.HTTP_500_INTERNAL_SERVER_ERROR, detail=f"Failed to query screening DB: {e}")
+        raise HTTPException(
+            status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
+            detail=f"Failed to query screening DB: {e}",
+        )
 
     return {"citations": rows}
 
@@ -566,19 +651,31 @@ async def get_citation_by_id(
     except HTTPException:
         raise
     except Exception as e:
-        raise HTTPException(status_code=status.HTTP_500_INTERNAL_SERVER_ERROR, detail=f"Failed to load systematic review or screening: {e}")
+        raise HTTPException(
+            status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
+            detail=f"Failed to load systematic review or screening: {e}",
+        )
 
     table_name = (screening or {}).get("table_name") or "citations"
 
     try:
-        row = await run_in_threadpool(cits_dp_service.get_citation_by_id, int(citation_id), table_name)
+        row = await run_in_threadpool(
+            cits_dp_service.get_citation_by_id, int(citation_id), table_name
+        )
     except RuntimeError as rexc:
-        raise HTTPException(status_code=status.HTTP_503_SERVICE_UNAVAILABLE, detail=str(rexc))
+        raise HTTPException(
+            status_code=status.HTTP_503_SERVICE_UNAVAILABLE, detail=str(rexc)
+        )
     except Exception as e:
-        raise HTTPException(status_code=status.HTTP_500_INTERNAL_SERVER_ERROR, detail=f"Failed to query screening DB: {e}")
+        raise HTTPException(
+            status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
+            detail=f"Failed to query screening DB: {e}",
+        )
 
     if not row:
-        raise HTTPException(status_code=status.HTTP_404_NOT_FOUND, detail="Citation not found")
+        raise HTTPException(
+            status_code=status.HTTP_404_NOT_FOUND, detail="Citation not found"
+        )
 
     return row
 
@@ -588,7 +685,9 @@ class CombinedRequest(BaseModel):
     include_columns: Optional[List[str]] = None
 
 
-def _build_combined_citation_from_row(row: Dict[str, Any], include_columns: List[str]) -> str:
+def _build_combined_citation_from_row(
+    row: Dict[str, Any], include_columns: List[str]
+) -> str:
     # Delegate to consolidated postgres service
     return cits_dp_service.build_combined_citation_from_row(row, include_columns)
 
@@ -618,22 +717,37 @@ async def build_combined_citation(
     except HTTPException:
         raise
     except Exception as e:
-        raise HTTPException(status_code=status.HTTP_500_INTERNAL_SERVER_ERROR, detail=f"Failed to load systematic review or screening: {e}")
+        raise HTTPException(
+            status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
+            detail=f"Failed to load systematic review or screening: {e}",
+        )
 
     if not screening:
-        raise HTTPException(status_code=status.HTTP_404_NOT_FOUND, detail="No screening database configured for this systematic review")
+        raise HTTPException(
+            status_code=status.HTTP_404_NOT_FOUND,
+            detail="No screening database configured for this systematic review",
+        )
 
     table_name = (screening or {}).get("table_name") or "citations"
 
     try:
-        row = await run_in_threadpool(cits_dp_service.get_citation_by_id, int(citation_id), table_name)
+        row = await run_in_threadpool(
+            cits_dp_service.get_citation_by_id, int(citation_id), table_name
+        )
     except RuntimeError as rexc:
-        raise HTTPException(status_code=status.HTTP_503_SERVICE_UNAVAILABLE, detail=str(rexc))
+        raise HTTPException(
+            status_code=status.HTTP_503_SERVICE_UNAVAILABLE, detail=str(rexc)
+        )
     except Exception as e:
-        raise HTTPException(status_code=status.HTTP_500_INTERNAL_SERVER_ERROR, detail=f"Failed to query screening DB: {e}")
+        raise HTTPException(
+            status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
+            detail=f"Failed to query screening DB: {e}",
+        )
 
     if not row:
-        raise HTTPException(status_code=status.HTTP_404_NOT_FOUND, detail="Citation not found")
+        raise HTTPException(
+            status_code=status.HTTP_404_NOT_FOUND, detail="Citation not found"
+        )
 
     # As a final fallback, use all columns present in include columns
     data = []
@@ -672,17 +786,25 @@ async def upload_citation_fulltext(
     except HTTPException:
         raise
     except Exception as e:
-        raise HTTPException(status_code=status.HTTP_500_INTERNAL_SERVER_ERROR, detail=f"Failed to load systematic review or screening: {e}")
+        raise HTTPException(
+            status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
+            detail=f"Failed to load systematic review or screening: {e}",
+        )
 
     # Validate file
     if not file or not file.filename:
-        raise HTTPException(status_code=status.HTTP_400_BAD_REQUEST, detail="File is required")
+        raise HTTPException(
+            status_code=status.HTTP_400_BAD_REQUEST, detail="File is required"
+        )
 
     _, ext = os.path.splitext(file.filename)
     ext = ext.lower()
     # Prefer PDFs but allow other types if necessary; restrict to .pdf here
     if ext != ".pdf":
-        raise HTTPException(status_code=status.HTTP_400_BAD_REQUEST, detail="Only PDF files are accepted for full text upload")
+        raise HTTPException(
+            status_code=status.HTTP_400_BAD_REQUEST,
+            detail="Only PDF files are accepted for full text upload",
+        )
 
     content = await file.read()
     new_md5 = hashlib.md5(content).hexdigest() if content is not None else ""
@@ -690,14 +812,23 @@ async def upload_citation_fulltext(
     table_name = (screening or {}).get("table_name") or "citations"
 
     try:
-        existing_row = await run_in_threadpool(cits_dp_service.get_citation_by_id, int(citation_id), table_name)
+        existing_row = await run_in_threadpool(
+            cits_dp_service.get_citation_by_id, int(citation_id), table_name
+        )
     except RuntimeError as rexc:
-        raise HTTPException(status_code=status.HTTP_503_SERVICE_UNAVAILABLE, detail=str(rexc))
+        raise HTTPException(
+            status_code=status.HTTP_503_SERVICE_UNAVAILABLE, detail=str(rexc)
+        )
     except Exception as e:
-        raise HTTPException(status_code=status.HTTP_500_INTERNAL_SERVER_ERROR, detail=f"Failed to query screening DB: {e}")
+        raise HTTPException(
+            status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
+            detail=f"Failed to query screening DB: {e}",
+        )
 
     if not existing_row:
-        raise HTTPException(status_code=status.HTTP_404_NOT_FOUND, detail="Citation not found")
+        raise HTTPException(
+            status_code=status.HTTP_404_NOT_FOUND, detail="Citation not found"
+        )
 
     # If the PDF changed (md5 differs), clear L2 screening answers + parameter extractions + fulltext artifacts.
     # (Do NOT clear L1 answers.)
@@ -740,9 +871,15 @@ async def upload_citation_fulltext(
             # NOTE (validation): we do not use l2_screen for filtering; keep it untouched/non-authoritative.
             cols_to_clear = ["llm_l2_decision", "human_l2_decision"]
             try:
-                cp = (sr or {}).get("criteria_parsed") or (sr or {}).get("criteria") or {}
+                cp = (
+                    (sr or {}).get("criteria_parsed")
+                    or (sr or {}).get("criteria")
+                    or {}
+                )
                 l2 = cp.get("l2") if isinstance(cp, dict) else None
-                l2_questions = (l2 or {}).get("questions") if isinstance(l2, dict) else None
+                l2_questions = (
+                    (l2 or {}).get("questions") if isinstance(l2, dict) else None
+                )
                 if isinstance(l2_questions, list):
                     for q in l2_questions:
                         try:
@@ -763,7 +900,9 @@ async def upload_citation_fulltext(
                 # best-effort
                 pass
 
-            await run_in_threadpool(cits_dp_service.clear_columns, citation_id, cols_to_clear, table_name)
+            await run_in_threadpool(
+                cits_dp_service.clear_columns, citation_id, cols_to_clear, table_name
+            )
     except Exception:
         # Best-effort; do not block upload.
         pass
@@ -775,7 +914,10 @@ async def upload_citation_fulltext(
         storage_service = None
 
     if not storage_service:
-        raise HTTPException(status_code=status.HTTP_503_SERVICE_UNAVAILABLE, detail="Storage service not available")
+        raise HTTPException(
+            status_code=status.HTTP_503_SERVICE_UNAVAILABLE,
+            detail="Storage service not available",
+        )
 
     # Upload file for the current user
     document_id = await storage_service.upload_user_document(
@@ -785,7 +927,10 @@ async def upload_citation_fulltext(
     )
 
     if not document_id:
-        raise HTTPException(status_code=status.HTTP_500_INTERNAL_SERVER_ERROR, detail="Failed to upload file to storage service")
+        raise HTTPException(
+            status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
+            detail="Failed to upload file to storage service",
+        )
     # Build storage path (container + blob name) so it can be stored in Postgres
     # Note: storage.py stores blobs at users/{user_id}/documents/{doc_id}_{filename}
     blob_name = f"users/{current_user['id']}/documents/{document_id}_{file.filename}"
@@ -794,19 +939,35 @@ async def upload_citation_fulltext(
 
     # Update citation row in Postgres
     try:
-        updated = await run_in_threadpool(cits_dp_service.attach_fulltext, citation_id, storage_path, content, table_name)
+        updated = await run_in_threadpool(
+            cits_dp_service.attach_fulltext,
+            citation_id,
+            storage_path,
+            content,
+            table_name,
+        )
     except RuntimeError as rexc:
-        raise HTTPException(status_code=status.HTTP_503_SERVICE_UNAVAILABLE, detail=str(rexc))
+        raise HTTPException(
+            status_code=status.HTTP_503_SERVICE_UNAVAILABLE, detail=str(rexc)
+        )
     except Exception as e:
-        raise HTTPException(status_code=status.HTTP_500_INTERNAL_SERVER_ERROR, detail=f"Failed to update citation row: {e}")
+        raise HTTPException(
+            status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
+            detail=f"Failed to update citation row: {e}",
+        )
     if not updated:
         # If the citation id doesn't exist, consider rolling back the uploaded file (best effort)
         # Attempt to delete the uploaded blob (best-effort; not fatal if it fails)
         try:
-            await storage_service.delete_user_document(current_user["id"], document_id, file.filename)
+            await storage_service.delete_user_document(
+                current_user["id"], document_id, file.filename
+            )
         except Exception:
             pass
-        raise HTTPException(status_code=status.HTTP_404_NOT_FOUND, detail="Citation not found to attach fulltext file")
+        raise HTTPException(
+            status_code=status.HTTP_404_NOT_FOUND,
+            detail="Citation not found to attach fulltext file",
+        )
     return {
         "status": "success",
         "sr_id": sr_id,
@@ -820,7 +981,9 @@ async def upload_citation_fulltext(
 
 
 # Helper to drop a database - delegated to backend.api.core.postgres.drop_database
-async def hard_delete_screening_resources(sr_id: str, current_user: Dict[str, Any]) -> Dict[str, Any]:
+async def hard_delete_screening_resources(
+    sr_id: str, current_user: Dict[str, Any]
+) -> Dict[str, Any]:
     """
     Delete the screening Postgres table and all associated fulltext files
     for the given systematic review.
@@ -837,26 +1000,47 @@ async def hard_delete_screening_resources(sr_id: str, current_user: Dict[str, An
     except HTTPException:
         raise
     except Exception as e:
-        raise HTTPException(status_code=status.HTTP_500_INTERNAL_SERVER_ERROR, detail=f"Failed to load systematic review: {e}")
+        raise HTTPException(
+            status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
+            detail=f"Failed to load systematic review: {e}",
+        )
 
     requester_id = current_user.get("id")
     if requester_id != sr.get("owner_id"):
-        raise HTTPException(status_code=status.HTTP_403_FORBIDDEN, detail="Only the owner may perform screening cleanup for this systematic review")
+        raise HTTPException(
+            status_code=status.HTTP_403_FORBIDDEN,
+            detail="Only the owner may perform screening cleanup for this systematic review",
+        )
 
     if not screening:
-        return {"status": "no_screening_db", "message": "No screening table configured for this SR", "deleted_table": False, "deleted_files": 0}
+        return {
+            "status": "no_screening_db",
+            "message": "No screening table configured for this SR",
+            "deleted_table": False,
+            "deleted_files": 0,
+        }
 
     table_name = screening.get("table_name")
     if not table_name:
-        return {"status": "no_screening_db", "message": "Incomplete screening DB metadata", "deleted_table": False, "deleted_files": 0}
+        return {
+            "status": "no_screening_db",
+            "message": "Incomplete screening DB metadata",
+            "deleted_table": False,
+            "deleted_files": 0,
+        }
 
     # 1) collect fulltext URLs from the screening DB
     try:
         urls = await run_in_threadpool(cits_dp_service.list_fulltext_urls, table_name)
     except RuntimeError as rexc:
-        raise HTTPException(status_code=status.HTTP_503_SERVICE_UNAVAILABLE, detail=str(rexc))
+        raise HTTPException(
+            status_code=status.HTTP_503_SERVICE_UNAVAILABLE, detail=str(rexc)
+        )
     except Exception as e:
-        raise HTTPException(status_code=status.HTTP_500_INTERNAL_SERVER_ERROR, detail=f"Failed to query screening DB for fulltext URLs: {e}")
+        raise HTTPException(
+            status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
+            detail=f"Failed to query screening DB for fulltext URLs: {e}",
+        )
 
     # 2) delete blobs for each url (best-effort)
     deleted_files = 0
@@ -888,13 +1072,17 @@ async def hard_delete_screening_resources(sr_id: str, current_user: Dict[str, An
                         # expect ["users", user_id, "documents", "{doc_id}_{filename}"]
                         if len(parts) >= 4 and parts[2] == "documents":
                             user_id = parts[1]
-                            doc_part = "/".join(parts[3:])  # handle any extra slashes in filename
+                            doc_part = "/".join(
+                                parts[3:]
+                            )  # handle any extra slashes in filename
                             # split first underscore to get doc_id and filename
                             if "_" in doc_part:
                                 doc_id, filename = doc_part.split("_", 1)
                                 # call delete_user_document (async)
                                 try:
-                                    ok = await storage_service.delete_user_document(user_id, doc_id, filename)
+                                    ok = await storage_service.delete_user_document(
+                                        user_id, doc_id, filename
+                                    )
                                     if ok:
                                         deleted_files += 1
                                     else:
@@ -927,16 +1115,18 @@ async def hard_delete_screening_resources(sr_id: str, current_user: Dict[str, An
         await run_in_threadpool(cits_dp_service.drop_table, table_name)
         table_dropped = True
     except RuntimeError as rexc:
-        raise HTTPException(status_code=status.HTTP_503_SERVICE_UNAVAILABLE, detail=str(rexc))
+        raise HTTPException(
+            status_code=status.HTTP_503_SERVICE_UNAVAILABLE, detail=str(rexc)
+        )
     except Exception as e:
-        raise HTTPException(status_code=status.HTTP_500_INTERNAL_SERVER_ERROR, detail=f"Failed to drop screening table: {e}")
+        raise HTTPException(
+            status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
+            detail=f"Failed to drop screening table: {e}",
+        )
 
     # 4) remove screening_db metadata from SR document
     try:
-        await run_in_threadpool(
-            srdb_service.clear_screening_db_info,
-            sr_id
-        )
+        await run_in_threadpool(srdb_service.clear_screening_db_info, sr_id)
     except Exception:
         # non-fatal, but report it
         pass
@@ -952,7 +1142,9 @@ async def hard_delete_screening_resources(sr_id: str, current_user: Dict[str, An
 
 # Optional endpoint to trigger the cleanup directly
 @router.post("/{sr_id}/hard-clean")
-async def hard_clean_screening_endpoint(sr_id: str, current_user: Dict[str, Any] = Depends(get_current_active_user)):
+async def hard_clean_screening_endpoint(
+    sr_id: str, current_user: Dict[str, Any] = Depends(get_current_active_user)
+):
     result = await hard_delete_screening_resources(sr_id, current_user)
     return result
 
@@ -971,9 +1163,7 @@ async def export_citations_csv(
     """
 
     try:
-        sr, screening = await load_sr_and_check(
-            sr_id, current_user, srdb_service
-        )
+        sr, screening = await load_sr_and_check(sr_id, current_user, srdb_service)
     except HTTPException:
         raise
     except Exception as e:
@@ -992,9 +1182,13 @@ async def export_citations_csv(
 
     try:
         # Validation-friendly export: exclude fulltext/artifacts and flatten JSON columns.
-        csv_bytes = await run_in_threadpool(cits_dp_service.dump_citations_csv_filtered, table_name)
+        csv_bytes = await run_in_threadpool(
+            cits_dp_service.dump_citations_csv_filtered, table_name
+        )
     except RuntimeError as rexc:
-        raise HTTPException(status_code=status.HTTP_503_SERVICE_UNAVAILABLE, detail=str(rexc))
+        raise HTTPException(
+            status_code=status.HTTP_503_SERVICE_UNAVAILABLE, detail=str(rexc)
+        )
     except Exception as e:
         raise HTTPException(
             status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
diff --git a/backend/api/core/bounding_box_matcher.py b/backend/api/core/bounding_box_matcher.py
index a0fe5e4d..dfe7279e 100644
--- a/backend/api/core/bounding_box_matcher.py
+++ b/backend/api/core/bounding_box_matcher.py
@@ -432,4 +432,4 @@ def match_figure_references_to_bounding_boxes(
     print(
         f"[FIGURE_MATCHING] Enhanced {len(enhanced_references)} references with figure information"
     )
-    return enhanced_references
\ No newline at end of file
+    return enhanced_references
diff --git a/backend/api/core/cit_utils.py b/backend/api/core/cit_utils.py
index 1e33ce13..39282b30 100644
--- a/backend/api/core/cit_utils.py
+++ b/backend/api/core/cit_utils.py
@@ -9,6 +9,7 @@
 
 Routers should call load_sr_and_check(...) to avoid duplicating this logic.
 """
+
 from typing import Any, Dict, Optional, Tuple
 from fastapi import HTTPException, status
 from fastapi.concurrency import run_in_threadpool
@@ -65,34 +66,53 @@ async def load_sr_and_check(
 
     # fetch SR
     try:
-        sr = await run_in_threadpool(srdb_service.get_systematic_review, sr_id, not require_visible)
+        sr = await run_in_threadpool(
+            srdb_service.get_systematic_review, sr_id, not require_visible
+        )
     except HTTPException:
         raise
     except Exception as e:
-        raise HTTPException(status_code=status.HTTP_500_INTERNAL_SERVER_ERROR, detail=f"Failed to fetch systematic review: {e}")
+        raise HTTPException(
+            status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
+            detail=f"Failed to fetch systematic review: {e}",
+        )
 
     if not sr:
-        raise HTTPException(status_code=status.HTTP_404_NOT_FOUND, detail="Systematic review not found")
+        raise HTTPException(
+            status_code=status.HTTP_404_NOT_FOUND, detail="Systematic review not found"
+        )
 
     if require_visible and not sr.get("visible", True):
-        raise HTTPException(status_code=status.HTTP_404_NOT_FOUND, detail="Systematic review not found")
+        raise HTTPException(
+            status_code=status.HTTP_404_NOT_FOUND, detail="Systematic review not found"
+        )
 
     # permission check (user must be member or owner)
     user_id = current_user.get("email")
     try:
-        has_perm = await run_in_threadpool(srdb_service.user_has_sr_permission, sr_id, user_id)
+        has_perm = await run_in_threadpool(
+            srdb_service.user_has_sr_permission, sr_id, user_id
+        )
     except HTTPException:
         raise
     except Exception as e:
-        raise HTTPException(status_code=status.HTTP_500_INTERNAL_SERVER_ERROR, detail=f"Failed to check permissions: {e}")
+        raise HTTPException(
+            status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
+            detail=f"Failed to check permissions: {e}",
+        )
 
     if not has_perm:
-        raise HTTPException(status_code=status.HTTP_403_FORBIDDEN, detail="Not authorized to view/modify this systematic review")
+        raise HTTPException(
+            status_code=status.HTTP_403_FORBIDDEN,
+            detail="Not authorized to view/modify this systematic review",
+        )
 
     screening = sr.get("screening_db") if isinstance(sr, dict) else None
     if require_screening:
         if not screening:
-            raise HTTPException(status_code=status.HTTP_404_NOT_FOUND, detail="No screening database configured for this systematic review")
-
+            raise HTTPException(
+                status_code=status.HTTP_404_NOT_FOUND,
+                detail="No screening database configured for this systematic review",
+            )
 
     return sr, screening
diff --git a/backend/api/core/config.py b/backend/api/core/config.py
index 1e710ad5..1aa5c2f2 100644
--- a/backend/api/core/config.py
+++ b/backend/api/core/config.py
@@ -96,17 +96,25 @@ def convert_max_file_size(cls, v):
     # Background jobs (Procrastinate)
     # ---------------------------------------------------------------------
     # Enable Procrastinate-backed background jobs (required for /api/jobs/*)
-    ENABLE_PROCRASTINATE: bool = os.getenv("ENABLE_PROCRASTINATE", "false").lower().strip() == "true"
+    ENABLE_PROCRASTINATE: bool = (
+        os.getenv("ENABLE_PROCRASTINATE", "false").lower().strip() == "true"
+    )
 
     # Embedded worker loop (dev-friendly). Keep this OFF by default.
-    ENABLE_PROCRASTINATE_WORKER: bool = os.getenv("ENABLE_PROCRASTINATE_WORKER", "false").lower().strip() == "true"
+    ENABLE_PROCRASTINATE_WORKER: bool = (
+        os.getenv("ENABLE_PROCRASTINATE_WORKER", "false").lower().strip() == "true"
+    )
 
     # Worker concurrency (only used when ENABLE_PROCRASTINATE_WORKER=true)
-    PROCRASTINATE_WORKER_CONCURRENCY: int = int(os.getenv("PROCRASTINATE_WORKER_CONCURRENCY", "1"))
+    PROCRASTINATE_WORKER_CONCURRENCY: int = int(
+        os.getenv("PROCRASTINATE_WORKER_CONCURRENCY", "1")
+    )
 
     # Optional dev cleanup: clear out leftover queued/doing tasks on API startup.
     # IMPORTANT: default is true if the env var is absent.
-    PROCRASTINATE_CLEAR_ON_START: bool = os.getenv("PROCRASTINATE_CLEAR_ON_START", "true").lower().strip() == "true"
+    PROCRASTINATE_CLEAR_ON_START: bool = (
+        os.getenv("PROCRASTINATE_CLEAR_ON_START", "true").lower().strip() == "true"
+    )
 
     # Run-All job chunk size: citations per Procrastinate chunk task.
     # Larger values reduce overhead but can reduce fairness/responsiveness.
@@ -123,7 +131,9 @@ def convert_max_file_size(cls, v):
     # -------------------------------------------------------------------------
     # Select primary Postgres mode.
     # docker/local use password auth; azure uses Entra token auth.
-    POSTGRES_MODE: str = os.getenv("POSTGRES_MODE", "docker").lower().strip()  # docker|local|azure
+    POSTGRES_MODE: str = (
+        os.getenv("POSTGRES_MODE", "docker").lower().strip()
+    )  # docker|local|azure
 
     # Canonical Postgres connection settings (single profile; values vary by environment)
     POSTGRES_HOST: Optional[str] = os.getenv("POSTGRES_HOST")
@@ -153,7 +163,9 @@ def postgres_profile(self, mode: Optional[str] = None) -> dict:
             raise ValueError("POSTGRES_MODE must be one of: docker, local, azure")
 
         # Provide sensible defaults for host depending on mode.
-        default_host = "pgdb-service" if m == "docker" else "localhost" if m == "local" else None
+        default_host = (
+            "pgdb-service" if m == "docker" else "localhost" if m == "local" else None
+        )
 
         prof = {
             "mode": m,
@@ -179,7 +191,7 @@ def has_local_fallback(self) -> bool:
     JOB_ID_PUBMED: str = os.getenv("JOB_ID_PUBMED", "")
     JOB_ID_SCOPUS: str = os.getenv("JOB_ID_SCOPUS", "")
 
-    #search function 
+    # search function
     ENTREZ_EMAIL: str = os.getenv("ENTREZ_EMAIL")
     ENTREZ_API_KEY: str = os.getenv("ENTREZ_API_KEY")
 
diff --git a/backend/api/core/security.py b/backend/api/core/security.py
index 19e38e20..cf3245c8 100644
--- a/backend/api/core/security.py
+++ b/backend/api/core/security.py
@@ -90,7 +90,9 @@ async def update_user(user_id: str, user_in: UserUpdate) -> Optional[UserRead]:
     return UserRead.model_validate(updated_user_data)
 
 
-async def authenticate_user(email: str, password: str, sso: bool = False) -> Optional[Dict[str, Any]]:
+async def authenticate_user(
+    email: str, password: str, sso: bool = False
+) -> Optional[Dict[str, Any]]:
     """Authenticate a user"""
     email = email.lower()
     if not user_db_service:
diff --git a/backend/api/database_search/router.py b/backend/api/database_search/router.py
index a5b4e79f..9daf1671 100644
--- a/backend/api/database_search/router.py
+++ b/backend/api/database_search/router.py
@@ -4,8 +4,12 @@
 from pydantic import BaseModel, Field
 from ..core.security import get_current_active_user
 from ..core.config import settings
-from ..services.citation_search.pubmed_citation_collection import PubMedCitationCollector
-from ..services.citation_search.europePMC_citation_collection import EuropePMCCitationCollector
+from ..services.citation_search.pubmed_citation_collection import (
+    PubMedCitationCollector,
+)
+from ..services.citation_search.europePMC_citation_collection import (
+    EuropePMCCitationCollector,
+)
 from ..services.citation_search.scopus_citation_collection import ScopusDataProcessor
 
 import logging
@@ -18,12 +22,13 @@
 
 import datetime
 
+
 def azure_client(container_name: str):
     connection_string = settings.AZURE_STORAGE_CONNECTION_STRING
     blob_service_client = BlobServiceClient.from_connection_string(connection_string)
     blob_client = blob_service_client.get_container_client(container_name)
     return blob_client
-     
+
 
 def read_blob_to_df(blob_name: str, container_name: str) -> pd.DataFrame:
     """Read a blob (Parquet or CSV) into a pandas DataFrame."""
@@ -36,32 +41,40 @@ def read_blob_to_df(blob_name: str, container_name: str) -> pd.DataFrame:
 def write_df_to_blob(df: pd.DataFrame, blob_name: str, container_name: str):
     """Write a pandas DataFrame to blob as Parquet."""
     buffer = BytesIO()
-    df.to_csv(buffer, index=False, encoding='utf-8')
+    df.to_csv(buffer, index=False, encoding="utf-8")
     buffer.seek(0)
     blob_client = azure_client(container_name).get_blob_client(blob_name)
     blob_client.upload_blob(buffer, overwrite=True)
 
+
 router = APIRouter()
 
+
 class SearchRequest(BaseModel):
     database: str = Field(..., description="database selected for search")
-    search_term: Optional[str] = Field("", description="search string for database search")
+    search_term: Optional[str] = Field(
+        "", description="search string for database search"
+    )
 
 
 @router.post("/{sr_id}/search")
 async def database_search(
-    sr_id: str, payload: SearchRequest, current_user: Dict[str, Any] = Depends(get_current_active_user), 
+    sr_id: str,
+    payload: SearchRequest,
+    current_user: Dict[str, Any] = Depends(get_current_active_user),
 ):
-    
+
     MAX_ARTICLES = 1000
     MINDATE = None
     MAXDATE = None
     database = payload.database
     SEARCH_TERM = payload.search_term
 
-    if not SEARCH_TERM :
+    if not SEARCH_TERM:
         SEARCH_TERM = '(("epidemiological parameters"[Title/Abstract] OR "incidence"[MeSH Terms]))'
-    logging.info(f"{database} search function started at {datetime.datetime.now()}", )
+    logging.info(
+        f"{database} search function started at {datetime.datetime.now()}",
+    )
 
     if database == "Pubmed":
         collector = PubMedCitationCollector()
@@ -71,7 +84,7 @@ async def database_search(
                 search_term=SEARCH_TERM,
                 mindate=MINDATE,
                 maxdate=MAXDATE,
-                max_articles=MAX_ARTICLES
+                max_articles=MAX_ARTICLES,
             )
         except Exception as e:
             logging.error(f"Error collecting citations: {str(e)}")
@@ -81,58 +94,74 @@ async def database_search(
     elif database == "EuropePMC":
         collector = EuropePMCCitationCollector()
 
-        try: 
-            citations = collector.collect_citations(search_term = SEARCH_TERM, max_articles=MAX_ARTICLES)
+        try:
+            citations = collector.collect_citations(
+                search_term=SEARCH_TERM, max_articles=MAX_ARTICLES
+            )
         except Exception as e:
             logging.error(f"Error collecting citations: {str(e)}")
             raise HTTPException(status_code=500, detail="Failed to collect citations")
         content = pd.DataFrame(citations)
     elif database == "Scopus":
-        
-        
-        SCOPUS_API_KEY = settings.SCOPUS_API_KEY or None #currently don't have
+
+        SCOPUS_API_KEY = settings.SCOPUS_API_KEY or None  # currently don't have
 
         API_URL = settings.SCOPUS_API_URL
 
         if not SCOPUS_API_KEY or not API_URL:
-            logging.error("Missing SCOPUS_API_KEY or SCOPUS_BASE_URL in environment settings.")
-            raise HTTPException(status_code=500, detail="Missing SCOPUS_API_KEY or SCOPUS_BASE_URL")
+            logging.error(
+                "Missing SCOPUS_API_KEY or SCOPUS_BASE_URL in environment settings."
+            )
+            raise HTTPException(
+                status_code=500, detail="Missing SCOPUS_API_KEY or SCOPUS_BASE_URL"
+            )
 
         processor = ScopusDataProcessor(SCOPUS_API_KEY, API_URL)
         processor.consume_api(SEARCH_TERM, delay=15)
         content = pd.DataFrame.from_dict(processor.data)
 
-
     blob_name = f"{database}-{datetime.datetime.now().strftime('%Y-%m-%d')}.csv"
     container_name = f"citation-data/bronze-data/{database}/archive"
     try:
         write_df_to_blob(content, blob_name, container_name)
         logging.info(f"Uploaded blob '{blob_name}' to container '{container_name}'")
     except AzureError as e:
-        logging.error(f"Azure Blob Storage error: {e.message if hasattr(e, 'message') else str(e)}")
+        logging.error(
+            f"Azure Blob Storage error: {e.message if hasattr(e, 'message') else str(e)}"
+        )
         raise HTTPException(status_code=500, detail="Failed to write to Azure Blob")
     except Exception as ex:
         logging.error(f"Unexpected error: {str(ex)}")
-        raise HTTPException(status_code=500, detail="Unexpected error while writing to blob")
+        raise HTTPException(
+            status_code=500, detail="Unexpected error while writing to blob"
+        )
 
     try:
-        all_citations_df = read_blob_to_df(f"{database}-all-citations.csv", f"citation-data/bronze-data/{database}")
+        all_citations_df = read_blob_to_df(
+            f"{database}-all-citations.csv", f"citation-data/bronze-data/{database}"
+        )
     except Exception:
-        all_citations_df = content.iloc[0:0].copy() 
+        all_citations_df = content.iloc[0:0].copy()
 
-    new_all_citations = (
-        pd.concat([all_citations_df, content], ignore_index=True)
-        .drop_duplicates(subset="pmid", keep="first")
-    )
+    new_all_citations = pd.concat(
+        [all_citations_df, content], ignore_index=True
+    ).drop_duplicates(subset="pmid", keep="first")
     new_citations = content[~content["pmid"].isin(all_citations_df["pmid"])]
 
     if new_citations.empty:
-        logging.info('No new citations on %s', datetime.datetime.now())
+        logging.info("No new citations on %s", datetime.datetime.now())
         return {"message": "No new citations", "new_count": 0}
 
-    logging.info('New citations found: %s', len(new_citations))
+    logging.info("New citations found: %s", len(new_citations))
 
-    write_df_to_blob(new_all_citations, f"{database}-all-citations.csv", f"citation-data/bronze-data/{database}")
+    write_df_to_blob(
+        new_all_citations,
+        f"{database}-all-citations.csv",
+        f"citation-data/bronze-data/{database}",
+    )
     write_df_to_blob(new_citations, blob_name, "citation-deduplicate/to-process")
 
-    return {"message": f"{database} collection completed", "new_citations_count": len(new_citations)}
\ No newline at end of file
+    return {
+        "message": f"{database} collection completed",
+        "new_citations_count": len(new_citations),
+    }
diff --git a/backend/api/extract/router.py b/backend/api/extract/router.py
index 7e305fc0..3cb968d4 100644
--- a/backend/api/extract/router.py
+++ b/backend/api/extract/router.py
@@ -33,40 +33,55 @@
 # Import consolidated Postgres helpers if available (optional)
 from ..services.cit_db_service import cits_dp_service, snake_case_param
 
-
-
 router = APIRouter()
 
 
 class ParameterExtractRequest(BaseModel):
     fulltext: Optional[str] = Field(
         None,
-        description="Full text with numbered sentences (e.g. '[0] First sentence\\n[1] Second sentence'). If omitted the endpoint will try to read fulltext_url from the screening DB row."
+        description="Full text with numbered sentences (e.g. '[0] First sentence\\n[1] Second sentence'). If omitted the endpoint will try to read fulltext_url from the screening DB row.",
+    )
+    parameter_name: str = Field(
+        ..., description="Short name for the parameter (used as column name slug)"
+    )
+    parameter_description: str = Field(
+        ..., description="Human-friendly description of what to extract"
     )
-    parameter_name: str = Field(..., description="Short name for the parameter (used as column name slug)")
-    parameter_description: str = Field(..., description="Human-friendly description of what to extract")
     model: Optional[str] = Field(None, description="Model to use")
     temperature: Optional[float] = Field(0.0, ge=0.0, le=1.0)
     max_tokens: Optional[int] = Field(512, ge=1, le=4000)
 
     # Optional artifacts context (if omitted, server will read from citation row when available)
-    tables: Optional[str] = Field(None, description="Optional numbered tables text (markdown).")
-    figures: Optional[str] = Field(None, description="Optional numbered figure captions text.")
-    attach_figures: Optional[bool] = Field(True, description="If true, attach figure images to the LLM request when available")
-
-
+    tables: Optional[str] = Field(
+        None, description="Optional numbered tables text (markdown)."
+    )
+    figures: Optional[str] = Field(
+        None, description="Optional numbered figure captions text."
+    )
+    attach_figures: Optional[bool] = Field(
+        True,
+        description="If true, attach figure images to the LLM request when available",
+    )
 
 
 class HumanParameterRequest(BaseModel):
     fulltext: Optional[str] = Field(
         None,
-        description="Optional numbered full text. If omitted the server will try to read fulltext_url from the screening DB row."
+        description="Optional numbered full text. If omitted the server will try to read fulltext_url from the screening DB row.",
+    )
+    parameter_name: str = Field(
+        ..., description="Short name for the parameter (used as column name slug)"
     )
-    parameter_name: str = Field(..., description="Short name for the parameter (used as column name slug)")
     found: bool = Field(..., description="Whether the parameter was found (boolean)")
-    value: Optional[str] = Field(None, description="Human-provided value (string) or null")
-    explanation: Optional[str] = Field("", description="Optional explanation from the human reviewer")
-    evidence_sentences: Optional[List[int]] = Field(None, description="Optional list of evidence sentence indices")
+    value: Optional[str] = Field(
+        None, description="Human-provided value (string) or null"
+    )
+    explanation: Optional[str] = Field(
+        "", description="Optional explanation from the human reviewer"
+    )
+    evidence_sentences: Optional[List[int]] = Field(
+        None, description="Optional list of evidence sentence indices"
+    )
     reviewer: Optional[str] = Field(None, description="Optional reviewer id or name")
 
 
@@ -98,7 +113,10 @@ async def extract_parameter_endpoint(
     except HTTPException:
         raise
     except Exception as e:
-        raise HTTPException(status_code=status.HTTP_500_INTERNAL_SERVER_ERROR, detail=f"Failed to load systematic review or screening: {e}")
+        raise HTTPException(
+            status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
+            detail=f"Failed to load systematic review or screening: {e}",
+        )
 
     table_name = (screening or {}).get("table_name") or "citations"
 
@@ -107,18 +125,30 @@ async def extract_parameter_endpoint(
     row = None
     if not fulltext:
         try:
-            row = await run_in_threadpool(cits_dp_service.get_citation_by_id, int(citation_id), table_name)
+            row = await run_in_threadpool(
+                cits_dp_service.get_citation_by_id, int(citation_id), table_name
+            )
         except RuntimeError as rexc:
-            raise HTTPException(status_code=status.HTTP_503_SERVICE_UNAVAILABLE, detail=str(rexc))
+            raise HTTPException(
+                status_code=status.HTTP_503_SERVICE_UNAVAILABLE, detail=str(rexc)
+            )
         except Exception as e:
-            raise HTTPException(status_code=status.HTTP_500_INTERNAL_SERVER_ERROR, detail=f"Failed to query screening DB: {e}")
+            raise HTTPException(
+                status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
+                detail=f"Failed to query screening DB: {e}",
+            )
 
         if not row:
-            raise HTTPException(status_code=status.HTTP_404_NOT_FOUND, detail="Citation not found")
+            raise HTTPException(
+                status_code=status.HTTP_404_NOT_FOUND, detail="Citation not found"
+            )
 
         fulltext = row.get("fulltext") if "fulltext" in row else None
         if not fulltext:
-            raise HTTPException(status_code=status.HTTP_400_BAD_REQUEST, detail="Full text not provided and not available for this citation")
+            raise HTTPException(
+                status_code=status.HTTP_400_BAD_REQUEST,
+                detail="Full text not provided and not available for this citation",
+            )
 
     # Build tables/figures context: prefer payload fields, else fetch from DB row (if loaded)
     tables_text = payload.tables
@@ -127,7 +157,9 @@ async def extract_parameter_endpoint(
 
     if (tables_text is None or figures_text is None) and row is None:
         try:
-            row = await run_in_threadpool(cits_dp_service.get_citation_by_id, int(citation_id), table_name)
+            row = await run_in_threadpool(
+                cits_dp_service.get_citation_by_id, int(citation_id), table_name
+            )
         except Exception:
             row = None
 
@@ -153,7 +185,9 @@ async def extract_parameter_endpoint(
                     try:
                         md_bytes, _ = await storage_service.get_bytes_by_path(blob_addr)
                         md_txt = md_bytes.decode("utf-8", errors="replace")
-                        header = f"Table [T{idx}]" + (f" caption: {caption}" if caption else "")
+                        header = f"Table [T{idx}]" + (
+                            f" caption: {caption}" if caption else ""
+                        )
                         tables_md_lines.extend([header, md_txt, ""])
                     except Exception:
                         continue
@@ -182,7 +216,9 @@ async def extract_parameter_endpoint(
                     )
                     if payload.attach_figures:
                         try:
-                            img_bytes, _ = await storage_service.get_bytes_by_path(blob_addr)
+                            img_bytes, _ = await storage_service.get_bytes_by_path(
+                                blob_addr
+                            )
                             if img_bytes:
                                 images.append((img_bytes, "image/png"))
                         except Exception:
@@ -202,7 +238,10 @@ async def extract_parameter_endpoint(
     )
 
     if not azure_openai_client.is_configured():
-        raise HTTPException(status_code=status.HTTP_503_SERVICE_UNAVAILABLE, detail="Azure OpenAI client is not configured on the server")
+        raise HTTPException(
+            status_code=status.HTTP_503_SERVICE_UNAVAILABLE,
+            detail="Azure OpenAI client is not configured on the server",
+        )
 
     try:
         if images:
@@ -223,7 +262,10 @@ async def extract_parameter_endpoint(
                 temperature=payload.temperature or 0.0,
             )
     except Exception as e:
-        raise HTTPException(status_code=status.HTTP_500_INTERNAL_SERVER_ERROR, detail=f"LLM call failed: {e}")
+        raise HTTPException(
+            status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
+            detail=f"LLM call failed: {e}",
+        )
 
     # Parse JSON with robustness: tolerate code fences or preamble text
     def _extract_json_object(text: str) -> Optional[str]:
@@ -244,7 +286,7 @@ def _extract_json_object(text: str) -> Optional[str]:
             elif ch == "}":
                 depth -= 1
                 if depth == 0:
-                    return t[start:i+1]
+                    return t[start : i + 1]
         return None
 
     parsed = None
@@ -258,10 +300,16 @@ def _extract_json_object(text: str) -> Optional[str]:
             except Exception:
                 parsed = None
         if parsed is None:
-            raise HTTPException(status_code=status.HTTP_502_BAD_GATEWAY, detail=f"LLM response was not valid JSON: {llm_response[:1000]}")
+            raise HTTPException(
+                status_code=status.HTTP_502_BAD_GATEWAY,
+                detail=f"LLM response was not valid JSON: {llm_response[:1000]}",
+            )
 
     if not isinstance(parsed, dict):
-        raise HTTPException(status_code=status.HTTP_502_BAD_GATEWAY, detail="LLM response JSON was not an object")
+        raise HTTPException(
+            status_code=status.HTTP_502_BAD_GATEWAY,
+            detail="LLM response JSON was not an object",
+        )
 
     # Normalize and validate keys and types (tolerate minor deviations)
     found_raw = parsed.get("found", None)
@@ -272,7 +320,10 @@ def _extract_json_object(text: str) -> Optional[str]:
     elif isinstance(found_raw, (int, float)):
         found_val = bool(found_raw)
     else:
-        raise HTTPException(status_code=status.HTTP_502_BAD_GATEWAY, detail="LLM JSON missing or invalid 'found' key")
+        raise HTTPException(
+            status_code=status.HTTP_502_BAD_GATEWAY,
+            detail="LLM JSON missing or invalid 'found' key",
+        )
 
     # value may be string or null; coerce common primitives to string
     val = parsed.get("value")
@@ -283,7 +334,10 @@ def _extract_json_object(text: str) -> Optional[str]:
             try:
                 val = str(val)
             except Exception:
-                raise HTTPException(status_code=status.HTTP_502_BAD_GATEWAY, detail="'value' must be a string or null")
+                raise HTTPException(
+                    status_code=status.HTTP_502_BAD_GATEWAY,
+                    detail="'value' must be a string or null",
+                )
 
     explanation = parsed.get("explanation") or ""
     if not isinstance(explanation, str):
@@ -307,7 +361,10 @@ def _extract_json_object(text: str) -> Optional[str]:
                 # skip unsupported types
                 continue
     else:
-        raise HTTPException(status_code=status.HTTP_502_BAD_GATEWAY, detail="'evidence_sentences' must be a list")
+        raise HTTPException(
+            status_code=status.HTTP_502_BAD_GATEWAY,
+            detail="'evidence_sentences' must be a list",
+        )
 
     # Normalize evidence tables/figures
     def _norm_int_list(v: Any) -> List[int]:
@@ -351,14 +408,27 @@ def _norm_int_list(v: Any) -> List[int]:
     col_name = snake_case_param(payload.parameter_name)
 
     try:
-        updated = await run_in_threadpool(cits_dp_service.update_jsonb_column, citation_id, col_name, stored, table_name)
+        updated = await run_in_threadpool(
+            cits_dp_service.update_jsonb_column,
+            citation_id,
+            col_name,
+            stored,
+            table_name,
+        )
     except RuntimeError as rexc:
-        raise HTTPException(status_code=status.HTTP_503_SERVICE_UNAVAILABLE, detail=str(rexc))
+        raise HTTPException(
+            status_code=status.HTTP_503_SERVICE_UNAVAILABLE, detail=str(rexc)
+        )
     except Exception as e:
-        raise HTTPException(status_code=status.HTTP_500_INTERNAL_SERVER_ERROR, detail=f"Failed to update citation row: {e}")
+        raise HTTPException(
+            status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
+            detail=f"Failed to update citation row: {e}",
+        )
 
     if not updated:
-        raise HTTPException(status_code=status.HTTP_404_NOT_FOUND, detail="Citation not found to update")
+        raise HTTPException(
+            status_code=status.HTTP_404_NOT_FOUND, detail="Citation not found to update"
+        )
 
     # Auto-fill human_param_* from llm_param_* if missing (never overwrite)
     try:
@@ -380,7 +450,13 @@ def _norm_int_list(v: Any) -> List[int]:
     except Exception:
         pass
 
-    return {"status": "success", "sr_id": sr_id, "citation_id": citation_id, "column": col_name, "extraction": stored}
+    return {
+        "status": "success",
+        "sr_id": sr_id,
+        "citation_id": citation_id,
+        "column": col_name,
+        "extraction": stored,
+    }
 
 
 @router.post("/{sr_id}/citations/{citation_id}/human-extract-parameter")
@@ -403,20 +479,32 @@ async def human_extract_parameter(
     except HTTPException:
         raise
     except Exception as e:
-        raise HTTPException(status_code=status.HTTP_500_INTERNAL_SERVER_ERROR, detail=f"Failed to load systematic review or screening: {e}")
+        raise HTTPException(
+            status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
+            detail=f"Failed to load systematic review or screening: {e}",
+        )
 
     table_name = (screening or {}).get("table_name") or "citations"
 
     # Ensure citation exists (we won't require full_text for human input but check row presence)
     try:
-        row = await run_in_threadpool(cits_dp_service.get_citation_by_id, int(citation_id), table_name)
+        row = await run_in_threadpool(
+            cits_dp_service.get_citation_by_id, int(citation_id), table_name
+        )
     except RuntimeError as rexc:
-        raise HTTPException(status_code=status.HTTP_503_SERVICE_UNAVAILABLE, detail=str(rexc))
+        raise HTTPException(
+            status_code=status.HTTP_503_SERVICE_UNAVAILABLE, detail=str(rexc)
+        )
     except Exception as e:
-        raise HTTPException(status_code=status.HTTP_500_INTERNAL_SERVER_ERROR, detail=f"Failed to query screening DB: {e}")
+        raise HTTPException(
+            status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
+            detail=f"Failed to query screening DB: {e}",
+        )
 
     if not row:
-        raise HTTPException(status_code=status.HTTP_404_NOT_FOUND, detail="Citation not found")
+        raise HTTPException(
+            status_code=status.HTTP_404_NOT_FOUND, detail="Citation not found"
+        )
 
     # Normalize value
     val = payload.value
@@ -424,12 +512,18 @@ async def human_extract_parameter(
         try:
             val = str(val)
         except Exception:
-            raise HTTPException(status_code=status.HTTP_400_BAD_REQUEST, detail="'value' must be a string or null")
+            raise HTTPException(
+                status_code=status.HTTP_400_BAD_REQUEST,
+                detail="'value' must be a string or null",
+            )
 
     # Normalize evidence_sentences
     evidence = payload.evidence_sentences or []
     if not isinstance(evidence, list) or not all(isinstance(i, int) for i in evidence):
-        raise HTTPException(status_code=status.HTTP_400_BAD_REQUEST, detail="'evidence_sentences' must be a list of integers")
+        raise HTTPException(
+            status_code=status.HTTP_400_BAD_REQUEST,
+            detail="'evidence_sentences' must be a list of integers",
+        )
 
     explanation = payload.explanation or ""
     if not isinstance(explanation, str):
@@ -458,22 +552,42 @@ async def human_extract_parameter(
         # fallback core name
         try:
             from ..services.cit_db_service import snake_case as _snake_case
+
             core = _snake_case(payload.parameter_name) if _snake_case else ""
         except Exception:
             core = ""
         col_name = f"human_param_{core}" if core else "human_param_param"
 
     try:
-        updated = await run_in_threadpool(cits_dp_service.update_jsonb_column, citation_id, col_name, stored, table_name)
+        updated = await run_in_threadpool(
+            cits_dp_service.update_jsonb_column,
+            citation_id,
+            col_name,
+            stored,
+            table_name,
+        )
     except RuntimeError as rexc:
-        raise HTTPException(status_code=status.HTTP_503_SERVICE_UNAVAILABLE, detail=str(rexc))
+        raise HTTPException(
+            status_code=status.HTTP_503_SERVICE_UNAVAILABLE, detail=str(rexc)
+        )
     except Exception as e:
-        raise HTTPException(status_code=status.HTTP_500_INTERNAL_SERVER_ERROR, detail=f"Failed to update citation row: {e}")
+        raise HTTPException(
+            status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
+            detail=f"Failed to update citation row: {e}",
+        )
 
     if not updated:
-        raise HTTPException(status_code=status.HTTP_404_NOT_FOUND, detail="Citation not found to update")
+        raise HTTPException(
+            status_code=status.HTTP_404_NOT_FOUND, detail="Citation not found to update"
+        )
 
-    return {"status": "success", "sr_id": sr_id, "citation_id": citation_id, "column": col_name, "extraction": stored}
+    return {
+        "status": "success",
+        "sr_id": sr_id,
+        "citation_id": citation_id,
+        "column": col_name,
+        "extraction": stored,
+    }
 
 
 @router.post("/{sr_id}/citations/{citation_id}/extract-fulltext")
@@ -493,34 +607,58 @@ async def extract_fulltext_from_storage(
     except HTTPException:
         raise
     except Exception as e:
-        raise HTTPException(status_code=status.HTTP_500_INTERNAL_SERVER_ERROR, detail=f"Failed to load systematic review or screening: {e}")
+        raise HTTPException(
+            status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
+            detail=f"Failed to load systematic review or screening: {e}",
+        )
 
     table_name = (screening or {}).get("table_name") or "citations"
 
     # fetch citation row
     try:
-        row = await run_in_threadpool(cits_dp_service.get_citation_by_id, int(citation_id), table_name)
+        row = await run_in_threadpool(
+            cits_dp_service.get_citation_by_id, int(citation_id), table_name
+        )
     except RuntimeError as rexc:
-        raise HTTPException(status_code=status.HTTP_503_SERVICE_UNAVAILABLE, detail=str(rexc))
+        raise HTTPException(
+            status_code=status.HTTP_503_SERVICE_UNAVAILABLE, detail=str(rexc)
+        )
     except Exception as e:
-        raise HTTPException(status_code=status.HTTP_500_INTERNAL_SERVER_ERROR, detail=f"Failed to query screening DB: {e}")
+        raise HTTPException(
+            status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
+            detail=f"Failed to query screening DB: {e}",
+        )
 
     if not row:
-        raise HTTPException(status_code=status.HTTP_404_NOT_FOUND, detail="Citation not found")
+        raise HTTPException(
+            status_code=status.HTTP_404_NOT_FOUND, detail="Citation not found"
+        )
 
     # Determine storage path for the citation PDF
     storage_path = row.get("fulltext_url")
     if not storage_path:
-        raise HTTPException(status_code=status.HTTP_404_NOT_FOUND, detail="No fulltext storage path found on citation row")
+        raise HTTPException(
+            status_code=status.HTTP_404_NOT_FOUND,
+            detail="No fulltext storage path found on citation row",
+        )
 
     try:
         content, _filename = await storage_service.get_bytes_by_path(storage_path)
     except FileNotFoundError:
-        raise HTTPException(status_code=status.HTTP_404_NOT_FOUND, detail="Fulltext file not found in storage")
+        raise HTTPException(
+            status_code=status.HTTP_404_NOT_FOUND,
+            detail="Fulltext file not found in storage",
+        )
     except ValueError:
-        raise HTTPException(status_code=status.HTTP_400_BAD_REQUEST, detail="Unrecognized storage path format")
+        raise HTTPException(
+            status_code=status.HTTP_400_BAD_REQUEST,
+            detail="Unrecognized storage path format",
+        )
     except Exception as e:
-        raise HTTPException(status_code=status.HTTP_500_INTERNAL_SERVER_ERROR, detail=f"Failed to download from storage: {e}")
+        raise HTTPException(
+            status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
+            detail=f"Failed to download from storage: {e}",
+        )
 
     # If the citation row already contains an extracted full text in the "fulltext" column,
     # only use it if the stored md5 matches the pdf we just downloaded.
@@ -555,8 +693,15 @@ async def _run_grobid():
 
         async def _run_docint():
             if not azure_docint_client or not azure_docint_client.is_available():
-                return {"success": False, "error": "Azure DI not configured", "figures": [], "tables": []}
-            return await azure_docint_client.extract_citation_artifacts(tmp.name, source_type="file")
+                return {
+                    "success": False,
+                    "error": "Azure DI not configured",
+                    "figures": [],
+                    "tables": [],
+                }
+            return await azure_docint_client.extract_citation_artifacts(
+                tmp.name, source_type="file"
+            )
 
         try:
             (coords, pages), docint_res = await asyncio.gather(
@@ -564,7 +709,10 @@ async def _run_docint():
                 _run_docint(),
             )
         except Exception as e:
-            raise HTTPException(status_code=status.HTTP_500_INTERNAL_SERVER_ERROR, detail=f"Fulltext processing failed: {e}")
+            raise HTTPException(
+                status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
+                detail=f"Fulltext processing failed: {e}",
+            )
 
         # filter sentence annotations
         annotations = [a for a in coords if a.get("type") == "s" and a.get("text")]
@@ -579,7 +727,11 @@ async def _run_docint():
         artifact_coords: List[Dict[str, Any]] = []
 
         try:
-            if docint_res and isinstance(docint_res, dict) and docint_res.get("success"):
+            if (
+                docint_res
+                and isinstance(docint_res, dict)
+                and docint_res.get("success")
+            ):
                 pages_meta = docint_res.get("pages") or []
                 # Determine artifact base path from the fulltext_url directory
                 # storage_path is "container/blob".
@@ -589,7 +741,7 @@ async def _run_docint():
                 artifacts_prefix = artifacts_prefix.replace("//", "/").rstrip("/")
 
                 # Figures: write png
-                for fig in (docint_res.get("figures") or []):
+                for fig in docint_res.get("figures") or []:
                     try:
                         idx = int(fig.get("index"))
                     except Exception:
@@ -634,7 +786,7 @@ async def _run_docint():
                         )
 
                 # Tables: write markdown (.md)
-                for tbl in (docint_res.get("tables") or []):
+                for tbl in docint_res.get("tables") or []:
                     try:
                         idx = int(tbl.get("index"))
                     except Exception:
@@ -687,20 +839,63 @@ async def _run_docint():
     # persist full_text_str and coordinates/pages into citation row
     try:
         coords_for_overlay = list(annotations) + list(artifact_coords)
-        updated1 = await run_in_threadpool(cits_dp_service.update_text_column, citation_id, "fulltext", full_text_str, table_name)
-        updated2 = await run_in_threadpool(cits_dp_service.update_text_column, citation_id, "fulltext_md5", current_md5, table_name)
-        updated3 = await run_in_threadpool(cits_dp_service.update_jsonb_column, citation_id, "fulltext_coords", coords_for_overlay, table_name)
-        updated4 = await run_in_threadpool(cits_dp_service.update_jsonb_column, citation_id, "fulltext_pages", pages, table_name)
-        updated5 = await run_in_threadpool(cits_dp_service.update_jsonb_column, citation_id, "fulltext_figures", fulltext_figures, table_name)
-        updated6 = await run_in_threadpool(cits_dp_service.update_jsonb_column, citation_id, "fulltext_tables", fulltext_tables, table_name)
+        updated1 = await run_in_threadpool(
+            cits_dp_service.update_text_column,
+            citation_id,
+            "fulltext",
+            full_text_str,
+            table_name,
+        )
+        updated2 = await run_in_threadpool(
+            cits_dp_service.update_text_column,
+            citation_id,
+            "fulltext_md5",
+            current_md5,
+            table_name,
+        )
+        updated3 = await run_in_threadpool(
+            cits_dp_service.update_jsonb_column,
+            citation_id,
+            "fulltext_coords",
+            coords_for_overlay,
+            table_name,
+        )
+        updated4 = await run_in_threadpool(
+            cits_dp_service.update_jsonb_column,
+            citation_id,
+            "fulltext_pages",
+            pages,
+            table_name,
+        )
+        updated5 = await run_in_threadpool(
+            cits_dp_service.update_jsonb_column,
+            citation_id,
+            "fulltext_figures",
+            fulltext_figures,
+            table_name,
+        )
+        updated6 = await run_in_threadpool(
+            cits_dp_service.update_jsonb_column,
+            citation_id,
+            "fulltext_tables",
+            fulltext_tables,
+            table_name,
+        )
         updated = updated1 or updated2 or updated3 or updated4 or updated5 or updated6
     except RuntimeError as rexc:
-        raise HTTPException(status_code=status.HTTP_503_SERVICE_UNAVAILABLE, detail=str(rexc))
+        raise HTTPException(
+            status_code=status.HTTP_503_SERVICE_UNAVAILABLE, detail=str(rexc)
+        )
     except Exception as e:
-        raise HTTPException(status_code=status.HTTP_500_INTERNAL_SERVER_ERROR, detail=f"Failed to update citation row with full text: {e}")
+        raise HTTPException(
+            status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
+            detail=f"Failed to update citation row with full text: {e}",
+        )
 
     if not updated:
-        raise HTTPException(status_code=status.HTTP_404_NOT_FOUND, detail="Citation not found to update")
+        raise HTTPException(
+            status_code=status.HTTP_404_NOT_FOUND, detail="Citation not found to update"
+        )
 
     return {
         "status": "success",
diff --git a/backend/api/files/router.py b/backend/api/files/router.py
index 9e572103..49b35fcf 100644
--- a/backend/api/files/router.py
+++ b/backend/api/files/router.py
@@ -1,6 +1,7 @@
 """
 Files router for document management in CAN-SR.
 """
+
 from typing import List, Dict, Any, Optional
 import os
 import logging
@@ -28,6 +29,7 @@
 
 class DocumentUploadResponse(BaseModel):
     """Response model for document upload"""
+
     document_id: str
     filename: str
     file_size: int
@@ -37,6 +39,7 @@ class DocumentUploadResponse(BaseModel):
 
 class DocumentInfo(BaseModel):
     """Document information model"""
+
     document_id: str
     filename: str
     file_size: int
@@ -45,6 +48,7 @@ class DocumentInfo(BaseModel):
 
 class DocumentListResponse(BaseModel):
     """Response model for document list"""
+
     total_documents: int
     documents: List[DocumentInfo]
 
@@ -60,8 +64,7 @@ async def upload_document(
     try:
         if not file.filename:
             raise HTTPException(
-                status_code=status.HTTP_400_BAD_REQUEST,
-                detail="Filename is required"
+                status_code=status.HTTP_400_BAD_REQUEST, detail="Filename is required"
             )
 
         file_content = await file.read()
@@ -129,8 +132,7 @@ async def list_documents(
             document_infos.append(document_info)
 
         return DocumentListResponse(
-            total_documents=len(document_infos),
-            documents=document_infos
+            total_documents=len(document_infos), documents=document_infos
         )
 
     except HTTPException:
@@ -165,8 +167,7 @@ async def download_document(
 
         if not document:
             raise HTTPException(
-                status_code=status.HTTP_404_NOT_FOUND,
-                detail="Document not found"
+                status_code=status.HTTP_404_NOT_FOUND, detail="Document not found"
             )
 
         file_content = await storage_service.get_user_document(
@@ -222,9 +223,13 @@ async def download_by_path(
         try:
             signed_url = await storage_service.generate_signed_url(path)
         except ValueError:
-            raise HTTPException(status_code=status.HTTP_400_BAD_REQUEST, detail="Invalid storage path")
+            raise HTTPException(
+                status_code=status.HTTP_400_BAD_REQUEST, detail="Invalid storage path"
+            )
         except Exception as e:
-            logger.warning("Signed URL generation failed, falling back to streaming: %s", e)
+            logger.warning(
+                "Signed URL generation failed, falling back to streaming: %s", e
+            )
             signed_url = None
 
         if signed_url:
@@ -234,20 +239,26 @@ async def download_by_path(
         try:
             content, filename = await storage_service.get_bytes_by_path(path)
         except FileNotFoundError:
-            raise HTTPException(status_code=status.HTTP_404_NOT_FOUND, detail="File not found")
+            raise HTTPException(
+                status_code=status.HTTP_404_NOT_FOUND, detail="File not found"
+            )
         except ValueError:
-            raise HTTPException(status_code=status.HTTP_400_BAD_REQUEST, detail="Invalid storage path")
+            raise HTTPException(
+                status_code=status.HTTP_400_BAD_REQUEST, detail="Invalid storage path"
+            )
         except Exception as e:
-            raise HTTPException(status_code=status.HTTP_500_INTERNAL_SERVER_ERROR, detail=f"Failed to download: {e}")
+            raise HTTPException(
+                status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
+                detail=f"Failed to download: {e}",
+            )
+
         def gen():
             yield content
 
         return StreamingResponse(
             gen(),
             media_type="application/octet-stream",
-            headers={
-                "Content-Disposition": f"attachment; filename={filename}"
-            },
+            headers={"Content-Disposition": f"attachment; filename={filename}"},
         )
     except HTTPException:
         raise
@@ -281,8 +292,7 @@ async def delete_document(
 
         if not document:
             raise HTTPException(
-                status_code=status.HTTP_404_NOT_FOUND,
-                detail="Document not found"
+                status_code=status.HTTP_404_NOT_FOUND, detail="Document not found"
             )
 
         success = await storage_service.delete_user_document(
diff --git a/backend/api/jobs/procrastinate_app.py b/backend/api/jobs/procrastinate_app.py
index 932f9a44..39085b51 100644
--- a/backend/api/jobs/procrastinate_app.py
+++ b/backend/api/jobs/procrastinate_app.py
@@ -62,7 +62,9 @@ def workers_enabled() -> bool:
 
 def worker_concurrency() -> int:
     try:
-        return max(1, int(getattr(settings, "PROCRASTINATE_WORKER_CONCURRENCY", 1) or 1))
+        return max(
+            1, int(getattr(settings, "PROCRASTINATE_WORKER_CONCURRENCY", 1) or 1)
+        )
     except Exception:
         return 1
 
@@ -79,13 +81,11 @@ async def ensure_procrastinate_schema() -> None:
 
     async def _schema_installed() -> bool:
         try:
-            row = await PROCRASTINATE_APP.connector.execute_query_one_async(
-                """
+            row = await PROCRASTINATE_APP.connector.execute_query_one_async("""
                 SELECT
                   to_regclass('procrastinate_jobs') IS NOT NULL AS jobs_table,
                   EXISTS(SELECT 1 FROM pg_type WHERE typname = 'procrastinate_job_status') AS status_enum
-                """  # noqa: S608
-            )
+                """)  # noqa: S608
             return bool(row.get("jobs_table") and row.get("status_enum"))
         except Exception:
             return False
@@ -109,7 +109,14 @@ async def _schema_installed() -> bool:
             # If schema is already present (possibly created by a previous run),
             # treat duplicate-object errors as success.
             cause: BaseException | None = e.__cause__
-            if isinstance(cause, (psycopg.errors.DuplicateObject, psycopg.errors.DuplicateTable, psycopg.errors.DuplicateFunction)):
+            if isinstance(
+                cause,
+                (
+                    psycopg.errors.DuplicateObject,
+                    psycopg.errors.DuplicateTable,
+                    psycopg.errors.DuplicateFunction,
+                ),
+            ):
                 if await _schema_installed():
                     return
             raise
@@ -156,7 +163,9 @@ async def clear_pending_jobs(*, queues: Optional[list[str]] = None) -> int:
             await PROCRASTINATE_APP.close_async()
 
 
-async def cancel_enqueued_jobs_for_run_all(job_id: str, *, queues: Optional[list[str]] = None) -> int:
+async def cancel_enqueued_jobs_for_run_all(
+    job_id: str, *, queues: Optional[list[str]] = None
+) -> int:
     """Best-effort: delete enqueued (todo) Procrastinate jobs for a given run-all job_id.
 
     This makes Cancel feel more responsive by removing jobs that haven't started yet.
diff --git a/backend/api/jobs/router.py b/backend/api/jobs/router.py
index a49b8f6a..ec2224aa 100644
--- a/backend/api/jobs/router.py
+++ b/backend/api/jobs/router.py
@@ -13,7 +13,11 @@
 from ..services.azure_openai_client import azure_openai_client
 
 from .run_all_repo import run_all_repo
-from .procrastinate_app import cancel_enqueued_jobs_for_run_all, jobs_enabled, worker_concurrency
+from .procrastinate_app import (
+    cancel_enqueued_jobs_for_run_all,
+    jobs_enabled,
+    worker_concurrency,
+)
 
 # Import task objects so we can enqueue via Task.defer_async (Procrastinate 3.2.x)
 from .run_all_tasks import run_all_chunk, run_all_start
@@ -21,7 +25,6 @@
 # Import tasks so Procrastinate can discover them.
 from . import run_all_tasks  # noqa: F401
 
-
 router = APIRouter()
 
 
@@ -91,7 +94,9 @@ async def list_active_run_all(
     if not user_email:
         raise HTTPException(status_code=401, detail="Missing user identity")
 
-    srs = await run_in_threadpool(srdb_service.list_systematic_reviews_for_user, user_email)
+    srs = await run_in_threadpool(
+        srdb_service.list_systematic_reviews_for_user, user_email
+    )
     sr_ids = [str(sr.get("id")) for sr in (srs or []) if sr and sr.get("id")]
     if not sr_ids:
         return {"jobs": []}
@@ -99,7 +104,9 @@ async def list_active_run_all(
     jobs = await run_in_threadpool(run_all_repo.list_active_jobs_for_srs, sr_ids)
 
     # Attach SR name for nicer UI.
-    sr_name_map = {str(sr.get("id")): sr.get("name") for sr in (srs or []) if sr and sr.get("id")}
+    sr_name_map = {
+        str(sr.get("id")): sr.get("name") for sr in (srs or []) if sr and sr.get("id")
+    }
     for j in jobs:
         sid = str(j.get("sr_id"))
         if sid in sr_name_map:
@@ -122,7 +129,9 @@ async def start_run_all(
 
     step = (payload.step or "").lower().strip()
     if step not in {"l1", "l2", "extract"}:
-        raise HTTPException(status_code=400, detail="step must be one of: l1, l2, extract")
+        raise HTTPException(
+            status_code=400, detail="step must be one of: l1, l2, extract"
+        )
 
     # Authz: ensure user can access SR
     try:
@@ -189,7 +198,9 @@ async def start_run_all(
         # If another request won the race, the partial unique index on
         # (sr_id) WHERE status IN ('queued','running','paused') will throw.
         if _is_unique_violation(e):
-            existing = await run_in_threadpool(run_all_repo.get_active_job_for_sr, sr_id)
+            existing = await run_in_threadpool(
+                run_all_repo.get_active_job_for_sr, sr_id
+            )
             if existing:
                 return {
                     "job_id": existing.get("job_id"),
@@ -209,7 +220,9 @@ async def start_run_all(
             await run_in_threadpool(run_all_repo.set_status, job_id, "paused")
         else:
             await run_in_threadpool(run_all_repo.set_status, job_id, "running")
-        await run_in_threadpool(run_all_repo.update_phase, job_id, f"enqueued {len(sanitized_ids)}")
+        await run_in_threadpool(
+            run_all_repo.update_phase, job_id, f"enqueued {len(sanitized_ids)}"
+        )
 
         # Fair scheduling: persist chunks and only enqueue the *next* chunk.
         # This prevents one job from flooding the global queue.
@@ -228,7 +241,9 @@ async def start_run_all(
                 )
                 if next_chunk_id is None:
                     break
-                await run_all_chunk.defer_async(job_id=job_id, chunk_id=int(next_chunk_id))
+                await run_all_chunk.defer_async(
+                    job_id=job_id, chunk_id=int(next_chunk_id)
+                )
 
         # Helpful operator logging
         print(
@@ -348,7 +363,9 @@ async def run_all_dismiss(
 
     st = str(job.get("status") or "").lower()
     if st not in {"finished", "failed"}:
-        raise HTTPException(status_code=400, detail="Only finished/failed jobs can be dismissed")
+        raise HTTPException(
+            status_code=400, detail="Only finished/failed jobs can be dismissed"
+        )
 
     await run_in_threadpool(run_all_repo.set_status, job_id, "done")
     return {"status": "done", "job_id": job_id}
diff --git a/backend/api/jobs/run_all_repo.py b/backend/api/jobs/run_all_repo.py
index 650dc88a..dd873387 100644
--- a/backend/api/jobs/run_all_repo.py
+++ b/backend/api/jobs/run_all_repo.py
@@ -30,8 +30,7 @@ def ensure_tables(self) -> None:
         try:
             conn = postgres_server.conn
             cur = conn.cursor()
-            cur.execute(
-                """
+            cur.execute("""
                 CREATE TABLE IF NOT EXISTS run_all_jobs (
                     id UUID PRIMARY KEY,
                     sr_id TEXT NOT NULL,
@@ -50,15 +49,13 @@ def ensure_tables(self) -> None:
                     started_at TIMESTAMP WITH TIME ZONE,
                     finished_at TIMESTAMP WITH TIME ZONE
                 )
-                """
-            )
+                """)
 
             # Migration safety: older deployments may have allowed multiple active
             # jobs per SR. Creating the partial unique index would fail if such
             # duplicates exist. Before creating the index, we dedupe by keeping
             # the most recent active job per sr_id and canceling older ones.
-            cur.execute(
-                """
+            cur.execute("""
                 WITH ranked AS (
                     SELECT id,
                            sr_id,
@@ -76,22 +73,18 @@ def ensure_tables(self) -> None:
                 FROM ranked r
                 WHERE j.id = r.id
                   AND r.rn > 1
-                """
-            )
+                """)
 
             # Enforce: only one active run-all job per SR at a time.
             # Active statuses are queued/running/paused.
             # This is the critical concurrency guard (race-safe across users).
-            cur.execute(
-                """
+            cur.execute("""
                 CREATE UNIQUE INDEX IF NOT EXISTS run_all_jobs_one_active_per_sr
                 ON run_all_jobs (sr_id)
                 WHERE status IN ('queued', 'running', 'paused')
-                """
-            )
+                """)
             # Store only failures as requested
-            cur.execute(
-                """
+            cur.execute("""
                 CREATE TABLE IF NOT EXISTS run_all_job_errors (
                     id BIGSERIAL PRIMARY KEY,
                     job_id UUID NOT NULL REFERENCES run_all_jobs(id) ON DELETE CASCADE,
@@ -100,14 +93,12 @@ def ensure_tables(self) -> None:
                     error TEXT,
                     created_at TIMESTAMP WITH TIME ZONE DEFAULT now()
                 )
-                """
-            )
+                """)
 
             # Chunk scheduling table (fairness): store chunk definitions and status.
             # Each run-all job will only enqueue a small number of chunks at a time
             # (prefetch) so multiple run-all jobs can make progress concurrently.
-            cur.execute(
-                """
+            cur.execute("""
                 CREATE TABLE IF NOT EXISTS run_all_job_chunks (
                     id BIGSERIAL PRIMARY KEY,
                     job_id UUID NOT NULL REFERENCES run_all_jobs(id) ON DELETE CASCADE,
@@ -120,15 +111,12 @@ def ensure_tables(self) -> None:
                     finished_at TIMESTAMP WITH TIME ZONE,
                     UNIQUE(job_id, chunk_index)
                 )
-                """
-            )
+                """)
 
-            cur.execute(
-                """
+            cur.execute("""
                 CREATE INDEX IF NOT EXISTS run_all_job_chunks_lookup
                 ON run_all_job_chunks (job_id, status, chunk_index)
-                """
-            )
+                """)
             conn.commit()
         except Exception:
             _safe_rollback(conn)
@@ -211,7 +199,9 @@ def claim_next_todo_chunk(self, job_id: str, *, prefetch: int = 2) -> Optional[i
             # Serialize claims per job to avoid races where multiple workers
             # simultaneously observe the same doing-count and over-claim.
             # (Row-level locking on the parent job is cheap and safe.)
-            cur.execute("SELECT 1 FROM run_all_jobs WHERE id = %s FOR UPDATE", (job_id,))
+            cur.execute(
+                "SELECT 1 FROM run_all_jobs WHERE id = %s FOR UPDATE", (job_id,)
+            )
 
             # Enforce prefetch limit: claim a todo chunk only if currently
             # doing_count < pf.
@@ -325,13 +315,11 @@ def count_active_jobs(self) -> int:
         try:
             conn = postgres_server.conn
             cur = conn.cursor()
-            cur.execute(
-                """
+            cur.execute("""
                 SELECT COUNT(1)
                 FROM run_all_jobs
                 WHERE status IN ('queued', 'running', 'paused')
-                """
-            )
+                """)
             row = cur.fetchone()
             return int(row[0] or 0) if row else 0
         except Exception:
@@ -491,7 +479,9 @@ def get_job(self, job_id: str) -> Optional[Dict[str, Any]]:
             _safe_rollback(conn)
             raise
 
-    def set_status(self, job_id: str, status: str, *, error: Optional[str] = None) -> None:
+    def set_status(
+        self, job_id: str, status: str, *, error: Optional[str] = None
+    ) -> None:
         conn = None
         try:
             conn = postgres_server.conn
@@ -553,7 +543,9 @@ def set_total(self, job_id: str, total: int) -> None:
             _safe_rollback(conn)
             raise
 
-    def inc_counts(self, job_id: str, *, done: int = 0, skipped: int = 0, failed: int = 0) -> None:
+    def inc_counts(
+        self, job_id: str, *, done: int = 0, skipped: int = 0, failed: int = 0
+    ) -> None:
         conn = None
         try:
             conn = postgres_server.conn
@@ -590,7 +582,9 @@ def is_canceled(self, job_id: str) -> bool:
             _safe_rollback(conn)
             raise
 
-    def add_error(self, job_id: str, *, citation_id: Optional[int], stage: str, error: str) -> None:
+    def add_error(
+        self, job_id: str, *, citation_id: Optional[int], stage: str, error: str
+    ) -> None:
         conn = None
         try:
             conn = postgres_server.conn
@@ -600,7 +594,12 @@ def add_error(self, job_id: str, *, citation_id: Optional[int], stage: str, erro
                 INSERT INTO run_all_job_errors (job_id, citation_id, stage, error)
                 VALUES (%s, %s, %s, %s)
                 """,
-                (job_id, int(citation_id) if citation_id is not None else None, stage, error[:8000]),
+                (
+                    job_id,
+                    int(citation_id) if citation_id is not None else None,
+                    stage,
+                    error[:8000],
+                ),
             )
             conn.commit()
         except Exception:
diff --git a/backend/api/jobs/run_all_tasks.py b/backend/api/jobs/run_all_tasks.py
index c8c43c48..fda82afa 100644
--- a/backend/api/jobs/run_all_tasks.py
+++ b/backend/api/jobs/run_all_tasks.py
@@ -9,7 +9,12 @@
 from .run_all_repo import run_all_repo
 from .procrastinate_app import worker_concurrency
 from ..services.sr_db_service import srdb_service
-from ..services.cit_db_service import cits_dp_service, snake_case_column, snake_case_param, snake_case
+from ..services.cit_db_service import (
+    cits_dp_service,
+    snake_case_column,
+    snake_case_param,
+    snake_case,
+)
 from ..citations import router as citations_router
 from ..services.azure_openai_client import azure_openai_client
 from ..services.storage import storage_service
@@ -93,12 +98,16 @@ def _eligible_ids(*, sr_id: str, table_name: str, step: str) -> List[int]:
     elif step == "extract":
         filter_step = "l2"
 
-    ids = cits_dp_service.list_citation_ids(filter_step if filter_step else None, table_name)
+    ids = cits_dp_service.list_citation_ids(
+        filter_step if filter_step else None, table_name
+    )
 
     # PDF gating for l2/extract
     if step in ("l2", "extract"):
         # keep only rows with fulltext_url
-        rows = cits_dp_service.get_citations_by_ids(ids, table_name, fields=["id", "fulltext_url"])
+        rows = cits_dp_service.get_citations_by_ids(
+            ids, table_name, fields=["id", "fulltext_url"]
+        )
         ok = []
         for r in rows:
             try:
@@ -121,7 +130,9 @@ async def _run_l1_for_citation(
     force: bool,
 ) -> tuple[int, int, int]:
     """Returns (done, skipped, failed) increments for this citation."""
-    row = await run_in_threadpool(cits_dp_service.get_citation_by_id, citation_id, table_name)
+    row = await run_in_threadpool(
+        cits_dp_service.get_citation_by_id, citation_id, table_name
+    )
     if not row:
         return (0, 0, 1)
 
@@ -129,7 +140,9 @@ async def _run_l1_for_citation(
     if not include_cols:
         include_cols = ["title", "abstract"]
 
-    citation_text = citations_router._build_combined_citation_from_row(row, include_cols)
+    citation_text = citations_router._build_combined_citation_from_row(
+        row, include_cols
+    )
 
     cp = sr.get("criteria_parsed") or sr.get("criteria") or {}
     l1 = cp.get("l1") if isinstance(cp, dict) else None
@@ -149,7 +162,9 @@ async def _run_l1_for_citation(
         if await run_in_threadpool(run_all_repo.is_canceled, job_id):
             raise RunAllCanceled()
         await _wait_if_paused(job_id)
-        opts = possible[i] if i < len(possible) and isinstance(possible[i], list) else []
+        opts = (
+            possible[i] if i < len(possible) and isinstance(possible[i], list) else []
+        )
         xtra = addinfos[i] if i < len(addinfos) and isinstance(addinfos[i], str) else ""
         col = snake_case_column(q)
         existing = row.get(col)
@@ -160,7 +175,9 @@ async def _run_l1_for_citation(
             raise RuntimeError("Azure OpenAI client not configured")
 
         options_listed = "\n".join([f"{j}. {opt}" for j, opt in enumerate(opts)])
-        prompt = PROMPT_JSON_TEMPLATE.format(question=q, cit=citation_text, options=options_listed, xtra=xtra)
+        prompt = PROMPT_JSON_TEMPLATE.format(
+            question=q, cit=citation_text, options=options_listed, xtra=xtra
+        )
         llm_response = await azure_openai_client.simple_chat(
             user_message=prompt,
             system_prompt=None,
@@ -181,15 +198,28 @@ async def _run_l1_for_citation(
 
         classification_json = {
             "selected": resolved_selected,
-            "explanation": parsed.get("explanation") or parsed.get("reason") or parsed.get("explain") or "",
-            "confidence": float(parsed.get("confidence") or 0.0) if str(parsed.get("confidence") or "").strip() else 0.0,
+            "explanation": parsed.get("explanation")
+            or parsed.get("reason")
+            or parsed.get("explain")
+            or "",
+            "confidence": (
+                float(parsed.get("confidence") or 0.0)
+                if str(parsed.get("confidence") or "").strip()
+                else 0.0
+            ),
             "evidence_sentences": parsed.get("evidence_sentences") or [],
             "evidence_tables": parsed.get("evidence_tables") or [],
             "evidence_figures": parsed.get("evidence_figures") or [],
             "llm_raw": llm_response,
         }
 
-        await run_in_threadpool(cits_dp_service.update_jsonb_column, citation_id, col, classification_json, table_name)
+        await run_in_threadpool(
+            cits_dp_service.update_jsonb_column,
+            citation_id,
+            col,
+            classification_json,
+            table_name,
+        )
 
         # Best-effort autofill human_ if empty
         try:
@@ -229,7 +259,9 @@ async def _ensure_fulltext_if_needed(
     force: bool,
 ) -> bool:
     """Ensure fulltext artifacts exist. Returns True if available after this call."""
-    row = await run_in_threadpool(cits_dp_service.get_citation_by_id, citation_id, table_name)
+    row = await run_in_threadpool(
+        cits_dp_service.get_citation_by_id, citation_id, table_name
+    )
     if not row:
         return False
     if not row.get("fulltext_url"):
@@ -242,9 +274,13 @@ async def _ensure_fulltext_if_needed(
         await extract_fulltext_from_storage(sr_id, citation_id, current_user=current_user)  # type: ignore
     except Exception:
         # It's okay if DI/grobid fails; L2/extract depends on fulltext text though.
-        row2 = await run_in_threadpool(cits_dp_service.get_citation_by_id, citation_id, table_name)
+        row2 = await run_in_threadpool(
+            cits_dp_service.get_citation_by_id, citation_id, table_name
+        )
         return bool(row2 and row2.get("fulltext"))
-    row3 = await run_in_threadpool(cits_dp_service.get_citation_by_id, citation_id, table_name)
+    row3 = await run_in_threadpool(
+        cits_dp_service.get_citation_by_id, citation_id, table_name
+    )
     return bool(row3 and row3.get("fulltext"))
 
 
@@ -258,18 +294,28 @@ async def _run_l2_for_citation(
     model: Optional[str],
     force: bool,
 ) -> tuple[int, int, int]:
-    row = await run_in_threadpool(cits_dp_service.get_citation_by_id, citation_id, table_name)
+    row = await run_in_threadpool(
+        cits_dp_service.get_citation_by_id, citation_id, table_name
+    )
     if not row or not row.get("fulltext_url"):
         return (0, 1, 0)
 
     # fake current_user for storage service paths (it only uses id in upload; extract reads by path)
     current_user = {"id": "system", "email": "system"}
     await _wait_if_paused(job_id)
-    ok = await _ensure_fulltext_if_needed(sr_id=sr_id, citation_id=citation_id, current_user=current_user, table_name=table_name, force=force)
+    ok = await _ensure_fulltext_if_needed(
+        sr_id=sr_id,
+        citation_id=citation_id,
+        current_user=current_user,
+        table_name=table_name,
+        force=force,
+    )
     if not ok:
         return (0, 1, 0)
 
-    row = await run_in_threadpool(cits_dp_service.get_citation_by_id, citation_id, table_name)
+    row = await run_in_threadpool(
+        cits_dp_service.get_citation_by_id, citation_id, table_name
+    )
     if not row:
         return (0, 0, 1)
 
@@ -284,8 +330,13 @@ async def _run_l2_for_citation(
     if not questions:
         return (0, 1, 0)
 
-    include_cols = cits_dp_service.load_include_columns_from_criteria(sr) or ["title", "abstract"]
-    citation_text = citations_router._build_combined_citation_from_row(row, include_cols)
+    include_cols = cits_dp_service.load_include_columns_from_criteria(sr) or [
+        "title",
+        "abstract",
+    ]
+    citation_text = citations_router._build_combined_citation_from_row(
+        row, include_cols
+    )
     fulltext = row.get("fulltext") or citation_text
 
     # Tables/Figures context from row
@@ -333,7 +384,9 @@ async def _run_l2_for_citation(
             caption = item.get("caption")
             if not idx or not blob_addr:
                 continue
-            figures_lines.append(f"Figure [F{idx}] caption: {caption or '(no caption)'} (see attached image F{idx})")
+            figures_lines.append(
+                f"Figure [F{idx}] caption: {caption or '(no caption)'} (see attached image F{idx})"
+            )
             try:
                 img_bytes, _ = await storage_service.get_bytes_by_path(blob_addr)
                 if img_bytes:
@@ -347,7 +400,9 @@ async def _run_l2_for_citation(
         if await run_in_threadpool(run_all_repo.is_canceled, job_id):
             raise RunAllCanceled()
         await _wait_if_paused(job_id)
-        opts = possible[i] if i < len(possible) and isinstance(possible[i], list) else []
+        opts = (
+            possible[i] if i < len(possible) and isinstance(possible[i], list) else []
+        )
         xtra = addinfos[i] if i < len(addinfos) and isinstance(addinfos[i], str) else ""
         col = snake_case_column(q)
         existing = row.get(col)
@@ -392,15 +447,28 @@ async def _run_l2_for_citation(
 
         classification_json = {
             "selected": resolved_selected,
-            "explanation": parsed.get("explanation") or parsed.get("reason") or parsed.get("explain") or "",
-            "confidence": float(parsed.get("confidence") or 0.0) if str(parsed.get("confidence") or "").strip() else 0.0,
+            "explanation": parsed.get("explanation")
+            or parsed.get("reason")
+            or parsed.get("explain")
+            or "",
+            "confidence": (
+                float(parsed.get("confidence") or 0.0)
+                if str(parsed.get("confidence") or "").strip()
+                else 0.0
+            ),
             "evidence_sentences": parsed.get("evidence_sentences") or [],
             "evidence_tables": parsed.get("evidence_tables") or [],
             "evidence_figures": parsed.get("evidence_figures") or [],
             "llm_raw": llm_response,
         }
 
-        await run_in_threadpool(cits_dp_service.update_jsonb_column, citation_id, col, classification_json, table_name)
+        await run_in_threadpool(
+            cits_dp_service.update_jsonb_column,
+            citation_id,
+            col,
+            classification_json,
+            table_name,
+        )
 
         # Best-effort autofill human
         try:
@@ -440,24 +508,36 @@ async def _run_extract_for_citation(
     model: Optional[str],
     force: bool,
 ) -> tuple[int, int, int]:
-    row = await run_in_threadpool(cits_dp_service.get_citation_by_id, citation_id, table_name)
+    row = await run_in_threadpool(
+        cits_dp_service.get_citation_by_id, citation_id, table_name
+    )
     if not row or not row.get("fulltext_url"):
         return (0, 1, 0)
 
     current_user = {"id": "system", "email": "system"}
     await _wait_if_paused(job_id)
-    ok = await _ensure_fulltext_if_needed(sr_id=sr_id, citation_id=citation_id, current_user=current_user, table_name=table_name, force=force)
+    ok = await _ensure_fulltext_if_needed(
+        sr_id=sr_id,
+        citation_id=citation_id,
+        current_user=current_user,
+        table_name=table_name,
+        force=force,
+    )
     if not ok:
         return (0, 1, 0)
 
-    row = await run_in_threadpool(cits_dp_service.get_citation_by_id, citation_id, table_name)
+    row = await run_in_threadpool(
+        cits_dp_service.get_citation_by_id, citation_id, table_name
+    )
     if not row:
         return (0, 0, 1)
 
     cp = sr.get("criteria_parsed") or sr.get("criteria") or {}
     params = cp.get("parameters") if isinstance(cp, dict) else None
     categories = (params or {}).get("categories") if isinstance(params, dict) else []
-    possible = (params or {}).get("possible_parameters") if isinstance(params, dict) else []
+    possible = (
+        (params or {}).get("possible_parameters") if isinstance(params, dict) else []
+    )
     descs = (params or {}).get("descriptions") if isinstance(params, dict) else []
     categories = categories if isinstance(categories, list) else []
     possible = possible if isinstance(possible, list) else []
@@ -528,7 +608,9 @@ async def _run_extract_for_citation(
             caption = item.get("caption")
             if not idx or not blob_addr:
                 continue
-            flines.append(f"Figure [F{idx}] caption: {caption or '(no caption)'} (see attached image F{idx})")
+            flines.append(
+                f"Figure [F{idx}] caption: {caption or '(no caption)'} (see attached image F{idx})"
+            )
             try:
                 img_bytes, _ = await storage_service.get_bytes_by_path(blob_addr)
                 if img_bytes:
@@ -621,7 +703,9 @@ def _extract_json_object(text: str) -> Optional[str]:
             "llm_raw": str(llm_response)[:4000],
         }
 
-        await run_in_threadpool(cits_dp_service.update_jsonb_column, citation_id, col, stored, table_name)
+        await run_in_threadpool(
+            cits_dp_service.update_jsonb_column, citation_id, col, stored, table_name
+        )
 
         # best-effort autofill human_param
         try:
@@ -664,16 +748,23 @@ async def run_all_start(job_id: str) -> None:
         ids = []
 
         sr, table_name = await _load_sr_and_table(sr_id)
-        ids = await run_in_threadpool(_eligible_ids, sr_id=sr_id, table_name=table_name, step=step)
+        ids = await run_in_threadpool(
+            _eligible_ids, sr_id=sr_id, table_name=table_name, step=step
+        )
         await run_in_threadpool(run_all_repo.set_total, job_id, len(ids))
-        print(f"[run-all] kickoff job_id={job_id} step={step} eligible={len(ids)}", flush=True)
+        print(
+            f"[run-all] kickoff job_id={job_id} step={step} eligible={len(ids)}",
+            flush=True,
+        )
 
         # If user paused before kickoff, preserve paused status.
         if await run_in_threadpool(run_all_repo.is_paused, job_id):
             await run_in_threadpool(run_all_repo.set_status, job_id, "paused")
         else:
             await run_in_threadpool(run_all_repo.set_status, job_id, "running")
-        await run_in_threadpool(run_all_repo.update_phase, job_id, f"enqueued {len(ids)}")
+        await run_in_threadpool(
+            run_all_repo.update_phase, job_id, f"enqueued {len(ids)}"
+        )
 
         # Fair scheduling: persist chunks and enqueue only the next chunk.
         chunks = [ids[i : i + chunk_size] for i in range(0, len(ids), chunk_size)]
@@ -689,7 +780,9 @@ async def run_all_start(job_id: str) -> None:
                 )
                 if next_chunk_id is None:
                     break
-                await run_all_chunk.defer_async(job_id=job_id, chunk_id=int(next_chunk_id))
+                await run_all_chunk.defer_async(
+                    job_id=job_id, chunk_id=int(next_chunk_id)
+                )
 
     except Exception as e:
         await run_in_threadpool(run_all_repo.set_status, job_id, "failed", error=str(e))
@@ -739,18 +832,49 @@ async def run_all_chunk(job_id: str, chunk_id: int) -> None:
         try:
             await _wait_if_paused(job_id)
             if step == "l1":
-                d, s, f = await _run_l1_for_citation(job_id=job_id, sr=sr, table_name=table_name, citation_id=int(cid), model=model, force=force)
+                d, s, f = await _run_l1_for_citation(
+                    job_id=job_id,
+                    sr=sr,
+                    table_name=table_name,
+                    citation_id=int(cid),
+                    model=model,
+                    force=force,
+                )
             elif step == "l2":
-                d, s, f = await _run_l2_for_citation(job_id=job_id, sr=sr, table_name=table_name, sr_id=sr_id, citation_id=int(cid), model=model, force=force)
+                d, s, f = await _run_l2_for_citation(
+                    job_id=job_id,
+                    sr=sr,
+                    table_name=table_name,
+                    sr_id=sr_id,
+                    citation_id=int(cid),
+                    model=model,
+                    force=force,
+                )
             elif step == "extract":
-                d, s, f = await _run_extract_for_citation(job_id=job_id, sr=sr, table_name=table_name, sr_id=sr_id, citation_id=int(cid), model=model, force=force)
+                d, s, f = await _run_extract_for_citation(
+                    job_id=job_id,
+                    sr=sr,
+                    table_name=table_name,
+                    sr_id=sr_id,
+                    citation_id=int(cid),
+                    model=model,
+                    force=force,
+                )
             else:
                 d, s, f = (0, 1, 0)
-            await run_in_threadpool(run_all_repo.inc_counts, job_id, done=d, skipped=s, failed=f)
+            await run_in_threadpool(
+                run_all_repo.inc_counts, job_id, done=d, skipped=s, failed=f
+            )
         except RunAllCanceled:
             return
         except Exception as e:
-            await run_in_threadpool(run_all_repo.add_error, job_id, citation_id=int(cid), stage=step, error=str(e))
+            await run_in_threadpool(
+                run_all_repo.add_error,
+                job_id,
+                citation_id=int(cid),
+                stage=step,
+                error=str(e),
+            )
             await run_in_threadpool(run_all_repo.inc_counts, job_id, failed=1)
             chunk_failed = True
             chunk_error = str(e)
@@ -763,7 +887,11 @@ async def run_all_chunk(job_id: str, chunk_id: int) -> None:
     # Mark chunk complete and schedule more work (up to prefetch).
     try:
         if chunk_failed:
-            await run_in_threadpool(run_all_repo.mark_chunk_failed, int(chunk_id), error=chunk_error or "chunk had failures")
+            await run_in_threadpool(
+                run_all_repo.mark_chunk_failed,
+                int(chunk_id),
+                error=chunk_error or "chunk had failures",
+            )
         else:
             await run_in_threadpool(run_all_repo.mark_chunk_done, int(chunk_id))
     except Exception:
@@ -802,7 +930,11 @@ async def run_all_chunk(job_id: str, chunk_id: int) -> None:
             # Successful completion should remain visible in the UI until the
             # user dismisses it. We model that as a terminal-but-sticky status
             # called "finished". Dismissal transitions "finished" -> "done".
-            if total > 0 and (done + skipped + failed) >= total and not await run_in_threadpool(run_all_repo.is_canceled, job_id):
+            if (
+                total > 0
+                and (done + skipped + failed) >= total
+                and not await run_in_threadpool(run_all_repo.is_canceled, job_id)
+            ):
                 await run_in_threadpool(run_all_repo.set_status, job_id, "finished")
     except Exception:
         pass
diff --git a/backend/api/models/auth.py b/backend/api/models/auth.py
index 7e34fea0..4588ad2e 100644
--- a/backend/api/models/auth.py
+++ b/backend/api/models/auth.py
@@ -1,6 +1,7 @@
 """
 Authentication and user models for the API.
 """
+
 from typing import Optional
 from datetime import datetime
 
diff --git a/backend/api/router.py b/backend/api/router.py
index 94d5144d..3950926d 100644
--- a/backend/api/router.py
+++ b/backend/api/router.py
@@ -37,4 +37,6 @@
 api_router.include_router(jobs_router, prefix="/jobs", tags=["Jobs"])
 
 # Database Search API
-api_router.include_router(database_search_router, prefix="/database_search", tags=["Database Search"])
+api_router.include_router(
+    database_search_router, prefix="/database_search", tags=["Database Search"]
+)
diff --git a/backend/api/screen/prompts.py b/backend/api/screen/prompts.py
index ba7ac9d5..8d5ae0c7 100644
--- a/backend/api/screen/prompts.py
+++ b/backend/api/screen/prompts.py
@@ -72,4 +72,4 @@
 - Use sentence indices from the numbered full text for "evidence_sentences"
 - Use table numbers from the Tables section for "evidence_tables"
 - Use figure numbers from the Figures section for "evidence_figures"
-"""
\ No newline at end of file
+"""
diff --git a/backend/api/screen/router.py b/backend/api/screen/router.py
index 10174b82..93bd917b 100644
--- a/backend/api/screen/router.py
+++ b/backend/api/screen/router.py
@@ -54,18 +54,36 @@ def _normalize_int_list(v: Any) -> List[int]:
 
 class ClassifyRequest(BaseModel):
     citation_text: Optional[str] = Field(
-        None, description="Optional combined citation text. If omitted the server will build it from the screening DB row."
+        None,
+        description="Optional combined citation text. If omitted the server will build it from the screening DB row.",
     )
     include_columns: Optional[List[str]] = Field(
-        None, description="If citation_text is omitted, these columns (original CSV headers) will be used to build the combined citation"
+        None,
+        description="If citation_text is omitted, these columns (original CSV headers) will be used to build the combined citation",
     )
-    question: str = Field(..., description="L1 criteria question to apply to this citation")
-    screening_step: str = Field(..., description="Screening step identifier: 'l1' or 'l2', etc.")
-    options: List[str] = Field(..., description="List of possible options (exact strings). The model must pick one.")
-    xtra: Optional[str] = Field("", description="Additional context/instructions for the model")
-    model: Optional[str] = Field(None, description="Model to use (falls back to default configured model)")
-    temperature: Optional[float] = Field(0.0, ge=0.0, le=1.0, description="Sampling temperature")
-    max_tokens: Optional[int] = Field(2000, ge=1, le=4000, description="Max tokens for LLM response")
+    question: str = Field(
+        ..., description="L1 criteria question to apply to this citation"
+    )
+    screening_step: str = Field(
+        ..., description="Screening step identifier: 'l1' or 'l2', etc."
+    )
+    options: List[str] = Field(
+        ...,
+        description="List of possible options (exact strings). The model must pick one.",
+    )
+    xtra: Optional[str] = Field(
+        "", description="Additional context/instructions for the model"
+    )
+    model: Optional[str] = Field(
+        None, description="Model to use (falls back to default configured model)"
+    )
+    temperature: Optional[float] = Field(
+        0.0, ge=0.0, le=1.0, description="Sampling temperature"
+    )
+    max_tokens: Optional[int] = Field(
+        2000, ge=1, le=4000, description="Max tokens for LLM response"
+    )
+
 
 class HumanClassifyRequest(BaseModel):
     """
@@ -73,24 +91,35 @@ class HumanClassifyRequest(BaseModel):
     This mirrors the shape of the LLM-based classify payload but accepts a
     direct `selected` value and optional explanation/confidence.
     """
+
     citation_text: Optional[str] = Field(
-        None, description="Optional combined citation text. If omitted the server will build it from the screening DB row."
+        None,
+        description="Optional combined citation text. If omitted the server will build it from the screening DB row.",
     )
     include_columns: Optional[List[str]] = Field(
-        None, description="If citation_text is omitted, these columns (original CSV headers) will be used to build the combined citation"
+        None,
+        description="If citation_text is omitted, these columns (original CSV headers) will be used to build the combined citation",
+    )
+    question: str = Field(
+        ..., description="L1 criteria question to apply to this citation"
     )
-    question: str = Field(..., description="L1 criteria question to apply to this citation")
     selected: str = Field(..., description="Human-selected option (string)")
-    screening_step: str = Field(..., description="Screening step identifier: 'l1' or 'l2', etc.")
-    explanation: Optional[str] = Field("", description="Optional free-text explanation from the human reviewer")
-    confidence: Optional[float] = Field(None, ge=0.0, le=1.0, description="Optional confidence (0.0 - 1.0)")
+    screening_step: str = Field(
+        ..., description="Screening step identifier: 'l1' or 'l2', etc."
+    )
+    explanation: Optional[str] = Field(
+        "", description="Optional free-text explanation from the human reviewer"
+    )
+    confidence: Optional[float] = Field(
+        None, ge=0.0, le=1.0, description="Optional confidence (0.0 - 1.0)"
+    )
     reviewer: Optional[str] = Field(None, description="Optional reviewer id or name")
-    
+
+
 # _update_sync moved to backend.api.core.postgres.update_jsonb_column
 # Use run_in_threadpool(update_jsonb_column, ...) where needed.
 
 
-
 @router.post("/{sr_id}/citations/{citation_id}/classify")
 async def classify_citation(
     sr_id: str,
@@ -111,27 +140,47 @@ async def classify_citation(
     except HTTPException:
         raise
     except Exception as e:
-        raise HTTPException(status_code=status.HTTP_500_INTERNAL_SERVER_ERROR, detail=f"Failed to load systematic review or screening: {e}")
+        raise HTTPException(
+            status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
+            detail=f"Failed to load systematic review or screening: {e}",
+        )
 
     table_name = (screening or {}).get("table_name") or "citations"
 
     # Load citation row (needed for l2 fulltext and for building citation_text)
     try:
-        row = await run_in_threadpool(cits_dp_service.get_citation_by_id, int(citation_id), table_name)
+        row = await run_in_threadpool(
+            cits_dp_service.get_citation_by_id, int(citation_id), table_name
+        )
     except RuntimeError as rexc:
-        raise HTTPException(status_code=status.HTTP_503_SERVICE_UNAVAILABLE, detail=str(rexc))
+        raise HTTPException(
+            status_code=status.HTTP_503_SERVICE_UNAVAILABLE, detail=str(rexc)
+        )
     except Exception as e:
-        raise HTTPException(status_code=status.HTTP_500_INTERNAL_SERVER_ERROR, detail=f"Failed to query screening DB: {e}")
+        raise HTTPException(
+            status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
+            detail=f"Failed to query screening DB: {e}",
+        )
 
     if not row:
-        raise HTTPException(status_code=status.HTTP_404_NOT_FOUND, detail="Citation not found")
+        raise HTTPException(
+            status_code=status.HTTP_404_NOT_FOUND, detail="Citation not found"
+        )
 
     # Build or use provided citation text (fall back to combined title/abstract when not provided)
-    citation_text = payload.citation_text or citations_router._build_combined_citation_from_row(row, payload.include_columns)
+    citation_text = (
+        payload.citation_text
+        or citations_router._build_combined_citation_from_row(
+            row, payload.include_columns
+        )
+    )
 
     # Ensure LLM client is available
     if not azure_openai_client.is_configured():
-        raise HTTPException(status_code=status.HTTP_503_SERVICE_UNAVAILABLE, detail="Azure OpenAI client is not configured on the server")
+        raise HTTPException(
+            status_code=status.HTTP_503_SERVICE_UNAVAILABLE,
+            detail="Azure OpenAI client is not configured on the server",
+        )
 
     # Prepare prompt (use full-text template for l2, otherwise TA/L1 template)
     options_listed = "\n".join([f"{i}. {opt}" for i, opt in enumerate(payload.options)])
@@ -242,17 +291,29 @@ async def classify_citation(
     try:
         parsed = json.loads(llm_response)
     except Exception:
-        raise HTTPException(status_code=status.HTTP_502_BAD_GATEWAY, detail=f"LLM response was not valid JSON: {llm_response[:1000]}")
+        raise HTTPException(
+            status_code=status.HTTP_502_BAD_GATEWAY,
+            detail=f"LLM response was not valid JSON: {llm_response[:1000]}",
+        )
 
     if not isinstance(parsed, dict):
-        raise HTTPException(status_code=status.HTTP_502_BAD_GATEWAY, detail=f"LLM response JSON was not an object: {str(type(parsed))}")
+        raise HTTPException(
+            status_code=status.HTTP_502_BAD_GATEWAY,
+            detail=f"LLM response JSON was not an object: {str(type(parsed))}",
+        )
 
     # Require 'selected' key and validate it is a string
     if "selected" not in parsed:
-        raise HTTPException(status_code=status.HTTP_502_BAD_GATEWAY, detail=f"LLM JSON missing 'selected' key: {json.dumps(parsed)[:1000]}")
+        raise HTTPException(
+            status_code=status.HTTP_502_BAD_GATEWAY,
+            detail=f"LLM JSON missing 'selected' key: {json.dumps(parsed)[:1000]}",
+        )
     selected_value = parsed.get("selected")
     if not isinstance(selected_value, str):
-        raise HTTPException(status_code=status.HTTP_502_BAD_GATEWAY, detail=f"LLM 'selected' must be a string: {str(type(selected_value))}")
+        raise HTTPException(
+            status_code=status.HTTP_502_BAD_GATEWAY,
+            detail=f"LLM 'selected' must be a string: {str(type(selected_value))}",
+        )
 
     s = selected_value.strip()
 
@@ -263,7 +324,9 @@ async def classify_citation(
             resolved_selected = opt
             break
 
-    explanation = parsed.get("explanation") or parsed.get("reason") or parsed.get("explain") or ""
+    explanation = (
+        parsed.get("explanation") or parsed.get("reason") or parsed.get("explain") or ""
+    )
     confidence_raw = parsed.get("confidence")
 
     # Parse confidence
@@ -298,14 +361,27 @@ async def classify_citation(
     human_col_name = f"human_{col_core_h}" if col_core_h else "human_col"
 
     try:
-        updated = await run_in_threadpool(cits_dp_service.update_jsonb_column, citation_id, col_name, classification_json, table_name)
+        updated = await run_in_threadpool(
+            cits_dp_service.update_jsonb_column,
+            citation_id,
+            col_name,
+            classification_json,
+            table_name,
+        )
     except RuntimeError as rexc:
-        raise HTTPException(status_code=status.HTTP_503_SERVICE_UNAVAILABLE, detail=str(rexc))
+        raise HTTPException(
+            status_code=status.HTTP_503_SERVICE_UNAVAILABLE, detail=str(rexc)
+        )
     except Exception as e:
-        raise HTTPException(status_code=status.HTTP_500_INTERNAL_SERVER_ERROR, detail=f"Failed to update citation row: {e}")
+        raise HTTPException(
+            status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
+            detail=f"Failed to update citation row: {e}",
+        )
 
     if not updated:
-        raise HTTPException(status_code=status.HTTP_404_NOT_FOUND, detail="Citation not found to update")
+        raise HTTPException(
+            status_code=status.HTTP_404_NOT_FOUND, detail="Citation not found to update"
+        )
 
     # Auto-fill human_* from llm_* if missing (never overwrite)
     try:
@@ -326,10 +402,16 @@ async def classify_citation(
     except Exception:
         # best-effort
         pass
-    
+
     await update_inclusion_decision(sr, citation_id, payload.screening_step, "llm")
 
-    return {"status": "success", "sr_id": sr_id, "citation_id": citation_id, "column": col_name, "classification": classification_json}
+    return {
+        "status": "success",
+        "sr_id": sr_id,
+        "citation_id": citation_id,
+        "column": col_name,
+        "classification": classification_json,
+    }
 
 
 @router.post("/{sr_id}/citations/{citation_id}/human_classify")
@@ -350,20 +432,32 @@ async def human_classify_citation(
     except HTTPException:
         raise
     except Exception as e:
-        raise HTTPException(status_code=status.HTTP_500_INTERNAL_SERVER_ERROR, detail=f"Failed to load systematic review or screening: {e}")
+        raise HTTPException(
+            status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
+            detail=f"Failed to load systematic review or screening: {e}",
+        )
 
     table_name = (screening or {}).get("table_name") or "citations"
 
     # Ensure citation exists and optionally build combined citation text
     try:
-        row = await run_in_threadpool(cits_dp_service.get_citation_by_id, int(citation_id), table_name)
+        row = await run_in_threadpool(
+            cits_dp_service.get_citation_by_id, int(citation_id), table_name
+        )
     except RuntimeError as rexc:
-        raise HTTPException(status_code=status.HTTP_503_SERVICE_UNAVAILABLE, detail=str(rexc))
+        raise HTTPException(
+            status_code=status.HTTP_503_SERVICE_UNAVAILABLE, detail=str(rexc)
+        )
     except Exception as e:
-        raise HTTPException(status_code=status.HTTP_500_INTERNAL_SERVER_ERROR, detail=f"Failed to query screening DB: {e}")
+        raise HTTPException(
+            status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
+            detail=f"Failed to query screening DB: {e}",
+        )
 
     if not row:
-        raise HTTPException(status_code=status.HTTP_404_NOT_FOUND, detail="Citation not found")
+        raise HTTPException(
+            status_code=status.HTTP_404_NOT_FOUND, detail="Citation not found"
+        )
 
     citation_text = payload.citation_text
     confidence = payload.confidence
@@ -381,28 +475,48 @@ async def human_classify_citation(
     # Persist into Postgres under a dynamic column name derived from question
     # Use snake_case to create a stable core name and prefix with 'human_'
     col_core = snake_case(payload.question, max_len=56) if snake_case else None
-    col_name = f"human_{col_core}" if col_core else f"human_col" 
+    col_name = f"human_{col_core}" if col_core else f"human_col"
 
     try:
-        updated = await run_in_threadpool(cits_dp_service.update_jsonb_column, citation_id, col_name, classification_json, table_name)
+        updated = await run_in_threadpool(
+            cits_dp_service.update_jsonb_column,
+            citation_id,
+            col_name,
+            classification_json,
+            table_name,
+        )
     except RuntimeError as rexc:
-        raise HTTPException(status_code=status.HTTP_503_SERVICE_UNAVAILABLE, detail=str(rexc))
+        raise HTTPException(
+            status_code=status.HTTP_503_SERVICE_UNAVAILABLE, detail=str(rexc)
+        )
     except Exception as e:
-        raise HTTPException(status_code=status.HTTP_500_INTERNAL_SERVER_ERROR, detail=f"Failed to update citation row: {e}")
+        raise HTTPException(
+            status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
+            detail=f"Failed to update citation row: {e}",
+        )
 
     if not updated:
-        raise HTTPException(status_code=status.HTTP_404_NOT_FOUND, detail="Citation not found to update")
-    
+        raise HTTPException(
+            status_code=status.HTTP_404_NOT_FOUND, detail="Citation not found to update"
+        )
+
     await update_inclusion_decision(sr, citation_id, payload.screening_step, "human")
 
-    return {"status": "success", "sr_id": sr_id, "citation_id": citation_id, "column": col_name, "classification": classification_json}
+    return {
+        "status": "success",
+        "sr_id": sr_id,
+        "citation_id": citation_id,
+        "column": col_name,
+        "classification": classification_json,
+    }
+
 
 async def update_inclusion_decision(
     sr: Dict[str, Any],
     citation_id: int,
     screening_step: str,
     decision_maker: str,
-):  
+):
     table_name = (sr.get("screening_db") or {}).get("table_name") or "citations"
 
     # IMPORTANT: decision/pass computation must not be stale.
@@ -415,10 +529,15 @@ def _get_row_fresh() -> Dict[str, Any]:
     try:
         row = await run_in_threadpool(_get_row_fresh)
     except RuntimeError as rexc:
-        raise HTTPException(status_code=status.HTTP_503_SERVICE_UNAVAILABLE, detail=str(rexc))
+        raise HTTPException(
+            status_code=status.HTTP_503_SERVICE_UNAVAILABLE, detail=str(rexc)
+        )
     except Exception as e:
-        raise HTTPException(status_code=status.HTTP_500_INTERNAL_SERVER_ERROR, detail=f"Failed to query screening DB: {e}")
-    
+        raise HTTPException(
+            status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
+            detail=f"Failed to query screening DB: {e}",
+        )
+
     questions = sr["criteria_parsed"][screening_step]["questions"]
     classified = True
     decision = "undecided"
@@ -435,17 +554,30 @@ def _get_row_fresh() -> Dict[str, Any]:
 
     if classified and decision == "undecided":
         decision = "include"
-    
+
     col_name = f"{decision_maker}_{screening_step}_decision"
     try:
-        updated = await run_in_threadpool(cits_dp_service.update_text_column, citation_id, col_name, decision, table_name)
+        updated = await run_in_threadpool(
+            cits_dp_service.update_text_column,
+            citation_id,
+            col_name,
+            decision,
+            table_name,
+        )
     except RuntimeError as rexc:
-        raise HTTPException(status_code=status.HTTP_503_SERVICE_UNAVAILABLE, detail=str(rexc))
+        raise HTTPException(
+            status_code=status.HTTP_503_SERVICE_UNAVAILABLE, detail=str(rexc)
+        )
     except Exception as e:
-        raise HTTPException(status_code=status.HTTP_500_INTERNAL_SERVER_ERROR, detail=f"Failed to update citation row: {e}")
+        raise HTTPException(
+            status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
+            detail=f"Failed to update citation row: {e}",
+        )
     print(updated)
     if not updated:
-        raise HTTPException(status_code=status.HTTP_404_NOT_FOUND, detail="Citation not found to update")
+        raise HTTPException(
+            status_code=status.HTTP_404_NOT_FOUND, detail="Citation not found to update"
+        )
 
     # Validation rule (B1/B2): do NOT use l1_screen/l2_screen for filtering.
     # Ensure human_l1_decision / human_l2_decision are always correct and derived
@@ -489,7 +621,9 @@ def _compute_human_decision(step: str) -> str:
                 except Exception:
                     selected = None
                 # Treat empty/whitespace as unanswered (UI shows "-- select --")
-                if selected is None or (isinstance(selected, str) and selected.strip() == ""):
+                if selected is None or (
+                    isinstance(selected, str) and selected.strip() == ""
+                ):
                     return "undecided"
                 if "exclude" in str(selected).lower():
                     return "exclude"
@@ -499,8 +633,20 @@ def _compute_human_decision(step: str) -> str:
         # Always set both human decisions on any update, so the list filters never go stale.
         h1 = _compute_human_decision("l1")
         h2 = _compute_human_decision("l2")
-        await run_in_threadpool(cits_dp_service.update_text_column, citation_id, "human_l1_decision", h1, table_name)
-        await run_in_threadpool(cits_dp_service.update_text_column, citation_id, "human_l2_decision", h2, table_name)
+        await run_in_threadpool(
+            cits_dp_service.update_text_column,
+            citation_id,
+            "human_l1_decision",
+            h1,
+            table_name,
+        )
+        await run_in_threadpool(
+            cits_dp_service.update_text_column,
+            citation_id,
+            "human_l2_decision",
+            h2,
+            table_name,
+        )
     except Exception:
         # best-effort; do not block response
         pass
diff --git a/backend/api/services/azure_docint_client.py b/backend/api/services/azure_docint_client.py
index cf0eb071..be1c3150 100644
--- a/backend/api/services/azure_docint_client.py
+++ b/backend/api/services/azure_docint_client.py
@@ -42,6 +42,7 @@
     from typing import Any as DocumentIntelligenceClient  # type: ignore
     from typing import Any as AnalyzeDocumentRequest  # type: ignore
     from typing import Any as AzureKeyCredential  # type: ignore
+
     print(
         "Azure Document Intelligence SDK not installed. Install with: pip install azure-ai-documentintelligence azure-core"
     )
@@ -63,13 +64,13 @@ def _init_client(self) -> Optional["DocumentIntelligenceClient"]:
         """Initialize Azure Document Intelligence client"""
         if not AZURE_DOC_INTELLIGENCE_AVAILABLE:
             return None
-        
+
         if settings.AZURE_DOC_INT_MODE not in ["key", "entra"]:
             print(
                 f"Invalid AZURE_DOC_INT_MODE: {settings.AZURE_DOC_INT_MODE}. Must be 'key' or 'entra'."
             )
             return None
-        
+
         if not settings.AZURE_DOC_INT_ENDPOINT:
             print(
                 "Azure Document Intelligence endpoint not found. Set AZURE_DOC_INT_ENDPOINT environment variable."
@@ -81,11 +82,13 @@ def _init_client(self) -> Optional["DocumentIntelligenceClient"]:
                 "Azure Document Intelligence API key not found. Set AZURE_DOC_INT_API_KEY for key-based auth."
             )
             return None
-        
+
         doc_int_kwargs = {"endpoint": settings.AZURE_DOC_INT_ENDPOINT}
 
         if settings.AZURE_DOC_INT_MODE == "key":
-            doc_int_kwargs["credential"] = AzureKeyCredential(settings.AZURE_DOC_INT_API_KEY)
+            doc_int_kwargs["credential"] = AzureKeyCredential(
+                settings.AZURE_DOC_INT_API_KEY
+            )
         elif settings.AZURE_DOC_INT_MODE == "entra":
             doc_int_kwargs["credential"] = DefaultAzureCredential()
 
@@ -680,7 +683,9 @@ def _extract_html_tables_from_markdown(markdown: str) -> List[str]:
         table_pattern = r"<table>.*?</table>"
         return re.findall(table_pattern, markdown, re.DOTALL)
 
-    def _download_figure_bytes_sync(self, result_id: str, figure_id: str) -> Optional[bytes]:
+    def _download_figure_bytes_sync(
+        self, result_id: str, figure_id: str
+    ) -> Optional[bytes]:
         """Download a single figure image from Azure DI as bytes (sync)."""
         try:
             stream = self.client.get_analyze_result_figure(
@@ -719,7 +724,10 @@ async def extract_citation_artifacts(
         """
 
         if not self.client:
-            return {"success": False, "error": "Azure Document Intelligence client not available"}
+            return {
+                "success": False,
+                "error": "Azure Document Intelligence client not available",
+            }
 
         # We need figures in output.
         output_param = ["figures"]
@@ -754,7 +762,9 @@ async def extract_citation_artifacts(
         for i, md in enumerate(md_tables, start=1):
             bbox = None
             if i - 1 < len(raw_tables):
-                bbox = raw_tables[i - 1].get("boundingRegions") or raw_tables[i - 1].get("bounding_regions")
+                bbox = raw_tables[i - 1].get("boundingRegions") or raw_tables[
+                    i - 1
+                ].get("bounding_regions")
             tables_out.append(
                 {
                     "index": i,
@@ -783,7 +793,7 @@ async def extract_citation_artifacts(
 
             bounding_regions = []
             try:
-                for region in (getattr(fig, "bounding_regions", None) or []):
+                for region in getattr(fig, "bounding_regions", None) or []:
                     bounding_regions.append(
                         {"page_number": region.page_number, "polygon": region.polygon}
                     )
@@ -792,7 +802,9 @@ async def extract_citation_artifacts(
 
             png_bytes = None
             if result_id:
-                png_bytes = await asyncio.to_thread(self._download_figure_bytes_sync, result_id, azure_id)
+                png_bytes = await asyncio.to_thread(
+                    self._download_figure_bytes_sync, result_id, azure_id
+                )
 
             if not png_bytes:
                 # If we couldn't download, skip storing bytes (still return metadata)
@@ -815,8 +827,13 @@ async def extract_citation_artifacts(
                     {
                         "index": idx,
                         "azure_id": fig.get("id") or f"raw_{idx}",
-                        "caption": (fig.get("caption", {}) or {}).get("content") if isinstance(fig.get("caption"), dict) else None,
-                        "bounding_box": fig.get("boundingRegions") or fig.get("bounding_regions"),
+                        "caption": (
+                            (fig.get("caption", {}) or {}).get("content")
+                            if isinstance(fig.get("caption"), dict)
+                            else None
+                        ),
+                        "bounding_box": fig.get("boundingRegions")
+                        or fig.get("bounding_regions"),
                         "png_bytes": b"",
                     }
                 )
@@ -834,4 +851,4 @@ async def extract_citation_artifacts(
 try:
     azure_docint_client = AzureDocIntelligenceService()
 except Exception:
-    azure_docint_client = None  # type: ignore
\ No newline at end of file
+    azure_docint_client = None  # type: ignore
diff --git a/backend/api/services/azure_openai_client.py b/backend/api/services/azure_openai_client.py
index 8f885418..32d894f0 100644
--- a/backend/api/services/azure_openai_client.py
+++ b/backend/api/services/azure_openai_client.py
@@ -101,12 +101,10 @@ def __init__(self):
         self._official_clients: Dict[Tuple[str, str, str], AzureOpenAI] = {}
         self._official_async_clients: Dict[Tuple[str, str, str], Any] = {}
 
-
     # ---------------------------------------------------------------------
     # Configuration
     # ---------------------------------------------------------------------
 
-
     @staticmethod
     def _resolve_auth_type() -> str:
         """Return key|entra.
@@ -145,11 +143,15 @@ def _load_models_yaml(self) -> Dict[str, Any]:
         try:
             data = yaml.safe_load(path.read_text(encoding="utf-8"))
             if not isinstance(data, dict):
-                logger.warning("Invalid models.yaml format (expected mapping): %s", type(data))
+                logger.warning(
+                    "Invalid models.yaml format (expected mapping): %s", type(data)
+                )
                 return {}
             return data
         except Exception as e:
-            logger.exception("Failed to load Azure OpenAI model catalog from %s: %s", path, e)
+            logger.exception(
+                "Failed to load Azure OpenAI model catalog from %s: %s", path, e
+            )
             return {}
 
     def _load_model_configs(self) -> Dict[str, Dict[str, str]]:
@@ -244,7 +246,9 @@ def _get_official_client(self, model: str) -> AzureOpenAI:
         endpoint = config.get("endpoint")
         api_version = config.get("api_version")
         if not endpoint or not api_version:
-            raise ValueError(f"Azure OpenAI endpoint/api_version not configured for model {model}")
+            raise ValueError(
+                f"Azure OpenAI endpoint/api_version not configured for model {model}"
+            )
 
         cache_key = (endpoint, api_version, self._auth_type)
         if cache_key not in self._official_clients:
@@ -255,12 +259,16 @@ def _get_official_client(self, model: str) -> AzureOpenAI:
 
             if self._auth_type == "entra":
                 if not self._token_provider:
-                    raise ValueError(self._config_error or "Azure AD token provider not configured")
+                    raise ValueError(
+                        self._config_error or "Azure AD token provider not configured"
+                    )
                 azure_openai_kwargs["azure_ad_token_provider"] = self._token_provider
             else:
                 # key auth
                 if not self._api_key:
-                    raise ValueError("AZURE_OPENAI_MODE=key requires AZURE_OPENAI_API_KEY")
+                    raise ValueError(
+                        "AZURE_OPENAI_MODE=key requires AZURE_OPENAI_API_KEY"
+                    )
                 azure_openai_kwargs["api_key"] = self._api_key
 
             self._official_clients[cache_key] = AzureOpenAI(**azure_openai_kwargs)
@@ -284,7 +292,9 @@ def _get_official_async_client(self, model: str):
         endpoint = config.get("endpoint")
         api_version = config.get("api_version")
         if not endpoint or not api_version:
-            raise ValueError(f"Azure OpenAI endpoint/api_version not configured for model {model}")
+            raise ValueError(
+                f"Azure OpenAI endpoint/api_version not configured for model {model}"
+            )
 
         cache_key = (endpoint, api_version, self._auth_type)
         if cache_key not in self._official_async_clients:
@@ -295,11 +305,15 @@ def _get_official_async_client(self, model: str):
 
             if self._auth_type == "entra":
                 if not self._token_provider:
-                    raise ValueError(self._config_error or "Azure AD token provider not configured")
+                    raise ValueError(
+                        self._config_error or "Azure AD token provider not configured"
+                    )
                 azure_openai_kwargs["azure_ad_token_provider"] = self._token_provider
             else:
                 if not self._api_key:
-                    raise ValueError("AZURE_OPENAI_MODE=key requires AZURE_OPENAI_API_KEY")
+                    raise ValueError(
+                        "AZURE_OPENAI_MODE=key requires AZURE_OPENAI_API_KEY"
+                    )
                 azure_openai_kwargs["api_key"] = self._api_key
 
             self._official_async_clients[cache_key] = AsyncAzureOpenAI(**azure_openai_kwargs)  # type: ignore
@@ -358,7 +372,7 @@ async def chat_completion(
                 "presence_penalty": presence_penalty,
                 "stream": stream,
             }
-            
+
             # gpt-5 deployments may reject temperature/max_tokens in some previews.
             # We gate this by the *deployment* name because the UI key can differ.
             if deployment != "gpt-5-mini":
@@ -533,7 +547,9 @@ def _worker() -> None:
                                 continue
                             content = update.choices[0].delta.content or ""
                             if content:
-                                asyncio.run_coroutine_threadsafe(q.put(content), loop).result()
+                                asyncio.run_coroutine_threadsafe(
+                                    q.put(content), loop
+                                ).result()
                     except Exception as e:
                         asyncio.run_coroutine_threadsafe(q.put(e), loop).result()
                     finally:
@@ -649,7 +665,11 @@ def get_available_models(self) -> List[str]:
         """Get list of available models that are properly configured"""
         out: List[str] = []
         for model, config in self.model_configs.items():
-            if not config.get("endpoint") or not config.get("deployment") or not config.get("api_version"):
+            if (
+                not config.get("endpoint")
+                or not config.get("deployment")
+                or not config.get("api_version")
+            ):
                 continue
             out.append(model)
         return out
@@ -663,7 +683,11 @@ def get_available_deployments(self) -> List[str]:
         out: List[str] = []
         seen: set[str] = set()
         for _model, config in self.model_configs.items():
-            if not config.get("endpoint") or not config.get("deployment") or not config.get("api_version"):
+            if (
+                not config.get("endpoint")
+                or not config.get("deployment")
+                or not config.get("api_version")
+            ):
                 continue
             dep = str(config.get("deployment") or "").strip()
             if not dep:
@@ -695,6 +719,7 @@ def is_configured(self) -> bool:
     azure_openai_client = AzureOpenAIClient()
 except Exception as e:  # pragma: no cover
     logger.exception("Failed to initialize AzureOpenAIClient: %s", e)
+
     # Provide a stub that reports not-configured.
     class _DisabledAzureOpenAIClient:  # type: ignore
         def is_configured(self) -> bool:
diff --git a/backend/api/services/cit_db_service.py b/backend/api/services/cit_db_service.py
index 85371835..a4e49508 100644
--- a/backend/api/services/cit_db_service.py
+++ b/backend/api/services/cit_db_service.py
@@ -12,6 +12,7 @@
 Methods raise RuntimeError when psycopg2 is not available so callers
 can surface a 503 with an actionable message.
 """
+
 from typing import Any, Dict, List, Optional, Tuple
 import psycopg2
 import psycopg2.extras
@@ -132,6 +133,7 @@ def _construct_db_dsn_from_admin(admin_dsn: str, db_name: str) -> str:
         else:
             return f"{admin_dsn} dbname={db_name}"
 
+
 # -----------------------
 # Citations Postgres DB service
 # -----------------------
@@ -149,11 +151,12 @@ def __init__(self):
     # Low level connection helpers
     # -----------------------
 
-
     # -----------------------
     # Generic column ops
     # -----------------------
-    def create_column(self, col: str, col_type: str, table_name: str = "citations") -> None:
+    def create_column(
+        self, col: str, col_type: str, table_name: str = "citations"
+    ) -> None:
         """
         Create column on citations table if it doesn't already exist.
         col should be the exact column name to use (caller may pass snake_case(col)).
@@ -165,11 +168,15 @@ def create_column(self, col: str, col_type: str, table_name: str = "citations")
             conn = postgres_server.conn
             cur = conn.cursor()
             try:
-                cur.execute(f'ALTER TABLE "{table_name}" ADD COLUMN IF NOT EXISTS "{col}" {col_type}')
+                cur.execute(
+                    f'ALTER TABLE "{table_name}" ADD COLUMN IF NOT EXISTS "{col}" {col_type}'
+                )
             except Exception:
                 # fallback for PG versions without IF NOT EXISTS
                 try:
-                    cur.execute(f'ALTER TABLE "{table_name}" ADD COLUMN "{col}" {col_type}')
+                    cur.execute(
+                        f'ALTER TABLE "{table_name}" ADD COLUMN "{col}" {col_type}'
+                    )
                 except Exception:
                     pass
             conn.commit()
@@ -198,16 +205,21 @@ def update_jsonb_column(
             conn = postgres_server.conn
             cur = conn.cursor()
             try:
-                cur.execute(f'ALTER TABLE "{table_name}" ADD COLUMN IF NOT EXISTS "{col}" JSONB')
+                cur.execute(
+                    f'ALTER TABLE "{table_name}" ADD COLUMN IF NOT EXISTS "{col}" JSONB'
+                )
             except Exception:
                 try:
                     cur.execute(f'ALTER TABLE "{table_name}" ADD COLUMN "{col}" JSONB')
                 except Exception:
                     pass
-            cur.execute(f'UPDATE "{table_name}" SET "{col}" = %s WHERE id = %s', (json.dumps(data), int(citation_id)))
+            cur.execute(
+                f'UPDATE "{table_name}" SET "{col}" = %s WHERE id = %s',
+                (json.dumps(data), int(citation_id)),
+            )
             rows = cur.rowcount
             conn.commit()
-           
+
             return rows or 0
         except Exception:
             _safe_rollback(conn)
@@ -232,13 +244,18 @@ def update_text_column(
             conn = postgres_server.conn
             cur = conn.cursor()
             try:
-                cur.execute(f'ALTER TABLE "{table_name}" ADD COLUMN IF NOT EXISTS "{col}" TEXT')
+                cur.execute(
+                    f'ALTER TABLE "{table_name}" ADD COLUMN IF NOT EXISTS "{col}" TEXT'
+                )
             except Exception:
                 try:
                     cur.execute(f'ALTER TABLE "{table_name}" ADD COLUMN "{col}" TEXT')
                 except Exception:
                     pass
-            cur.execute(f'UPDATE "{table_name}" SET "{col}" = %s WHERE id = %s', (text_value, int(citation_id)))
+            cur.execute(
+                f'UPDATE "{table_name}" SET "{col}" = %s WHERE id = %s',
+                (text_value, int(citation_id)),
+            )
             rows = cur.rowcount
             conn.commit()
 
@@ -264,13 +281,20 @@ def update_bool_column(
             conn = postgres_server.conn
             cur = conn.cursor()
             try:
-                cur.execute(f'ALTER TABLE "{table_name}" ADD COLUMN IF NOT EXISTS "{col}" BOOLEAN')
+                cur.execute(
+                    f'ALTER TABLE "{table_name}" ADD COLUMN IF NOT EXISTS "{col}" BOOLEAN'
+                )
             except Exception:
                 try:
-                    cur.execute(f'ALTER TABLE "{table_name}" ADD COLUMN "{col}" BOOLEAN')
+                    cur.execute(
+                        f'ALTER TABLE "{table_name}" ADD COLUMN "{col}" BOOLEAN'
+                    )
                 except Exception:
                     pass
-            cur.execute(f'UPDATE "{table_name}" SET "{col}" = %s WHERE id = %s', (bool(bool_value), int(citation_id)))
+            cur.execute(
+                f'UPDATE "{table_name}" SET "{col}" = %s WHERE id = %s',
+                (bool(bool_value), int(citation_id)),
+            )
             rows = cur.rowcount
             conn.commit()
             return rows or 0
@@ -311,7 +335,9 @@ def get_table_columns(self, table_name: str = "citations") -> List[Dict[str, str
             if conn:
                 pass
 
-    def clear_columns(self, citation_id: int, columns: List[str], table_name: str = "citations") -> int:
+    def clear_columns(
+        self, citation_id: int, columns: List[str], table_name: str = "citations"
+    ) -> int:
         """Set provided columns to NULL for a citation. Ignores unknown columns."""
         table_name = _validate_ident(table_name, kind="table_name")
         if not columns:
@@ -327,7 +353,10 @@ def clear_columns(self, citation_id: int, columns: List[str], table_name: str =
             conn = postgres_server.conn
             cur = conn.cursor()
             set_sql = ", ".join([f'"{c}" = NULL' for c in cols])
-            cur.execute(f'UPDATE "{table_name}" SET {set_sql} WHERE id = %s', (int(citation_id),))
+            cur.execute(
+                f'UPDATE "{table_name}" SET {set_sql} WHERE id = %s',
+                (int(citation_id),),
+            )
             rows = cur.rowcount
             conn.commit()
             return rows or 0
@@ -338,7 +367,9 @@ def clear_columns(self, citation_id: int, columns: List[str], table_name: str =
             if conn:
                 pass
 
-    def clear_columns_by_prefix(self, citation_id: int, prefixes: List[str], table_name: str = "citations") -> int:
+    def clear_columns_by_prefix(
+        self, citation_id: int, prefixes: List[str], table_name: str = "citations"
+    ) -> int:
         """Set all columns matching any prefix to NULL for a citation."""
         prefixes = [p for p in (prefixes or []) if isinstance(p, str) and p]
         if not prefixes:
@@ -374,10 +405,14 @@ def copy_jsonb_if_empty(
             cur = conn.cursor()
             # Ensure destination column exists as JSONB
             try:
-                cur.execute(f'ALTER TABLE "{table_name}" ADD COLUMN IF NOT EXISTS "{dst_col}" JSONB')
+                cur.execute(
+                    f'ALTER TABLE "{table_name}" ADD COLUMN IF NOT EXISTS "{dst_col}" JSONB'
+                )
             except Exception:
                 try:
-                    cur.execute(f'ALTER TABLE "{table_name}" ADD COLUMN "{dst_col}" JSONB')
+                    cur.execute(
+                        f'ALTER TABLE "{table_name}" ADD COLUMN "{dst_col}" JSONB'
+                    )
                 except Exception:
                     pass
 
@@ -420,8 +455,6 @@ def dump_citations_csv(self, table_name: str = "citations") -> bytes:
             )
             csv_text = buf.getvalue()
 
-
-
             return csv_text.encode("utf-8")
         except Exception:
             _safe_rollback(conn)
@@ -473,7 +506,9 @@ def dump_citations_csv_filtered(self, table_name: str = "citations") -> bytes:
             conn = postgres_server.conn
             cur = conn.cursor(cursor_factory=psycopg2.extras.RealDictCursor)
             select_cols = base_cols + jsonb_cols
-            select_sql = ", ".join([f'"{c}"' for c in select_cols]) if select_cols else "*"
+            select_sql = (
+                ", ".join([f'"{c}"' for c in select_cols]) if select_cols else "*"
+            )
             cur.execute(f'SELECT {select_sql} FROM "{table_name}" ORDER BY id')
             rows = cur.fetchall() or []
 
@@ -514,7 +549,9 @@ def _flatten_keys_for(col: str) -> List[str]:
                 # Fallback
                 return [f"{col}__json"]
 
-            json_flat_cols: Dict[str, List[str]] = {c: _flatten_keys_for(c) for c in jsonb_cols}
+            json_flat_cols: Dict[str, List[str]] = {
+                c: _flatten_keys_for(c) for c in jsonb_cols
+            }
             for c in jsonb_cols:
                 out_cols.extend(json_flat_cols[c])
 
@@ -573,9 +610,15 @@ def _as_str(v: Any) -> str:
                         out[f"{c}__confidence"] = _as_str(parsed.get("confidence"))
 
                     out[f"{c}__explanation"] = _as_str(parsed.get("explanation"))
-                    out[f"{c}__evidence_sentences"] = _as_str(parsed.get("evidence_sentences"))
-                    out[f"{c}__evidence_tables"] = _as_str(parsed.get("evidence_tables"))
-                    out[f"{c}__evidence_figures"] = _as_str(parsed.get("evidence_figures"))
+                    out[f"{c}__evidence_sentences"] = _as_str(
+                        parsed.get("evidence_sentences")
+                    )
+                    out[f"{c}__evidence_tables"] = _as_str(
+                        parsed.get("evidence_tables")
+                    )
+                    out[f"{c}__evidence_figures"] = _as_str(
+                        parsed.get("evidence_figures")
+                    )
                     out[f"{c}__autofilled"] = _as_str(parsed.get("autofilled"))
                     out[f"{c}__source"] = _as_str(parsed.get("source"))
                     out[f"{c}__timestamp"] = _as_str(parsed.get("timestamp"))
@@ -591,7 +634,9 @@ def _as_str(v: Any) -> str:
             if conn:
                 pass
 
-    def get_citation_by_id(self, citation_id: int, table_name: str = "citations") -> Optional[Dict[str, Any]]:
+    def get_citation_by_id(
+        self, citation_id: int, table_name: str = "citations"
+    ) -> Optional[Dict[str, Any]]:
         """
         Return a dict mapping column -> value for the citation row, or None.
         """
@@ -655,10 +700,14 @@ def get_citations_by_ids(
             select_sql = "*"
             if fields:
                 try:
-                    existing_cols = {c.get("column_name") for c in self.get_table_columns(table_name)}
+                    existing_cols = {
+                        c.get("column_name") for c in self.get_table_columns(table_name)
+                    }
                 except Exception:
                     existing_cols = set()
-                safe_fields = [f for f in fields if isinstance(f, str) and f in existing_cols]
+                safe_fields = [
+                    f for f in fields if isinstance(f, str) and f in existing_cols
+                ]
                 if safe_fields:
                     select_sql = ", ".join([f'"{c}"' for c in safe_fields])
 
@@ -679,7 +728,9 @@ def get_citations_by_ids(
             if conn:
                 pass
 
-    def backfill_human_decisions(self, criteria_parsed: Dict[str, Any], table_name: str = "citations") -> int:
+    def backfill_human_decisions(
+        self, criteria_parsed: Dict[str, Any], table_name: str = "citations"
+    ) -> int:
         """Recompute and persist human_l1_decision / human_l2_decision for all rows.
 
         This is used to ensure decision columns are never stale when the UI fetches
@@ -693,8 +744,16 @@ def backfill_human_decisions(self, criteria_parsed: Dict[str, Any], table_name:
         table_name = _validate_ident(table_name, kind="table_name")
 
         cp = criteria_parsed or {}
-        l1_qs = (cp.get("l1") or {}).get("questions") if isinstance(cp.get("l1"), dict) else None
-        l2_qs = (cp.get("l2") or {}).get("questions") if isinstance(cp.get("l2"), dict) else None
+        l1_qs = (
+            (cp.get("l1") or {}).get("questions")
+            if isinstance(cp.get("l1"), dict)
+            else None
+        )
+        l2_qs = (
+            (cp.get("l2") or {}).get("questions")
+            if isinstance(cp.get("l2"), dict)
+            else None
+        )
         l1_qs = l1_qs if isinstance(l1_qs, list) else []
         l2_qs = l2_qs if isinstance(l2_qs, list) else []
 
@@ -728,7 +787,9 @@ def _human_col(q: str) -> str:
         # If we try to SELECT a non-existent human_* column, the query fails and the
         # caller silently skips the backfill, leaving stale decision columns.
         try:
-            existing_cols = {c.get("column_name") for c in self.get_table_columns(table_name)}
+            existing_cols = {
+                c.get("column_name") for c in self.get_table_columns(table_name)
+            }
         except Exception:
             existing_cols = set()
 
@@ -773,7 +834,9 @@ def _compute(step_qs: List[str], row: Dict[str, Any]) -> str:
                     hobj = _parse_jsonb(hval)
                     selected = hobj.get("selected")
                     # Treat empty/whitespace as unanswered (UI shows "-- select --")
-                    if selected is None or (isinstance(selected, str) and selected.strip() == ""):
+                    if selected is None or (
+                        isinstance(selected, str) and selected.strip() == ""
+                    ):
                         return "undecided"
                     if "exclude" in str(selected).lower():
                         return "exclude"
@@ -810,7 +873,9 @@ def _compute(step_qs: List[str], row: Dict[str, Any]) -> str:
             if conn:
                 pass
 
-    def list_citation_ids(self, filter_step=None, table_name: str = "citations") -> List[int]:
+    def list_citation_ids(
+        self, filter_step=None, table_name: str = "citations"
+    ) -> List[int]:
         """
         Return list of integer primary keys (id) from citations table ordered by id.
         """
@@ -829,7 +894,9 @@ def list_citation_ids(self, filter_step=None, table_name: str = "citations") ->
                     # Validation rule (B1/B2): Full-text list is driven by the human L1 decision.
                     # Do NOT use l1_screen/l2_screen booleans.
                     try:
-                        cur.execute(f'ALTER TABLE "{table_name}" ADD COLUMN IF NOT EXISTS "human_l1_decision" TEXT')
+                        cur.execute(
+                            f'ALTER TABLE "{table_name}" ADD COLUMN IF NOT EXISTS "human_l1_decision" TEXT'
+                        )
                     except Exception:
                         pass
                     cur.execute(
@@ -838,7 +905,9 @@ def list_citation_ids(self, filter_step=None, table_name: str = "citations") ->
                 elif step == "l2":
                     # Validation rule (B1/B2): Extract list is driven by the human L2 decision.
                     try:
-                        cur.execute(f'ALTER TABLE "{table_name}" ADD COLUMN IF NOT EXISTS "human_l2_decision" TEXT')
+                        cur.execute(
+                            f'ALTER TABLE "{table_name}" ADD COLUMN IF NOT EXISTS "human_l2_decision" TEXT'
+                        )
                     except Exception:
                         pass
                     cur.execute(
@@ -866,7 +935,9 @@ def list_fulltext_urls(self, table_name: str = "citations") -> List[str]:
         try:
             conn = postgres_server.conn
             cur = conn.cursor()
-            cur.execute(f'SELECT fulltext_url FROM "{table_name}" WHERE fulltext_url IS NOT NULL')
+            cur.execute(
+                f'SELECT fulltext_url FROM "{table_name}" WHERE fulltext_url IS NOT NULL'
+            )
             rows = cur.fetchall()
 
             return [r[0] for r in rows if r and r[0]]
@@ -924,7 +995,9 @@ def attach_fulltext(
     # -----------------------
     # Column get/set helpers
     # -----------------------
-    def get_column_value(self, citation_id: int, column: str, table_name: str = "citations") -> Any:
+    def get_column_value(
+        self, citation_id: int, column: str, table_name: str = "citations"
+    ) -> Any:
         """
         Return the value stored in `column` for the citation row (or None).
         """
@@ -936,7 +1009,9 @@ def get_column_value(self, citation_id: int, column: str, table_name: str = "cit
                 cur = conn.cursor(cursor_factory=psycopg2.extras.RealDictCursor)
             except Exception:
                 cur = conn.cursor()
-            cur.execute(f'SELECT "{column}" FROM "{table_name}" WHERE id = %s', (citation_id,))
+            cur.execute(
+                f'SELECT "{column}" FROM "{table_name}" WHERE id = %s', (citation_id,)
+            )
             row = cur.fetchone()
             if not row:
                 return None
@@ -954,13 +1029,20 @@ def get_column_value(self, citation_id: int, column: str, table_name: str = "cit
             if conn:
                 pass
 
-    def set_column_value(self, citation_id: int, column: str, value: Any, table_name: str = "citations") -> int:
+    def set_column_value(
+        self, citation_id: int, column: str, value: Any, table_name: str = "citations"
+    ) -> int:
         """
         Generic setter for a citation row column. Will create a TEXT column if it doesn't exist.
         """
         # For simplicity, create a TEXT column. Callers that need JSONB should use update_jsonb_column.
         self.create_column(column, "TEXT", table_name=table_name)
-        return self.update_text_column(citation_id, column, value if value is not None else None, table_name=table_name)
+        return self.update_text_column(
+            citation_id,
+            column,
+            value if value is not None else None,
+            table_name=table_name,
+        )
 
     # -----------------------
     # Per-upload table lifecycle helpers
@@ -1019,7 +1101,12 @@ def create_table_and_insert_sync(
             inserted = 0
             if rows:
                 safe_cols = [snake_case(c) for c in columns]
-                insert_cols = [f'"{c}"' for c in safe_cols] + ['"cit_id"', '"fulltext_url"', '"fulltext"', '"fulltext_md5"']
+                insert_cols = [f'"{c}"' for c in safe_cols] + [
+                    '"cit_id"',
+                    '"fulltext_url"',
+                    '"fulltext"',
+                    '"fulltext_md5"',
+                ]
                 placeholders = ", ".join(["%s"] * len(insert_cols))
                 insert_sql = f'INSERT INTO "{table_name}" ({", ".join(insert_cols)}) VALUES ({placeholders})'
 
@@ -1034,11 +1121,26 @@ def _row_has_data(row: dict) -> bool:
 
                 values = []
                 for r in filtered_rows:
-                    row_vals = [r.get(orig_col) if r.get(orig_col) is not None else None for orig_col in columns]
-                    row_vals.append(r.get("cit_id") if r.get("cit_id") is not None else None)
-                    row_vals.append(r.get("fulltext_url") if r.get("fulltext_url") is not None else None)
-                    row_vals.append(r.get("fulltext") if r.get("fulltext") is not None else None)
-                    row_vals.append(r.get("fulltext_md5") if r.get("fulltext_md5") is not None else None)
+                    row_vals = [
+                        r.get(orig_col) if r.get(orig_col) is not None else None
+                        for orig_col in columns
+                    ]
+                    row_vals.append(
+                        r.get("cit_id") if r.get("cit_id") is not None else None
+                    )
+                    row_vals.append(
+                        r.get("fulltext_url")
+                        if r.get("fulltext_url") is not None
+                        else None
+                    )
+                    row_vals.append(
+                        r.get("fulltext") if r.get("fulltext") is not None else None
+                    )
+                    row_vals.append(
+                        r.get("fulltext_md5")
+                        if r.get("fulltext_md5") is not None
+                        else None
+                    )
                     values.append(tuple(row_vals))
 
                 if values:
@@ -1058,7 +1160,9 @@ def _row_has_data(row: dict) -> bool:
     # NOTE: legacy per-database helpers (drop_database, create_db_and_table_sync) were
     # intentionally removed in favor of per-upload tables in a shared database.
 
-    def load_include_columns_from_criteria(self, sr_doc: Optional[Dict[str, Any]] = None) -> List[str]:
+    def load_include_columns_from_criteria(
+        self, sr_doc: Optional[Dict[str, Any]] = None
+    ) -> List[str]:
         """
         Load the 'include' list for L1 screening.
         Mirrors logic previously embedded in the citations router but kept here
@@ -1080,7 +1184,13 @@ def load_include_columns_from_criteria(self, sr_doc: Optional[Dict[str, Any]] =
             pass
 
         # 2) fallback to project file
-        cfg_path = os.path.join(os.path.dirname(__file__), "..", "sr_setup", "configs", "criteria_config_measles_updated.yaml")
+        cfg_path = os.path.join(
+            os.path.dirname(__file__),
+            "..",
+            "sr_setup",
+            "configs",
+            "criteria_config_measles_updated.yaml",
+        )
         cfg_path = os.path.normpath(cfg_path)
         try:
             import yaml
@@ -1096,7 +1206,9 @@ def load_include_columns_from_criteria(self, sr_doc: Optional[Dict[str, Any]] =
         except Exception:
             return []
 
-    def build_combined_citation_from_row(self, row: Dict[str, Any], include_columns: List[str]) -> str:
+    def build_combined_citation_from_row(
+        self, row: Dict[str, Any], include_columns: List[str]
+    ) -> str:
         parts: List[str] = []
         if not row:
             return ""
diff --git a/backend/api/services/citation_search/europePMC_citation_collection.py b/backend/api/services/citation_search/europePMC_citation_collection.py
index f9842a21..8b62d15b 100644
--- a/backend/api/services/citation_search/europePMC_citation_collection.py
+++ b/backend/api/services/citation_search/europePMC_citation_collection.py
@@ -5,22 +5,24 @@
 from requests.adapters import HTTPAdapter
 from urllib3.util.retry import Retry
 
-logging.basicConfig(level=logging.INFO, 
-                   format='%(asctime)s - %(name)s - %(levelname)s - %(message)s')
+logging.basicConfig(
+    level=logging.INFO, format="%(asctime)s - %(name)s - %(levelname)s - %(message)s"
+)
 logger = logging.getLogger("grep-exp-pubmed-citations")
 
+
 class EuropePMCCitationCollector:
     def __init__(self):
         self.base_url = "https://www.ebi.ac.uk/europepmc/webservices/rest/search"
         self.citations = []
-        
+
         # Set up retry-capable session
         self.session = requests.Session()
         retry_strategy = Retry(
             total=3,
             backoff_factor=0.3,
             status_forcelist=[429, 500, 502, 503, 504],
-            allowed_methods=["GET", "HEAD"]
+            allowed_methods=["GET", "HEAD"],
         )
         adapter = HTTPAdapter(max_retries=retry_strategy)
         self.session.mount("http://", adapter)
@@ -33,9 +35,9 @@ def fetch_data(self, search_term, cursor_mark="*"):
                 "query": search_term,
                 "pageSize": 100,
                 "format": "json",
-                "cursorMark": cursor_mark
+                "cursorMark": cursor_mark,
             }
-            
+
             response = self.session.get(self.base_url, params=params, timeout=30)
             response.raise_for_status()
             return response.json()
@@ -57,115 +59,140 @@ def extract_citation_data(self, entry):
                     year = int(entry.get("pubYear"))
                 except (ValueError, TypeError):
                     year = None
-            
+
             # Extract keywords safely
             keywords = []
             keyword_list = entry.get("keywordList")
             if isinstance(keyword_list, dict) and "keyword" in keyword_list:
-                keywords = keyword_list["keyword"] if isinstance(keyword_list["keyword"], list) else [keyword_list["keyword"]]
-            
+                keywords = (
+                    keyword_list["keyword"]
+                    if isinstance(keyword_list["keyword"], list)
+                    else [keyword_list["keyword"]]
+                )
+
             # Extract publication types safely
             pub_types = []
             pub_type_list = entry.get("pubTypeList")
             if isinstance(pub_type_list, dict) and "pubType" in pub_type_list:
-                pub_types = pub_type_list["pubType"] if isinstance(pub_type_list["pubType"], list) else [pub_type_list["pubType"]]
-            
+                pub_types = (
+                    pub_type_list["pubType"]
+                    if isinstance(pub_type_list["pubType"], list)
+                    else [pub_type_list["pubType"]]
+                )
+
             # Extract full text URLs safely
             full_text_urls = []
             full_text_url_list = entry.get("fullTextUrlList")
-            if isinstance(full_text_url_list, dict) and "fullTextUrl" in full_text_url_list:
+            if (
+                isinstance(full_text_url_list, dict)
+                and "fullTextUrl" in full_text_url_list
+            ):
                 urls = full_text_url_list["fullTextUrl"]
                 if isinstance(urls, list):
-                    full_text_urls = [url.get("url") for url in urls if isinstance(url, dict) and url.get("url")]
+                    full_text_urls = [
+                        url.get("url")
+                        for url in urls
+                        if isinstance(url, dict) and url.get("url")
+                    ]
                 elif isinstance(urls, dict):
                     if urls.get("url"):
                         full_text_urls = [urls["url"]]
-            
+
             citation_data = {
-                'source': 'Europe PMC',
-                'id': entry.get("id"),
-                'pmid': entry.get("pmid"),
-                'pmcid': entry.get("pmcid"),
-                'title': entry.get("title"),
-                'authors': entry.get("authorList", {}).get("author", []) if isinstance(entry.get("authorList"), dict) else [],
-                'author_string': entry.get("authorString"),
-                'abstract': entry.get("abstractText"),
-                'keywords': keywords,
-                'doi': entry.get("doi"),
-                'journal': entry.get("journalTitle"),
-                'issn': entry.get("journalIssn"),
-                'volume': entry.get("journalVolume"),
-                'issue': entry.get("issue"),
-                'pages': entry.get("pageInfo"),
-                'publication_types': pub_types,
-                'date': entry.get("firstPublicationDate"),
-                'year': year,
-                'language': entry.get("language"),
-                'full_text_urls': full_text_urls,
-                'is_open_access': entry.get("isOpenAccess"),
-                'has_pdf': entry.get("hasPDF"),
-                'pdf_attempted': False,
-                'pdf_success': False,
-                'pdf_url': None,
-                'pdf_error': None
+                "source": "Europe PMC",
+                "id": entry.get("id"),
+                "pmid": entry.get("pmid"),
+                "pmcid": entry.get("pmcid"),
+                "title": entry.get("title"),
+                "authors": (
+                    entry.get("authorList", {}).get("author", [])
+                    if isinstance(entry.get("authorList"), dict)
+                    else []
+                ),
+                "author_string": entry.get("authorString"),
+                "abstract": entry.get("abstractText"),
+                "keywords": keywords,
+                "doi": entry.get("doi"),
+                "journal": entry.get("journalTitle"),
+                "issn": entry.get("journalIssn"),
+                "volume": entry.get("journalVolume"),
+                "issue": entry.get("issue"),
+                "pages": entry.get("pageInfo"),
+                "publication_types": pub_types,
+                "date": entry.get("firstPublicationDate"),
+                "year": year,
+                "language": entry.get("language"),
+                "full_text_urls": full_text_urls,
+                "is_open_access": entry.get("isOpenAccess"),
+                "has_pdf": entry.get("hasPDF"),
+                "pdf_attempted": False,
+                "pdf_success": False,
+                "pdf_url": None,
+                "pdf_error": None,
             }
-            
+
             return citation_data
-            
+
         except Exception as e:
-            logger.error(f"Error extracting citation data from Europe PMC entry {entry.get('id', 'Unknown ID')}: {e}")
+            logger.error(
+                f"Error extracting citation data from Europe PMC entry {entry.get('id', 'Unknown ID')}: {e}"
+            )
             return None
 
     def collect_citations(self, search_term, max_articles=1000):
         """Main method to collect citations from Europe PMC"""
         logger.info(f"Starting Europe PMC citation collection")
         logger.info(f"Search query: {search_term[:100]}...")
-        
+
         try:
             cursor_mark = "*"
             total_processed = 0
             next_cursor_mark = None
             self.citations = []
-            
+
             # Continue until we reach max_articles or no more results
             while cursor_mark != next_cursor_mark and total_processed < max_articles:
                 # Fetch batch
                 response_data = self.fetch_data(search_term, cursor_mark)
                 entries = response_data.get("resultList", {}).get("result", [])
-                
+
                 if not entries:
                     logger.info("No more results found or API error")
                     break
-                
+
                 # Update cursor for next request
                 next_cursor_mark = response_data.get("nextCursorMark")
-                
+
                 # Log progress
                 batch_size = len(entries)
                 logger.info(f"Retrieved batch of {batch_size} articles. Processing...")
-                
+
                 # Process entries
                 for i, entry in enumerate(entries):
                     if total_processed >= max_articles:
-                        logger.info(f"Reached maximum number of articles ({max_articles})")
+                        logger.info(
+                            f"Reached maximum number of articles ({max_articles})"
+                        )
                         break
-                        
+
                     try:
                         article_num = total_processed + i + 1
-                        logger.info(f"Processing article {article_num}: {entry.get('title', 'Unknown title')}")
-                        
+                        logger.info(
+                            f"Processing article {article_num}: {entry.get('title', 'Unknown title')}"
+                        )
+
                         citation_data = self.extract_citation_data(entry)
                         if citation_data:
                             self.citations.append(citation_data)
-                            
+
                     except Exception as e:
                         logger.error(f"Error processing entry: {e}")
                         continue
-                
+
                 # Update for next iteration
                 total_processed += len(entries)
                 logger.info(f"Processed {total_processed} articles so far")
-                
+
                 # Update cursor for next request
                 if next_cursor_mark and next_cursor_mark != cursor_mark:
                     cursor_mark = next_cursor_mark
@@ -174,10 +201,12 @@ def collect_citations(self, search_term, max_articles=1000):
                     time.sleep(2)
                 else:
                     break
-                    
-            logger.info(f"Completed processing. Collected {len(self.citations)} citations.")
+
+            logger.info(
+                f"Completed processing. Collected {len(self.citations)} citations."
+            )
             return self.citations
-            
+
         except Exception as e:
             logger.error(f"Unexpected error in citation collection: {e}")
-            return []
\ No newline at end of file
+            return []
diff --git a/backend/api/services/citation_search/pubmed_citation_collection.py b/backend/api/services/citation_search/pubmed_citation_collection.py
index 38449de1..ef7bf4ed 100644
--- a/backend/api/services/citation_search/pubmed_citation_collection.py
+++ b/backend/api/services/citation_search/pubmed_citation_collection.py
@@ -5,6 +5,7 @@
 import logging
 import string
 import time
+
 # from unidecode import unidecode
 from cleantext import clean
 from datetime import datetime
@@ -14,240 +15,259 @@
 ENTREZ_EMAIL = settings.ENTREZ_EMAIL
 ENTREZ_API_KEY = settings.ENTREZ_API_KEY
 # Configure logging
-logging.basicConfig(level=logging.INFO, 
-                   format='%(asctime)s - %(name)s - %(levelname)s - %(message)s')
+logging.basicConfig(
+    level=logging.INFO, format="%(asctime)s - %(name)s - %(levelname)s - %(message)s"
+)
 logger = logging.getLogger("grep-exp-pubmed-citations")
 
 
 class PubMedCitationCollector:
-  def __init__(self):
-      self.citations = []
-        
-  def extract_citation_data(self, paper):
-      """Extract citation metadata from a PubMed article"""
-      try:
-          # Basic information
-          title = paper['MedlineCitation']['Article'].get('ArticleTitle', '')
-          if title:
-              title = clean(title.rstrip("."), lower=False, fix_unicode=True)
-          
-          pmid = str(paper['MedlineCitation']['PMID'])
-          
-          # Authors
-          authors = []
-          if 'AuthorList' in paper['MedlineCitation']['Article']:
-              for author in paper['MedlineCitation']['Article']['AuthorList']:
-                  last_name = author.get('LastName', '')
-                  fore_name = author.get('ForeName', '')
-                  full_name = ' '.join(filter(None, [fore_name, last_name]))
-                  if full_name:
-                      authors.append(full_name)
-          
-          # Keywords
-          keywords = []
-          if 'KeywordList' in paper['MedlineCitation'] and paper['MedlineCitation']['KeywordList']:
-              keywords = [str(kw) for kw in paper['MedlineCitation']['KeywordList'][0]]
-          
-          # DOI
-          doi = None
-          for e_location in paper['MedlineCitation']['Article'].get('ELocationID', []):
-              if e_location.attributes['EIdType'] == 'doi':
-                  doi = str(e_location)
-                  break
-          
-          # If no DOI found in article, try CrossRef
-          if doi is None:
-              doi = self.find_doi_crossref(title)
-          
-          # Date
-          article_date = paper['MedlineCitation']['Article'].get('ArticleDate', [])
-          date = None
-          if article_date:
-              date = f"{article_date[0]['Year']}/{article_date[0]['Month']}/{article_date[0]['Day']}"
-          
-          # Abstract
-          abstract_texts = paper['MedlineCitation']['Article'].get('Abstract', {}).get('AbstractText', [])
-          abstract = ' '.join([str(text) for text in abstract_texts])
-          
-          # Journal info
-          journal_info = paper['MedlineCitation']['Article']['Journal']
-
-          # Publication Type
-          pt = [str(pt) for pt in paper['MedlineCitation']['Article']['PublicationTypeList']]
-          
-          # Compile citation data
-          citation_data = {
-              'source': 'PubMed',
-              'id': pmid,
-              'title': title,
-              'authors': ', '.join(authors),
-              'abstract': abstract,
-              'keywords': ', '.join(keywords),
-              'doi': doi,
-              'pmid': pmid,
-              'journal': journal_info['Title'],
-              'issn': ''.join(journal_info.get('ISSN', [])),
-              'publication_types': ', '.join(pt),
-              'date': date,
-              'year': paper['MedlineCitation']['Article']['Journal']['JournalIssue']['PubDate'].get('Year'),
-              'volume': journal_info['JournalIssue'].get('Volume'),
-              'issue': journal_info['JournalIssue'].get('Issue'),
-              'language': ', '.join(paper['MedlineCitation']['Article'].get('Language', [])),
-              'pdf_attempted': False,
-              'pdf_success': False,
-              'pdf_url': None,
-              'pdf_error': None
-          }
-          
-          return citation_data
-          
-      except Exception as e:
-          logger.error(f"Error extracting citation data: {e}")
-          return None
-  
-  def collect_citations(self, search_term, mindate=None, maxdate=None, max_articles=1000):
-      """Main method to collect citations from PubMed"""
-      
-      Entrez.email = ENTREZ_EMAIL
-      Entrez.api_key = ENTREZ_API_KEY
-
-
-      logger.info(f"Starting PubMed citation collection")
-      logger.info(f"Search term: {search_term[:100]}...")
-      if mindate and maxdate:
-          logger.info(f"Date range: {mindate} to {maxdate}")
-      elif mindate:
-          logger.info(f"Date range: {mindate} to present")
-      elif maxdate:
-          logger.info(f"Date range: earliest to {maxdate}")
-      else:
-          logger.info("No date range specified")
-
-      search_params = {
-      'db': 'pubmed',
-      'sort': 'pub_date', 
-      'retmode': 'xml',
-      'retmax': max_articles,
-      'term': search_term,
-      }
-
-      if mindate: 
-          search_params['mindate'] = mindate
-      if maxdate:
-          search_params['maxdate'] = maxdate
-      
-      try:
-        handle = Entrez.esearch(**search_params)
-        pmid_list = Entrez.read(handle)
-        pmid_list = pmid_list.get('IdList', [])
-      except Exception as e:
-        logger.error(f"Error searching PubMed: {e}")
-        pmid_list = []
-
-      # Search PubMed
-      # pmid_list = search_pubmed(search_term, mindate, maxdate, max_articles)
-      
-      if not pmid_list:
-          logger.warning("No PMIDs found")
-          return []
-      
-      total_pmids = len(pmid_list)
-      logger.info(f"Found {total_pmids} PMIDs")
-      
-      # Limit to max_articles
-      if max_articles and total_pmids > max_articles:
-          logger.info(f"Limiting to {max_articles} articles")
-          pmid_list = pmid_list[:max_articles]
-      
-      # Fetch article details
-      logger.info(f"Fetching details for {len(pmid_list)} articles")
-      papers = self.fetch_details_batch(pmid_list)
-      
-      # Extract citation data
-      self.citations = []
-      for i, paper in enumerate(papers):
-          try:
-            #   logger.info(f"Processing article {i+1}/{len(papers)}")
-              citation_data = self.extract_citation_data(paper)
-              if citation_data:
-                  self.citations.append(citation_data)
-                  
-          except Exception as e:
-              logger.error(f"Error processing paper {i}: {e}")
-              continue
-      
-      logger.info(f"Successfully collected {len(self.citations)} citations")
-      return self.citations
-    
-  def find_doi_crossref(self, title):
-    """Find DOI using CrossRef API"""
-    if not title:
-        return None
-        
-    url = "https://api.crossref.org/works"
-    params = {
-        'query.title': title,
-        'rows': 1
-    }
-    
-    try:
-        response = requests.get(url, params=params, timeout=10)
-        
-        if response.status_code == 200:
-            data = response.json()
-            items = data['message']['items']
-            
-            if items:
-                first_item = items[0]
-                result_title = first_item['title'][0]
-                
-                if self.clean_title(result_title) == self.clean_title(title):
-                    return first_item['DOI']
-        
-        return None
-    except Exception as e:
-        logger.warning(f"Error finding DOI for title: {e}")
-        return None
-      
-  def fetch_details_batch(self, id_list, batch_size=50):
-    """Fetch details for PubMed IDs in batches"""
-    if not id_list:
-        return []
-        
-    Entrez.email = ENTREZ_EMAIL
-    Entrez.api_key = ENTREZ_API_KEY
-    
-    all_results = []
-    print(id_list)
-    print(f"Number of IDs: {len(id_list)}")
-
-    # id_list = list(id_list)
-    
-    for i in range(0, len(id_list), batch_size):
-        batch_ids = id_list[i:i+batch_size]
-        ids = ','.join(batch_ids)
-        
+    def __init__(self):
+        self.citations = []
+
+    def extract_citation_data(self, paper):
+        """Extract citation metadata from a PubMed article"""
+        try:
+            # Basic information
+            title = paper["MedlineCitation"]["Article"].get("ArticleTitle", "")
+            if title:
+                title = clean(title.rstrip("."), lower=False, fix_unicode=True)
+
+            pmid = str(paper["MedlineCitation"]["PMID"])
+
+            # Authors
+            authors = []
+            if "AuthorList" in paper["MedlineCitation"]["Article"]:
+                for author in paper["MedlineCitation"]["Article"]["AuthorList"]:
+                    last_name = author.get("LastName", "")
+                    fore_name = author.get("ForeName", "")
+                    full_name = " ".join(filter(None, [fore_name, last_name]))
+                    if full_name:
+                        authors.append(full_name)
+
+            # Keywords
+            keywords = []
+            if (
+                "KeywordList" in paper["MedlineCitation"]
+                and paper["MedlineCitation"]["KeywordList"]
+            ):
+                keywords = [
+                    str(kw) for kw in paper["MedlineCitation"]["KeywordList"][0]
+                ]
+
+            # DOI
+            doi = None
+            for e_location in paper["MedlineCitation"]["Article"].get(
+                "ELocationID", []
+            ):
+                if e_location.attributes["EIdType"] == "doi":
+                    doi = str(e_location)
+                    break
+
+            # If no DOI found in article, try CrossRef
+            if doi is None:
+                doi = self.find_doi_crossref(title)
+
+            # Date
+            article_date = paper["MedlineCitation"]["Article"].get("ArticleDate", [])
+            date = None
+            if article_date:
+                date = f"{article_date[0]['Year']}/{article_date[0]['Month']}/{article_date[0]['Day']}"
+
+            # Abstract
+            abstract_texts = (
+                paper["MedlineCitation"]["Article"]
+                .get("Abstract", {})
+                .get("AbstractText", [])
+            )
+            abstract = " ".join([str(text) for text in abstract_texts])
+
+            # Journal info
+            journal_info = paper["MedlineCitation"]["Article"]["Journal"]
+
+            # Publication Type
+            pt = [
+                str(pt)
+                for pt in paper["MedlineCitation"]["Article"]["PublicationTypeList"]
+            ]
+
+            # Compile citation data
+            citation_data = {
+                "source": "PubMed",
+                "id": pmid,
+                "title": title,
+                "authors": ", ".join(authors),
+                "abstract": abstract,
+                "keywords": ", ".join(keywords),
+                "doi": doi,
+                "pmid": pmid,
+                "journal": journal_info["Title"],
+                "issn": "".join(journal_info.get("ISSN", [])),
+                "publication_types": ", ".join(pt),
+                "date": date,
+                "year": paper["MedlineCitation"]["Article"]["Journal"]["JournalIssue"][
+                    "PubDate"
+                ].get("Year"),
+                "volume": journal_info["JournalIssue"].get("Volume"),
+                "issue": journal_info["JournalIssue"].get("Issue"),
+                "language": ", ".join(
+                    paper["MedlineCitation"]["Article"].get("Language", [])
+                ),
+                "pdf_attempted": False,
+                "pdf_success": False,
+                "pdf_url": None,
+                "pdf_error": None,
+            }
+
+            return citation_data
+
+        except Exception as e:
+            logger.error(f"Error extracting citation data: {e}")
+            return None
+
+    def collect_citations(
+        self, search_term, mindate=None, maxdate=None, max_articles=1000
+    ):
+        """Main method to collect citations from PubMed"""
+
+        Entrez.email = ENTREZ_EMAIL
+        Entrez.api_key = ENTREZ_API_KEY
+
+        logger.info(f"Starting PubMed citation collection")
+        logger.info(f"Search term: {search_term[:100]}...")
+        if mindate and maxdate:
+            logger.info(f"Date range: {mindate} to {maxdate}")
+        elif mindate:
+            logger.info(f"Date range: {mindate} to present")
+        elif maxdate:
+            logger.info(f"Date range: earliest to {maxdate}")
+        else:
+            logger.info("No date range specified")
+
+        search_params = {
+            "db": "pubmed",
+            "sort": "pub_date",
+            "retmode": "xml",
+            "retmax": max_articles,
+            "term": search_term,
+        }
+
+        if mindate:
+            search_params["mindate"] = mindate
+        if maxdate:
+            search_params["maxdate"] = maxdate
+
+        try:
+            handle = Entrez.esearch(**search_params)
+            pmid_list = Entrez.read(handle)
+            pmid_list = pmid_list.get("IdList", [])
+        except Exception as e:
+            logger.error(f"Error searching PubMed: {e}")
+            pmid_list = []
+
+        # Search PubMed
+        # pmid_list = search_pubmed(search_term, mindate, maxdate, max_articles)
+
+        if not pmid_list:
+            logger.warning("No PMIDs found")
+            return []
+
+        total_pmids = len(pmid_list)
+        logger.info(f"Found {total_pmids} PMIDs")
+
+        # Limit to max_articles
+        if max_articles and total_pmids > max_articles:
+            logger.info(f"Limiting to {max_articles} articles")
+            pmid_list = pmid_list[:max_articles]
+
+        # Fetch article details
+        logger.info(f"Fetching details for {len(pmid_list)} articles")
+        papers = self.fetch_details_batch(pmid_list)
+
+        # Extract citation data
+        self.citations = []
+        for i, paper in enumerate(papers):
+            try:
+                #   logger.info(f"Processing article {i+1}/{len(papers)}")
+                citation_data = self.extract_citation_data(paper)
+                if citation_data:
+                    self.citations.append(citation_data)
+
+            except Exception as e:
+                logger.error(f"Error processing paper {i}: {e}")
+                continue
+
+        logger.info(f"Successfully collected {len(self.citations)} citations")
+        return self.citations
+
+    def find_doi_crossref(self, title):
+        """Find DOI using CrossRef API"""
+        if not title:
+            return None
+
+        url = "https://api.crossref.org/works"
+        params = {"query.title": title, "rows": 1}
+
         try:
-            handle = Entrez.efetch(db='pubmed', retmode='xml', id=ids)
-            results = Entrez.read(handle)
-            
-            if "PubmedArticle" in results:
-                all_results.extend(results["PubmedArticle"])
-                
-            # Add delay to be nice to API
-            if i + batch_size < len(id_list):
-                time.sleep(1)
-                
+            response = requests.get(url, params=params, timeout=10)
+
+            if response.status_code == 200:
+                data = response.json()
+                items = data["message"]["items"]
+
+                if items:
+                    first_item = items[0]
+                    result_title = first_item["title"][0]
+
+                    if self.clean_title(result_title) == self.clean_title(title):
+                        return first_item["DOI"]
+
+            return None
         except Exception as e:
-            logger.error(f"Error fetching details for batch {i//batch_size + 1}: {e}")
-            continue
-    
-    return all_results
-  
-  def clean_title(self, title):
-    """Clean and normalize a title"""
-    if not title:
-        return ""
-    title = title.lower()
-    title = title.translate(str.maketrans('', '', string.punctuation))
-    return title
\ No newline at end of file
+            logger.warning(f"Error finding DOI for title: {e}")
+            return None
+
+    def fetch_details_batch(self, id_list, batch_size=50):
+        """Fetch details for PubMed IDs in batches"""
+        if not id_list:
+            return []
+
+        Entrez.email = ENTREZ_EMAIL
+        Entrez.api_key = ENTREZ_API_KEY
+
+        all_results = []
+        print(id_list)
+        print(f"Number of IDs: {len(id_list)}")
+
+        # id_list = list(id_list)
+
+        for i in range(0, len(id_list), batch_size):
+            batch_ids = id_list[i : i + batch_size]
+            ids = ",".join(batch_ids)
+
+            try:
+                handle = Entrez.efetch(db="pubmed", retmode="xml", id=ids)
+                results = Entrez.read(handle)
+
+                if "PubmedArticle" in results:
+                    all_results.extend(results["PubmedArticle"])
+
+                # Add delay to be nice to API
+                if i + batch_size < len(id_list):
+                    time.sleep(1)
+
+            except Exception as e:
+                logger.error(
+                    f"Error fetching details for batch {i//batch_size + 1}: {e}"
+                )
+                continue
+
+        return all_results
+
+    def clean_title(self, title):
+        """Clean and normalize a title"""
+        if not title:
+            return ""
+        title = title.lower()
+        title = title.translate(str.maketrans("", "", string.punctuation))
+        return title
diff --git a/backend/api/services/citation_search/scopus_citation_collection.py b/backend/api/services/citation_search/scopus_citation_collection.py
index a5fba9ec..c52f8151 100644
--- a/backend/api/services/citation_search/scopus_citation_collection.py
+++ b/backend/api/services/citation_search/scopus_citation_collection.py
@@ -1,5 +1,6 @@
 import requests
 
+
 class ScopusDataProcessor:
     def __init__(self, api_key, base_url):
         self._api_key = api_key
@@ -8,11 +9,13 @@ def __init__(self, api_key, base_url):
         self.data = []
 
     def fetch_data(self, start, search_term):
-        params = { "query": search_term, 
-                  "apiKey": self._api_key, 
-                  "count": 25, 
-                  "start": start, 
-                  "view": "COMPLETE"} 
+        params = {
+            "query": search_term,
+            "apiKey": self._api_key,
+            "count": 25,
+            "start": start,
+            "view": "COMPLETE",
+        }
         response = requests.get(self._URL, params=params)
         if response.status_code == 200:
             return response.json()
@@ -23,7 +26,9 @@ def process_entry(self, entry):
         pdf_link_call = self.get_open_access_link(entry.get("prism:doi"))
         return {
             "Refid": entry.get("dc:identifier"),
-            "Author": ", ".join([author["authname"] for author in entry.get("author", [])]),
+            "Author": ", ".join(
+                [author["authname"] for author in entry.get("author", [])]
+            ),
             "Title": entry.get("dc:title"),
             "Abstract": entry.get("dc:description"),
             "Accession Number": entry.get("eid"),
@@ -38,7 +43,11 @@ def process_entry(self, entry):
             "ISSN": entry.get("prism:issn"),
             "Issue": entry.get("prism:issueIdentifier"),
             "Journal": entry.get("prism:publicationName"),
-            "Keywords": entry.get("authkeywords").replace(" |", ",") if entry.get("authkeywords") != None else None,
+            "Keywords": (
+                entry.get("authkeywords").replace(" |", ",")
+                if entry.get("authkeywords") != None
+                else None
+            ),
             "Language": None,
             "Notes": None,
             "Original Publication": None,
@@ -61,13 +70,15 @@ def process_entry(self, entry):
             "Is this article primary research?": None,
             "Is this article on the human population?": None,
             "Is the main focus of this study about measles disease?": None,
-            "Measles aka rubeola, Morbilli, red measles, English measles": None
+            "Measles aka rubeola, Morbilli, red measles, English measles": None,
         }
 
     def consume_api(self, search_term, delay=1):
         res_data = self.fetch_data(0)
 
-        total_results = int(res_data.get("search-results", {}).get("opensearch:totalResults"))
+        total_results = int(
+            res_data.get("search-results", {}).get("opensearch:totalResults")
+        )
         for start in range(0, total_results, 25):
             res_data = self.fetch_data(start, search_term)
             entries = res_data.get("search-results", {}).get("entry", [])
@@ -83,7 +94,7 @@ def get_open_access_link(self, doi):
 
         if response and response.status_code == 200:
             data = response.json()
-            link = data.get('url', None)
-            if link and 'pdf' in link.lower():
+            link = data.get("url", None)
+            if link and "pdf" in link.lower():
                 return link
-        return None
\ No newline at end of file
+        return None
diff --git a/backend/api/services/document_service.py b/backend/api/services/document_service.py
index 571ed429..fca2b7be 100644
--- a/backend/api/services/document_service.py
+++ b/backend/api/services/document_service.py
@@ -36,7 +36,9 @@ async def convert_document_to_markdown(
         result["processor_used"] = "azure_doc_intelligence"
         return result
 
-    async def get_raw_analysis_result(self, conversion_id: str) -> Optional[Dict[str, Any]]:
+    async def get_raw_analysis_result(
+        self, conversion_id: str
+    ) -> Optional[Dict[str, Any]]:
         if not azure_docint_client:
             return None
         return await azure_docint_client.get_raw_analysis_result(conversion_id)
diff --git a/backend/api/services/grobid_service.py b/backend/api/services/grobid_service.py
index 6bed76ff..94d46e06 100644
--- a/backend/api/services/grobid_service.py
+++ b/backend/api/services/grobid_service.py
@@ -16,7 +16,7 @@
     "formula": "rgba(255, 165, 0, 1)",  # Orange
     "figure": "rgba(165, 42, 42, 1)",  # Brown
     "title": "rgba(255, 0, 0, 1)",  # Red
-    "affiliation": "rgba(255, 165, 0, 1)"  # red-orengi
+    "affiliation": "rgba(255, 165, 0, 1)",  # red-orengi
 }
 
 
@@ -27,11 +27,13 @@ def get_color(name, param):
 
     return color
 
+
 def exclude_tags(tag):
     ret = False
-    ret |= tag.name != 'abstract' # exclude the abstract
+    ret |= tag.name != "abstract"  # exclude the abstract
     return ret
 
+
 class GrobidService:
     def __init__(self):
 
@@ -77,16 +79,20 @@ def is_available(self) -> bool:
 
     async def process_structure(self, input_path) -> (dict, list):
         if not self.grobid_client:
-            raise RuntimeError("GROBID client is not available (service not configured or down)")
-        pdf_file, status, text = self.grobid_client.process_pdf("processFulltextDocument",
-                                                                input_path,
-                                                                consolidate_header=True,
-                                                                consolidate_citations=False,
-                                                                segment_sentences=True,
-                                                                tei_coordinates=True,
-                                                                include_raw_citations=False,
-                                                                include_raw_affiliations=False,
-                                                                generateIDs=True)
+            raise RuntimeError(
+                "GROBID client is not available (service not configured or down)"
+            )
+        pdf_file, status, text = self.grobid_client.process_pdf(
+            "processFulltextDocument",
+            input_path,
+            consolidate_header=True,
+            consolidate_citations=False,
+            segment_sentences=True,
+            tei_coordinates=True,
+            include_raw_citations=False,
+            include_raw_affiliations=False,
+            generateIDs=True,
+        )
 
         if status != 200:
             return
@@ -99,23 +105,29 @@ async def process_structure(self, input_path) -> (dict, list):
     @staticmethod
     def box_to_dict(box, color=None, type=None, text=None):
 
-        item = {"page": box[0], "x": box[1], "y": box[2], "width": box[3], "height": box[4]}
+        item = {
+            "page": box[0],
+            "x": box[1],
+            "y": box[2],
+            "width": box[3],
+            "height": box[4],
+        }
         if color is not None:
-            item['color'] = color
+            item["color"] = color
 
         if type:
-            item['type'] = type
+            item["type"] = type
 
         if text:
-            item['text'] = text
+            item["text"] = text
 
         return item
 
     async def get_coordinates(self, text):
-        soup = BeautifulSoup(text, 'xml')
+        soup = BeautifulSoup(text, "xml")
 
         # exclude certain tag names
-        all_blocks_with_coordinates = soup.find('text').find_all(coords=True)
+        all_blocks_with_coordinates = soup.find("text").find_all(coords=True)
         # all_blocks_with_coordinates = soup.find_all()
 
         # if use_sentences:
@@ -124,27 +136,35 @@ async def get_coordinates(self, text):
         coordinates = []
         count = 0
         for block_id, block in enumerate(all_blocks_with_coordinates):
-            for box in filter(lambda c: len(c) > 0 and c[0] != "", block['coords'].split(";")):
+            for box in filter(
+                lambda c: len(c) > 0 and c[0] != "", block["coords"].split(";")
+            ):
                 coordinates.append(
                     self.box_to_dict(
                         box.split(","),
                         get_color(block.name, count % 2 == 0),
                         type=block.name,
-                        text=block.text
+                        text=block.text,
                     ),
                 )
             count += 1
         return coordinates
 
     async def get_pages(self, text):
-        soup = BeautifulSoup(text, 'xml')
+        soup = BeautifulSoup(text, "xml")
         pages_infos = soup.find_all("surface")
 
-        pages = [{'width': float(page['lrx']) - float(page['ulx']), 'height': float(page['lry']) - float(page['uly'])}
-             for page in pages_infos]
+        pages = [
+            {
+                "width": float(page["lrx"]) - float(page["ulx"]),
+                "height": float(page["lry"]) - float(page["uly"]),
+            }
+            for page in pages_infos
+        ]
 
         return pages
 
+
 # Global instance
 try:
     grobid_service = GrobidService()
diff --git a/backend/api/services/postgres_auth.py b/backend/api/services/postgres_auth.py
index e053339c..4c38379f 100644
--- a/backend/api/services/postgres_auth.py
+++ b/backend/api/services/postgres_auth.py
@@ -71,8 +71,14 @@ def conn(self):
         #   psycopg2.errors.InFailedSqlTransaction
         # Heal it proactively so one bad request cannot poison the process.
         try:
-            if self._conn and self._conn.get_transaction_status() == psycopg2.extensions.TRANSACTION_STATUS_INERROR:
-                logger.warning("Postgres connection in aborted transaction; rolling back")
+            if (
+                self._conn
+                and self._conn.get_transaction_status()
+                == psycopg2.extensions.TRANSACTION_STATUS_INERROR
+            ):
+                logger.warning(
+                    "Postgres connection in aborted transaction; rolling back"
+                )
                 self._conn.rollback()
         except Exception:
             # If rollback fails, reconnect.
@@ -128,7 +134,9 @@ def _refresh_azure_token(self) -> str:
                 )
             token = self._credential.get_token(self._AZURE_POSTGRES_SCOPE)
             self._token = token.token
-            self._token_expiration = token.expires_on - self._TOKEN_REFRESH_BUFFER_SECONDS
+            self._token_expiration = (
+                token.expires_on - self._TOKEN_REFRESH_BUFFER_SECONDS
+            )
         return self._token
 
     @staticmethod
@@ -167,7 +175,12 @@ def _candidate_kwargs(self, mode: str, psycopg3: bool = False) -> Dict[str, Any]
             kwargs["password"] = prof.get("password")
 
         # Sanity checks
-        required = [kwargs.get("host"), kwargs.get("database"), kwargs.get("user"), kwargs.get("port")]
+        required = [
+            kwargs.get("host"),
+            kwargs.get("database"),
+            kwargs.get("user"),
+            kwargs.get("port"),
+        ]
         if not all(required):
             raise RuntimeError(f"Incomplete Postgres config for mode={mode}")
 
@@ -188,7 +201,9 @@ def _connect(self):
         try:
             return self._connect_with_mode(primary_mode)
         except Exception as e:
-            logger.error("Postgres connect failed (mode=%s): %s", primary_mode, e, exc_info=True)
+            logger.error(
+                "Postgres connect failed (mode=%s): %s", primary_mode, e, exc_info=True
+            )
             raise psycopg2.OperationalError(
                 f"Could not connect to Postgres for mode={primary_mode}"
             )
@@ -200,13 +215,14 @@ async def aconn(self) -> AsyncIterator[psycopg.AsyncConnection]:
         Commits automatically on clean exit, rolls back on exception.
         """
         kwargs = self._candidate_kwargs(self._mode(), psycopg3=True)
-        async with await psycopg.AsyncConnection.connect(**kwargs, row_factory=dict_row) as conn:
+        async with await psycopg.AsyncConnection.connect(
+            **kwargs, row_factory=dict_row
+        ) as conn:
             yield conn
 
     def __repr__(self) -> str:
         status = "open" if self._conn and not self._conn.closed else "closed"
-        return (
-            f"<PostgresServer mode={settings.POSTGRES_MODE} conn={status}>"
-        )
+        return f"<PostgresServer mode={settings.POSTGRES_MODE} conn={status}>"
+
 
-postgres_server = PostgresServer()
\ No newline at end of file
+postgres_server = PostgresServer()
diff --git a/backend/api/services/sr_db_service.py b/backend/api/services/sr_db_service.py
index f936ee2a..1a4d46dc 100644
--- a/backend/api/services/sr_db_service.py
+++ b/backend/api/services/sr_db_service.py
@@ -8,6 +8,7 @@
 All blocking DB operations are synchronous and intended to be run with
 `fastapi.concurrency.run_in_threadpool` when called from async routes.
 """
+
 from typing import Any, Dict, Optional, List
 import logging
 import uuid
@@ -37,7 +38,7 @@ def ensure_table_exists(self) -> None:
         try:
             conn = postgres_server.conn
             cur = conn.cursor()
-            
+
             create_table_sql = """
                 CREATE TABLE IF NOT EXISTS systematic_reviews (
                     id TEXT PRIMARY KEY,
@@ -57,7 +58,7 @@ def ensure_table_exists(self) -> None:
             """
             cur.execute(create_table_sql)
             conn.commit()
-                
+
             logger.info("Ensured systematic_reviews table exists")
         except Exception as e:
             try:
@@ -71,7 +72,9 @@ def ensure_table_exists(self) -> None:
             if conn:
                 pass
 
-    def build_criteria_parsed(self, criteria_obj: Optional[Dict[str, Any]]) -> Dict[str, Any]:
+    def build_criteria_parsed(
+        self, criteria_obj: Optional[Dict[str, Any]]
+    ) -> Dict[str, Any]:
         """
         Port of the _build_criteria_parsed helper - returns a mapping containing
         'l1', 'l2', 'parameters' structured metadata for the UI and screening logic.
@@ -108,7 +111,13 @@ def build_criteria_parsed(self, criteria_obj: Optional[Dict[str, Any]]) -> Dict[
                 else:
                     possible.append([])
                     addinfos.append("")
-        parsed["l1"].update({"questions": qlist, "possible_answers": possible, "additional_infos": addinfos})
+        parsed["l1"].update(
+            {
+                "questions": qlist,
+                "possible_answers": possible,
+                "additional_infos": addinfos,
+            }
+        )
 
         # l2 criteria (fulltext)
         l2 = criteria_obj.get("l2_criteria", {})
@@ -133,7 +142,13 @@ def build_criteria_parsed(self, criteria_obj: Optional[Dict[str, Any]]) -> Dict[
                 else:
                     l2_possible.append([])
                     l2_addinfos.append("")
-        parsed["l2"].update({"questions": l2_q, "possible_answers": l2_possible, "additional_infos": l2_addinfos})
+        parsed["l2"].update(
+            {
+                "questions": l2_q,
+                "possible_answers": l2_possible,
+                "additional_infos": l2_addinfos,
+            }
+        )
 
         # parameters
         params = criteria_obj.get("parameters", {})
@@ -147,14 +162,22 @@ def build_criteria_parsed(self, criteria_obj: Optional[Dict[str, Any]]) -> Dict[
                     possible_params.append([k for k in param_map.keys()])
                     descriptions.append(
                         [
-                            "Parameter {key} are described as <desc>{info}</desc>.".format(key=k, info=v)
+                            "Parameter {key} are described as <desc>{info}</desc>.".format(
+                                key=k, info=v
+                            )
                             for k, v in param_map.items()
                         ]
                     )
                 else:
                     possible_params.append([])
                     descriptions.append([])
-        parsed["parameters"].update({"categories": categories, "possible_parameters": possible_params, "descriptions": descriptions})
+        parsed["parameters"].update(
+            {
+                "categories": categories,
+                "possible_parameters": possible_params,
+                "descriptions": descriptions,
+            }
+        )
 
         return parsed
 
@@ -182,55 +205,59 @@ def create_systematic_review(
         try:
             conn = postgres_server.conn
             cur = conn.cursor()
-            
+
             insert_sql = """
                 INSERT INTO systematic_reviews 
                 (id, name, description, owner_id, owner_email, users, visible, 
                  criteria, criteria_yaml, criteria_parsed, created_at, updated_at)
                 VALUES (%s, %s, %s, %s, %s, %s, %s, %s, %s, %s, %s, %s)
             """
-            
-            cur.execute(insert_sql, (
-                sr_id,
-                name.strip(),
-                description,
-                owner_id,
-                owner_email,
-                json.dumps(users_list),
-                True,
-                json.dumps(criteria_obj) if criteria_obj else None,
-                criteria_str,
-                json.dumps(criteria_parsed),
-                now,
-                now
-            ))
-            
+
+            cur.execute(
+                insert_sql,
+                (
+                    sr_id,
+                    name.strip(),
+                    description,
+                    owner_id,
+                    owner_email,
+                    json.dumps(users_list),
+                    True,
+                    json.dumps(criteria_obj) if criteria_obj else None,
+                    criteria_str,
+                    json.dumps(criteria_parsed),
+                    now,
+                    now,
+                ),
+            )
+
             conn.commit()
-            
+
             # Fetch the created record
             cur.execute("SELECT * FROM systematic_reviews WHERE id = %s", (sr_id,))
             row = cur.fetchone()
             cols = [desc[0] for desc in cur.description]
             sr_doc = {cols[i]: row[i] for i in range(len(cols))}
-            
+
             # Parse JSON fields and convert timestamps
-            if sr_doc.get('users') and isinstance(sr_doc['users'], str):
-                sr_doc['users'] = json.loads(sr_doc['users'])
-            if sr_doc.get('criteria') and isinstance(sr_doc['criteria'], str):
-                sr_doc['criteria'] = json.loads(sr_doc['criteria'])
-            if sr_doc.get('criteria_parsed') and isinstance(sr_doc['criteria_parsed'], str):
-                sr_doc['criteria_parsed'] = json.loads(sr_doc['criteria_parsed'])
+            if sr_doc.get("users") and isinstance(sr_doc["users"], str):
+                sr_doc["users"] = json.loads(sr_doc["users"])
+            if sr_doc.get("criteria") and isinstance(sr_doc["criteria"], str):
+                sr_doc["criteria"] = json.loads(sr_doc["criteria"])
+            if sr_doc.get("criteria_parsed") and isinstance(
+                sr_doc["criteria_parsed"], str
+            ):
+                sr_doc["criteria_parsed"] = json.loads(sr_doc["criteria_parsed"])
             # Convert datetime objects to ISO strings
             from datetime import datetime as dt
-            if sr_doc.get('created_at') and isinstance(sr_doc['created_at'], dt):
-                sr_doc['created_at'] = sr_doc['created_at'].isoformat()
-            if sr_doc.get('updated_at') and isinstance(sr_doc['updated_at'], dt):
-                sr_doc['updated_at'] = sr_doc['updated_at'].isoformat()
-            
 
-            
+            if sr_doc.get("created_at") and isinstance(sr_doc["created_at"], dt):
+                sr_doc["created_at"] = sr_doc["created_at"].isoformat()
+            if sr_doc.get("updated_at") and isinstance(sr_doc["updated_at"], dt):
+                sr_doc["updated_at"] = sr_doc["updated_at"].isoformat()
+
             return sr_doc
-            
+
         except Exception as e:
             try:
                 if conn:
@@ -238,60 +265,75 @@ def create_systematic_review(
             except Exception:
                 pass
             logger.exception(f"Failed to insert SR document: {e}")
-            raise HTTPException(status_code=status.HTTP_500_INTERNAL_SERVER_ERROR, detail=f"Failed to create systematic review: {e}")
+            raise HTTPException(
+                status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
+                detail=f"Failed to create systematic review: {e}",
+            )
         finally:
             if conn:
                 pass
 
-    def add_user(self, sr_id: str, target_user_id: str, requester_id: str) -> Dict[str, Any]:
+    def add_user(
+        self, sr_id: str, target_user_id: str, requester_id: str
+    ) -> Dict[str, Any]:
         """
         Add a user id to the SR's users list. Enforces that the SR exists and is visible;
         requester must be a member or owner.
         Returns a dict with update result metadata.
         """
-  
 
         sr = self.get_systematic_review(sr_id)
         if not sr or not sr.get("visible", True):
-            raise HTTPException(status_code=status.HTTP_404_NOT_FOUND, detail="Systematic review not found")
+            raise HTTPException(
+                status_code=status.HTTP_404_NOT_FOUND,
+                detail="Systematic review not found",
+            )
 
         # Check permission
         has_perm = self.user_has_sr_permission(sr_id, requester_id)
         if not has_perm:
-            raise HTTPException(status_code=status.HTTP_403_FORBIDDEN, detail="Not authorized to modify this systematic review")
+            raise HTTPException(
+                status_code=status.HTTP_403_FORBIDDEN,
+                detail="Not authorized to modify this systematic review",
+            )
 
         conn = None
         try:
             conn = postgres_server.conn
             cur = conn.cursor()
-            
+
             # Get current users array
             cur.execute("SELECT users FROM systematic_reviews WHERE id = %s", (sr_id,))
             row = cur.fetchone()
             if not row:
-                raise HTTPException(status_code=status.HTTP_404_NOT_FOUND, detail="Systematic review not found")
-            
+                raise HTTPException(
+                    status_code=status.HTTP_404_NOT_FOUND,
+                    detail="Systematic review not found",
+                )
+
             users = row[0] if row[0] else []
             if isinstance(users, str):
                 users = json.loads(users)
-            
+
             # Add user if not already present
             if target_user_id not in users:
                 users.append(target_user_id)
-            
+
             # Update
             now = datetime.utcnow().isoformat()
             cur.execute(
                 "UPDATE systematic_reviews SET users = %s, updated_at = %s WHERE id = %s",
-                (json.dumps(users), now, sr_id)
+                (json.dumps(users), now, sr_id),
             )
             modified_count = cur.rowcount
             conn.commit()
-            
 
-            
-            return {"matched_count": 1, "modified_count": modified_count, "added_user_id": target_user_id}
-            
+            return {
+                "matched_count": 1,
+                "modified_count": modified_count,
+                "added_user_id": target_user_id,
+            }
+
         except HTTPException:
             try:
                 if conn:
@@ -306,62 +348,80 @@ def add_user(self, sr_id: str, target_user_id: str, requester_id: str) -> Dict[s
             except Exception:
                 pass
             logger.exception(f"Failed to add user to SR: {e}")
-            raise HTTPException(status_code=status.HTTP_500_INTERNAL_SERVER_ERROR, detail=f"Failed to add user: {e}")
+            raise HTTPException(
+                status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
+                detail=f"Failed to add user: {e}",
+            )
         finally:
             if conn:
                 pass
 
-    def remove_user(self, sr_id: str, target_user_id: str, requester_id: str) -> Dict[str, Any]:
+    def remove_user(
+        self, sr_id: str, target_user_id: str, requester_id: str
+    ) -> Dict[str, Any]:
         """
         Remove a user id from the SR's users list. Owner cannot be removed.
         Enforces requester permissions (must be a member or owner).
         """
-        
 
         sr = self.get_systematic_review(sr_id)
         if not sr or not sr.get("visible", True):
-            raise HTTPException(status_code=status.HTTP_404_NOT_FOUND, detail="Systematic review not found")
+            raise HTTPException(
+                status_code=status.HTTP_404_NOT_FOUND,
+                detail="Systematic review not found",
+            )
 
         # Check permission
         has_perm = self.user_has_sr_permission(sr_id, requester_id)
         if not has_perm:
-            raise HTTPException(status_code=status.HTTP_403_FORBIDDEN, detail="Not authorized to modify this systematic review")
+            raise HTTPException(
+                status_code=status.HTTP_403_FORBIDDEN,
+                detail="Not authorized to modify this systematic review",
+            )
 
         if target_user_id == sr.get("owner_id"):
-            raise HTTPException(status_code=status.HTTP_400_BAD_REQUEST, detail="Cannot remove the owner from the systematic review")
+            raise HTTPException(
+                status_code=status.HTTP_400_BAD_REQUEST,
+                detail="Cannot remove the owner from the systematic review",
+            )
 
         conn = None
         try:
             conn = postgres_server.conn
             cur = conn.cursor()
-            
+
             # Get current users array
             cur.execute("SELECT users FROM systematic_reviews WHERE id = %s", (sr_id,))
             row = cur.fetchone()
             if not row:
-                raise HTTPException(status_code=status.HTTP_404_NOT_FOUND, detail="Systematic review not found")
-            
+                raise HTTPException(
+                    status_code=status.HTTP_404_NOT_FOUND,
+                    detail="Systematic review not found",
+                )
+
             users = row[0] if row[0] else []
             if isinstance(users, str):
                 users = json.loads(users)
-            
+
             # Remove user if present
             if target_user_id in users:
                 users.remove(target_user_id)
-            
+
             # Update
             now = datetime.utcnow().isoformat()
             cur.execute(
                 "UPDATE systematic_reviews SET users = %s, updated_at = %s WHERE id = %s",
-                (json.dumps(users), now, sr_id)
+                (json.dumps(users), now, sr_id),
             )
             modified_count = cur.rowcount
             conn.commit()
-            
 
-            
-            return {"matched_count": 1, "modified_count": modified_count, "removed_user_id": target_user_id}
-            
+            return {
+                "matched_count": 1,
+                "modified_count": modified_count,
+                "removed_user_id": target_user_id,
+            }
+
         except HTTPException:
             try:
                 if conn:
@@ -376,7 +436,10 @@ def remove_user(self, sr_id: str, target_user_id: str, requester_id: str) -> Dic
             except Exception:
                 pass
             logger.exception(f"Failed to remove user from SR: {e}")
-            raise HTTPException(status_code=status.HTTP_500_INTERNAL_SERVER_ERROR, detail=f"Failed to remove user: {e}")
+            raise HTTPException(
+                status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
+                detail=f"Failed to remove user: {e}",
+            )
         finally:
             if conn:
                 pass
@@ -388,7 +451,6 @@ def user_has_sr_permission(self, sr_id: str, user_id: str) -> bool:
         Note: this check deliberately ignores the SR's 'visible' flag so membership checks
         work regardless of whether the SR is hidden/soft-deleted.
         """
-        
 
         doc = self.get_systematic_review(sr_id, ignore_visibility=True)
         if not doc:
@@ -399,56 +461,71 @@ def user_has_sr_permission(self, sr_id: str, user_id: str) -> bool:
             return True
         return False
 
-    def update_criteria(self, sr_id: str, criteria_obj: Dict[str, Any], criteria_str: str, requester_id: str) -> Dict[str, Any]:
+    def update_criteria(
+        self,
+        sr_id: str,
+        criteria_obj: Dict[str, Any],
+        criteria_str: str,
+        requester_id: str,
+    ) -> Dict[str, Any]:
         """
         Update the criteria fields (criteria, criteria_yaml, criteria_parsed, updated_at).
         The requester must be a member or owner.
         Returns the updated SR document.
         """
-        
 
         sr = self.get_systematic_review(sr_id)
         if not sr or not sr.get("visible", True):
-            raise HTTPException(status_code=status.HTTP_404_NOT_FOUND, detail="Systematic review not found")
+            raise HTTPException(
+                status_code=status.HTTP_404_NOT_FOUND,
+                detail="Systematic review not found",
+            )
 
         # Check permission
         has_perm = self.user_has_sr_permission(sr_id, requester_id)
         if not has_perm:
-            raise HTTPException(status_code=status.HTTP_403_FORBIDDEN, detail="Not authorized to modify this systematic review")
+            raise HTTPException(
+                status_code=status.HTTP_403_FORBIDDEN,
+                detail="Not authorized to modify this systematic review",
+            )
 
         conn = None
         try:
             conn = postgres_server.conn
             cur = conn.cursor()
-            
+
             updated_at = datetime.utcnow().isoformat()
             criteria_parsed = self.build_criteria_parsed(criteria_obj)
-            
+
             update_sql = """
                 UPDATE systematic_reviews 
                 SET criteria = %s, criteria_yaml = %s, criteria_parsed = %s, updated_at = %s
                 WHERE id = %s
             """
-            
-            cur.execute(update_sql, (
-                json.dumps(criteria_obj),
-                criteria_str,
-                json.dumps(criteria_parsed),
-                updated_at,
-                sr_id
-            ))
-            
+
+            cur.execute(
+                update_sql,
+                (
+                    json.dumps(criteria_obj),
+                    criteria_str,
+                    json.dumps(criteria_parsed),
+                    updated_at,
+                    sr_id,
+                ),
+            )
+
             if cur.rowcount == 0:
-                raise HTTPException(status_code=status.HTTP_404_NOT_FOUND, detail="Systematic review not found during update")
-            
+                raise HTTPException(
+                    status_code=status.HTTP_404_NOT_FOUND,
+                    detail="Systematic review not found during update",
+                )
+
             conn.commit()
-            
 
-            
             # Return fresh doc
             doc = self.get_systematic_review(sr_id)
             return doc
-            
+
         except HTTPException:
             try:
                 if conn:
@@ -463,7 +540,10 @@ def update_criteria(self, sr_id: str, criteria_obj: Dict[str, Any], criteria_str
             except Exception:
                 pass
             logger.exception(f"Failed to update SR criteria: {e}")
-            raise HTTPException(status_code=status.HTTP_500_INTERNAL_SERVER_ERROR, detail=f"Failed to update criteria: {e}")
+            raise HTTPException(
+                status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
+                detail=f"Failed to update criteria: {e}",
+            )
         finally:
             if conn:
                 pass
@@ -472,48 +552,48 @@ def list_systematic_reviews_for_user(self, user_email: str) -> List[Dict[str, An
         """
         Return all SR documents where the user is a member (regardless of visible flag).
         """
-        
 
         conn = None
         try:
             conn = postgres_server.conn
             cur = conn.cursor()
-            
+
             # Query using jsonb operator to check if user_email is in users array
             query = """
                 SELECT * FROM systematic_reviews 
                 WHERE users @> %s::jsonb
                 ORDER BY created_at DESC
             """
-            
+
             cur.execute(query, (json.dumps([user_email]),))
             rows = cur.fetchall()
             cols = [desc[0] for desc in cur.description]
-            
+
             results = []
             for row in rows:
                 doc = {cols[i]: row[i] for i in range(len(cols))}
-                
+
                 # Parse JSON fields and convert timestamps
-                if doc.get('users') and isinstance(doc['users'], str):
-                    doc['users'] = json.loads(doc['users'])
-                if doc.get('criteria') and isinstance(doc['criteria'], str):
-                    doc['criteria'] = json.loads(doc['criteria'])
-                if doc.get('criteria_parsed') and isinstance(doc['criteria_parsed'], str):
-                    doc['criteria_parsed'] = json.loads(doc['criteria_parsed'])
+                if doc.get("users") and isinstance(doc["users"], str):
+                    doc["users"] = json.loads(doc["users"])
+                if doc.get("criteria") and isinstance(doc["criteria"], str):
+                    doc["criteria"] = json.loads(doc["criteria"])
+                if doc.get("criteria_parsed") and isinstance(
+                    doc["criteria_parsed"], str
+                ):
+                    doc["criteria_parsed"] = json.loads(doc["criteria_parsed"])
                 # Convert datetime objects to ISO strings
                 from datetime import datetime as dt
-                if doc.get('created_at') and isinstance(doc['created_at'], dt):
-                    doc['created_at'] = doc['created_at'].isoformat()
-                if doc.get('updated_at') and isinstance(doc['updated_at'], dt):
-                    doc['updated_at'] = doc['updated_at'].isoformat()
-                
+
+                if doc.get("created_at") and isinstance(doc["created_at"], dt):
+                    doc["created_at"] = doc["created_at"].isoformat()
+                if doc.get("updated_at") and isinstance(doc["updated_at"], dt):
+                    doc["updated_at"] = doc["updated_at"].isoformat()
+
                 results.append(doc)
-            
 
-            
             return results
-            
+
         except Exception as e:
             try:
                 if conn:
@@ -521,55 +601,60 @@ def list_systematic_reviews_for_user(self, user_email: str) -> List[Dict[str, An
             except Exception:
                 pass
             logger.exception(f"Failed to list SRs for user: {e}")
-            raise HTTPException(status_code=status.HTTP_500_INTERNAL_SERVER_ERROR, detail=f"Failed to list systematic reviews: {e}")
+            raise HTTPException(
+                status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
+                detail=f"Failed to list systematic reviews: {e}",
+            )
         finally:
             if conn:
                 pass
 
-    def get_systematic_review(self, sr_id: str, ignore_visibility: bool = False) -> Optional[Dict[str, Any]]:
+    def get_systematic_review(
+        self, sr_id: str, ignore_visibility: bool = False
+    ) -> Optional[Dict[str, Any]]:
         """
         Return SR document by id. Returns None if not found.
         If ignore_visibility is False, only returns visible SRs.
         """
-        
 
         conn = None
         try:
             conn = postgres_server.conn
             cur = conn.cursor()
-            
+
             if ignore_visibility:
                 query = "SELECT * FROM systematic_reviews WHERE id = %s"
             else:
-                query = "SELECT * FROM systematic_reviews WHERE id = %s AND visible = TRUE"
-            
+                query = (
+                    "SELECT * FROM systematic_reviews WHERE id = %s AND visible = TRUE"
+                )
+
             cur.execute(query, (sr_id,))
             row = cur.fetchone()
-            
+
             if not row:
                 return None
-            
+
             cols = [desc[0] for desc in cur.description]
             doc = {cols[i]: row[i] for i in range(len(cols))}
-            
+
             # Parse JSON fields and convert timestamps
-            if doc.get('users') and isinstance(doc['users'], str):
-                doc['users'] = json.loads(doc['users'])
-            if doc.get('criteria') and isinstance(doc['criteria'], str):
-                doc['criteria'] = json.loads(doc['criteria'])
-            if doc.get('criteria_parsed') and isinstance(doc['criteria_parsed'], str):
-                doc['criteria_parsed'] = json.loads(doc['criteria_parsed'])
+            if doc.get("users") and isinstance(doc["users"], str):
+                doc["users"] = json.loads(doc["users"])
+            if doc.get("criteria") and isinstance(doc["criteria"], str):
+                doc["criteria"] = json.loads(doc["criteria"])
+            if doc.get("criteria_parsed") and isinstance(doc["criteria_parsed"], str):
+                doc["criteria_parsed"] = json.loads(doc["criteria_parsed"])
             # Convert datetime objects to ISO strings
             from datetime import datetime as dt
-            if doc.get('created_at') and isinstance(doc['created_at'], dt):
-                doc['created_at'] = doc['created_at'].isoformat()
-            if doc.get('updated_at') and isinstance(doc['updated_at'], dt):
-                doc['updated_at'] = doc['updated_at'].isoformat()
-            
 
-            
+            if doc.get("created_at") and isinstance(doc["created_at"], dt):
+                doc["created_at"] = doc["created_at"].isoformat()
+            if doc.get("updated_at") and isinstance(doc["updated_at"], dt):
+                doc["updated_at"] = doc["updated_at"].isoformat()
+
             return doc
-            
+
         except Exception as e:
             # IMPORTANT: do not swallow DB errors as "not found".
             # Roll back so this connection isn't poisoned for subsequent requests.
@@ -584,37 +669,46 @@ def get_systematic_review(self, sr_id: str, ignore_visibility: bool = False) ->
             if conn:
                 pass
 
-    def set_visibility(self, sr_id: str, visible: bool, requester_id: str) -> Dict[str, Any]:
+    def set_visibility(
+        self, sr_id: str, visible: bool, requester_id: str
+    ) -> Dict[str, Any]:
         """
         Set the visible flag on the SR. Only owner is allowed to change visibility.
         Returns update metadata.
         """
-        
 
         sr = self.get_systematic_review(sr_id, ignore_visibility=True)
         if not sr:
-            raise HTTPException(status_code=status.HTTP_404_NOT_FOUND, detail="Systematic review not found")
+            raise HTTPException(
+                status_code=status.HTTP_404_NOT_FOUND,
+                detail="Systematic review not found",
+            )
 
         if requester_id != sr.get("owner_id"):
-            raise HTTPException(status_code=status.HTTP_403_FORBIDDEN, detail="Only the owner may change visibility of this systematic review")
+            raise HTTPException(
+                status_code=status.HTTP_403_FORBIDDEN,
+                detail="Only the owner may change visibility of this systematic review",
+            )
 
         conn = None
         try:
             conn = postgres_server.conn
             cur = conn.cursor()
-            
+
             updated_at = datetime.utcnow().isoformat()
             cur.execute(
                 "UPDATE systematic_reviews SET visible = %s, updated_at = %s WHERE id = %s",
-                (bool(visible), updated_at, sr_id)
+                (bool(visible), updated_at, sr_id),
             )
             modified_count = cur.rowcount
             conn.commit()
-            
 
-            
-            return {"matched_count": 1, "modified_count": modified_count, "visible": visible}
-            
+            return {
+                "matched_count": 1,
+                "modified_count": modified_count,
+                "visible": visible,
+            }
+
         except Exception as e:
             try:
                 if conn:
@@ -622,48 +716,62 @@ def set_visibility(self, sr_id: str, visible: bool, requester_id: str) -> Dict[s
             except Exception:
                 pass
             logger.exception(f"Failed to set visibility on SR: {e}")
-            raise HTTPException(status_code=status.HTTP_500_INTERNAL_SERVER_ERROR, detail=f"Failed to set visibility: {e}")
+            raise HTTPException(
+                status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
+                detail=f"Failed to set visibility: {e}",
+            )
         finally:
             if conn:
-               pass
+                pass
 
-    def soft_delete_systematic_review(self, sr_id: str, requester_id: str) -> Dict[str, Any]:
+    def soft_delete_systematic_review(
+        self, sr_id: str, requester_id: str
+    ) -> Dict[str, Any]:
         """
         Soft-delete (set visible=False). Only owner may delete.
         """
         return self.set_visibility(sr_id, False, requester_id)
 
-    def undelete_systematic_review(self, sr_id: str, requester_id: str) -> Dict[str, Any]:
+    def undelete_systematic_review(
+        self, sr_id: str, requester_id: str
+    ) -> Dict[str, Any]:
         """
         Undelete (set visible=True). Only owner may undelete.
         """
         return self.set_visibility(sr_id, True, requester_id)
 
-    def hard_delete_systematic_review(self, sr_id: str, requester_id: str) -> Dict[str, Any]:
+    def hard_delete_systematic_review(
+        self, sr_id: str, requester_id: str
+    ) -> Dict[str, Any]:
         """
         Permanently remove the SR document. Only owner may hard delete.
         Returns deletion metadata (deleted_count).
         """
-        
 
         sr = self.get_systematic_review(sr_id, ignore_visibility=True)
         if not sr:
-            raise HTTPException(status_code=status.HTTP_404_NOT_FOUND, detail="Systematic review not found")
+            raise HTTPException(
+                status_code=status.HTTP_404_NOT_FOUND,
+                detail="Systematic review not found",
+            )
 
         if requester_id != sr.get("owner_id"):
-            raise HTTPException(status_code=status.HTTP_403_FORBIDDEN, detail="Only the owner may hard-delete this systematic review")
+            raise HTTPException(
+                status_code=status.HTTP_403_FORBIDDEN,
+                detail="Only the owner may hard-delete this systematic review",
+            )
 
         conn = None
         try:
             conn = postgres_server.conn
             cur = conn.cursor()
-            
+
             cur.execute("DELETE FROM systematic_reviews WHERE id = %s", (sr_id,))
             deleted_count = cur.rowcount
             conn.commit()
 
             return {"deleted_count": deleted_count}
-            
+
         except Exception as e:
             try:
                 if conn:
@@ -671,32 +779,33 @@ def hard_delete_systematic_review(self, sr_id: str, requester_id: str) -> Dict[s
             except Exception:
                 pass
             logger.exception(f"Failed to hard-delete SR: {e}")
-            raise HTTPException(status_code=status.HTTP_500_INTERNAL_SERVER_ERROR, detail=f"Failed to hard-delete systematic review: {e}")
+            raise HTTPException(
+                status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
+                detail=f"Failed to hard-delete systematic review: {e}",
+            )
         finally:
             if conn:
                 pass
 
-
-    def update_screening_db_info(self, sr_id: str, screening_db: Dict[str, Any]) -> None:
+    def update_screening_db_info(
+        self, sr_id: str, screening_db: Dict[str, Any]
+    ) -> None:
         """
         Update the screening_db field in the SR document with screening database metadata.
         """
-        
 
         conn = None
         try:
             conn = postgres_server.conn
             cur = conn.cursor()
-            
+
             updated_at = datetime.utcnow().isoformat()
             cur.execute(
                 "UPDATE systematic_reviews SET screening_db = %s, updated_at = %s WHERE id = %s",
-                (json.dumps(screening_db), updated_at, sr_id)
+                (json.dumps(screening_db), updated_at, sr_id),
             )
             conn.commit()
-            
 
-            
         except Exception as e:
             try:
                 if conn:
@@ -704,7 +813,10 @@ def update_screening_db_info(self, sr_id: str, screening_db: Dict[str, Any]) ->
             except Exception:
                 pass
             logger.exception(f"Failed to update screening DB info: {e}")
-            raise HTTPException(status_code=status.HTTP_500_INTERNAL_SERVER_ERROR, detail=f"Failed to update screening DB info: {e}")
+            raise HTTPException(
+                status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
+                detail=f"Failed to update screening DB info: {e}",
+            )
         finally:
             if conn:
                 pass
@@ -713,22 +825,19 @@ def clear_screening_db_info(self, sr_id: str) -> None:
         """
         Remove the screening_db field from the SR document.
         """
-        
 
         conn = None
         try:
             conn = postgres_server.conn
             cur = conn.cursor()
-            
+
             updated_at = datetime.utcnow().isoformat()
             cur.execute(
                 "UPDATE systematic_reviews SET screening_db = NULL, updated_at = %s WHERE id = %s",
-                (updated_at, sr_id)
+                (updated_at, sr_id),
             )
             conn.commit()
-            
 
-            
         except Exception as e:
             try:
                 if conn:
@@ -736,7 +845,10 @@ def clear_screening_db_info(self, sr_id: str) -> None:
             except Exception:
                 pass
             logger.exception(f"Failed to clear screening DB info: {e}")
-            raise HTTPException(status_code=status.HTTP_500_INTERNAL_SERVER_ERROR, detail=f"Failed to clear screening DB info: {e}")
+            raise HTTPException(
+                status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
+                detail=f"Failed to clear screening DB info: {e}",
+            )
         finally:
             if conn:
                 pass
diff --git a/backend/api/services/storage.py b/backend/api/services/storage.py
index 3ab9b25b..52c69441 100644
--- a/backend/api/services/storage.py
+++ b/backend/api/services/storage.py
@@ -23,7 +23,11 @@
 try:
     from azure.core.exceptions import ResourceNotFoundError
     from azure.identity import DefaultAzureCredential
-    from azure.storage.blob import BlobSasPermissions, BlobServiceClient, generate_blob_sas
+    from azure.storage.blob import (
+        BlobSasPermissions,
+        BlobServiceClient,
+        generate_blob_sas,
+    )
 except Exception:  # pragma: no cover
     # Allow local-storage deployments/environments to import without azure packages.
     ResourceNotFoundError = Exception  # type: ignore
@@ -44,16 +48,28 @@ class StorageService(Protocol):
     container_name: str
 
     async def create_user_directory(self, user_id: str) -> bool: ...
-    async def save_user_profile(self, user_id: str, profile_data: Dict[str, Any]) -> bool: ...
+    async def save_user_profile(
+        self, user_id: str, profile_data: Dict[str, Any]
+    ) -> bool: ...
     async def get_user_profile(self, user_id: str) -> Optional[Dict[str, Any]]: ...
-    async def upload_user_document(self, user_id: str, filename: str, file_content: bytes) -> Optional[str]: ...
-    async def get_user_document(self, user_id: str, doc_id: str, filename: str) -> Optional[bytes]: ...
+    async def upload_user_document(
+        self, user_id: str, filename: str, file_content: bytes
+    ) -> Optional[str]: ...
+    async def get_user_document(
+        self, user_id: str, doc_id: str, filename: str
+    ) -> Optional[bytes]: ...
     async def list_user_documents(self, user_id: str) -> List[Dict[str, Any]]: ...
-    async def delete_user_document(self, user_id: str, doc_id: str, filename: str) -> bool: ...
-    async def put_bytes_by_path(self, path: str, content: bytes, content_type: str = "application/octet-stream") -> bool: ...
+    async def delete_user_document(
+        self, user_id: str, doc_id: str, filename: str
+    ) -> bool: ...
+    async def put_bytes_by_path(
+        self, path: str, content: bytes, content_type: str = "application/octet-stream"
+    ) -> bool: ...
     async def get_bytes_by_path(self, path: str) -> Tuple[bytes, str]: ...
     async def delete_by_path(self, path: str) -> bool: ...
-    async def generate_signed_url(self, path: str, expiry_minutes: int = 5) -> Optional[str]: ...
+    async def generate_signed_url(
+        self, path: str, expiry_minutes: int = 5
+    ) -> Optional[str]: ...
 
 
 # =============================================================================
@@ -64,36 +80,50 @@ async def generate_signed_url(self, path: str, expiry_minutes: int = 5) -> Optio
 class AzureStorageService:
     """Service for managing user data in Azure Blob Storage."""
 
-    def __init__(self, *, account_url: str | None = None, connection_string: str | None = None, container_name: str):
+    def __init__(
+        self,
+        *,
+        account_url: str | None = None,
+        connection_string: str | None = None,
+        container_name: str,
+    ):
         if not BlobServiceClient:
             raise RuntimeError(
                 "Azure storage libraries are not installed. Install azure-identity and azure-storage-blob, or use STORAGE_MODE=local."
             )
 
         if bool(account_url) == bool(connection_string):
-            raise ValueError("Exactly one of account_url or connection_string must be provided")
+            raise ValueError(
+                "Exactly one of account_url or connection_string must be provided"
+            )
 
         self._account_key: str | None = None
         self._credential: Any = None
 
         if connection_string:
-            self.blob_service_client = BlobServiceClient.from_connection_string(connection_string)
-            self._account_key = self._get_account_key_from_connection_str(connection_string)
+            self.blob_service_client = BlobServiceClient.from_connection_string(
+                connection_string
+            )
+            self._account_key = self._get_account_key_from_connection_str(
+                connection_string
+            )
         else:
             if not DefaultAzureCredential:
                 raise RuntimeError(
                     "azure-identity is not installed. Install azure-identity, or use STORAGE_MODE=azure (connection string) or local."
                 )
             self._credential = DefaultAzureCredential()
-            self.blob_service_client = BlobServiceClient(account_url=account_url, credential=self._credential)
+            self.blob_service_client = BlobServiceClient(
+                account_url=account_url, credential=self._credential
+            )
 
         self.container_name = container_name
         self._ensure_container_exists()
-    
+
     def _get_account_key_from_connection_str(self, connection_str):
         for part in connection_str.split(";"):
             if part.startswith("AccountKey="):
-                return part[len("AccountKey="):]
+                return part[len("AccountKey=") :]
         return None
 
     def _ensure_container_exists(self):
@@ -116,17 +146,23 @@ async def create_user_directory(self, user_id: str) -> bool:
 
             # Create placeholder file to establish directory structure
             blob_name = f"users/{user_id}/documents/.placeholder"
-            blob_client = self.blob_service_client.get_blob_client(container=self.container_name, blob=blob_name)
+            blob_client = self.blob_service_client.get_blob_client(
+                container=self.container_name, blob=blob_name
+            )
             blob_client.upload_blob(b"", overwrite=True)
             return True
         except Exception as e:
             logger.error("Error creating user directory for %s: %s", user_id, e)
             return False
 
-    async def save_user_profile(self, user_id: str, profile_data: Dict[str, Any]) -> bool:
+    async def save_user_profile(
+        self, user_id: str, profile_data: Dict[str, Any]
+    ) -> bool:
         try:
             blob_name = f"users/{user_id}/profile.json"
-            blob_client = self.blob_service_client.get_blob_client(container=self.container_name, blob=blob_name)
+            blob_client = self.blob_service_client.get_blob_client(
+                container=self.container_name, blob=blob_name
+            )
             blob_client.upload_blob(json.dumps(profile_data, indent=2), overwrite=True)
             return True
         except Exception as e:
@@ -136,7 +172,9 @@ async def save_user_profile(self, user_id: str, profile_data: Dict[str, Any]) ->
     async def get_user_profile(self, user_id: str) -> Optional[Dict[str, Any]]:
         try:
             blob_name = f"users/{user_id}/profile.json"
-            blob_client = self.blob_service_client.get_blob_client(container=self.container_name, blob=blob_name)
+            blob_client = self.blob_service_client.get_blob_client(
+                container=self.container_name, blob=blob_name
+            )
             blob_data = blob_client.download_blob().readall()
             return json.loads(blob_data.decode("utf-8"))
         except ResourceNotFoundError:
@@ -145,11 +183,15 @@ async def get_user_profile(self, user_id: str) -> Optional[Dict[str, Any]]:
             logger.error("Error getting user profile for %s: %s", user_id, e)
             return None
 
-    async def upload_user_document(self, user_id: str, filename: str, file_content: bytes) -> Optional[str]:
+    async def upload_user_document(
+        self, user_id: str, filename: str, file_content: bytes
+    ) -> Optional[str]:
         try:
             doc_id = str(uuid.uuid4())
             blob_name = f"users/{user_id}/documents/{doc_id}_{filename}"
-            blob_client = self.blob_service_client.get_blob_client(container=self.container_name, blob=blob_name)
+            blob_client = self.blob_service_client.get_blob_client(
+                container=self.container_name, blob=blob_name
+            )
             blob_client.upload_blob(file_content, overwrite=True)
 
             file_metadata = create_file_metadata(
@@ -166,30 +208,42 @@ async def upload_user_document(self, user_id: str, filename: str, file_content:
             profile = await self.get_user_profile(user_id)
             if profile:
                 profile["document_count"] = int(profile.get("document_count", 0)) + 1
-                profile["storage_used"] = int(profile.get("storage_used", 0)) + len(file_content)
+                profile["storage_used"] = int(profile.get("storage_used", 0)) + len(
+                    file_content
+                )
                 profile["last_updated"] = datetime.now(timezone.utc).isoformat()
                 await self.save_user_profile(user_id, profile)
 
             return doc_id
         except Exception as e:
-            logger.error("Error uploading document %s for user %s: %s", filename, user_id, e)
+            logger.error(
+                "Error uploading document %s for user %s: %s", filename, user_id, e
+            )
             return None
 
-    async def get_user_document(self, user_id: str, doc_id: str, filename: str) -> Optional[bytes]:
+    async def get_user_document(
+        self, user_id: str, doc_id: str, filename: str
+    ) -> Optional[bytes]:
         try:
             blob_name = f"users/{user_id}/documents/{doc_id}_{filename}"
-            blob_client = self.blob_service_client.get_blob_client(container=self.container_name, blob=blob_name)
+            blob_client = self.blob_service_client.get_blob_client(
+                container=self.container_name, blob=blob_name
+            )
             return blob_client.download_blob().readall()
         except ResourceNotFoundError:
             return None
         except Exception as e:
-            logger.error("Error getting document %s for user %s: %s", doc_id, user_id, e)
+            logger.error(
+                "Error getting document %s for user %s: %s", doc_id, user_id, e
+            )
             return None
 
     async def list_user_documents(self, user_id: str) -> List[Dict[str, Any]]:
         try:
             prefix = f"users/{user_id}/documents/"
-            blobs = self.blob_service_client.get_container_client(self.container_name).list_blobs(name_starts_with=prefix)
+            blobs = self.blob_service_client.get_container_client(
+                self.container_name
+            ).list_blobs(name_starts_with=prefix)
 
             documents: List[Dict[str, Any]] = []
             for blob in blobs:
@@ -218,10 +272,14 @@ async def list_user_documents(self, user_id: str) -> List[Dict[str, Any]]:
             logger.error("Error listing user documents for %s: %s", user_id, e)
             return []
 
-    async def delete_user_document(self, user_id: str, doc_id: str, filename: str) -> bool:
+    async def delete_user_document(
+        self, user_id: str, doc_id: str, filename: str
+    ) -> bool:
         try:
             doc_blob_name = f"users/{user_id}/documents/{doc_id}_{filename}"
-            doc_blob_client = self.blob_service_client.get_blob_client(container=self.container_name, blob=doc_blob_name)
+            doc_blob_client = self.blob_service_client.get_blob_client(
+                container=self.container_name, blob=doc_blob_name
+            )
 
             try:
                 doc_size = doc_blob_client.get_blob_properties().size
@@ -233,30 +291,44 @@ async def delete_user_document(self, user_id: str, doc_id: str, filename: str) -
 
             profile = await self.get_user_profile(user_id)
             if profile:
-                profile["document_count"] = max(0, int(profile.get("document_count", 0)) - 1)
-                profile["storage_used"] = max(0, int(profile.get("storage_used", 0)) - int(doc_size))
+                profile["document_count"] = max(
+                    0, int(profile.get("document_count", 0)) - 1
+                )
+                profile["storage_used"] = max(
+                    0, int(profile.get("storage_used", 0)) - int(doc_size)
+                )
                 profile["last_updated"] = datetime.now(timezone.utc).isoformat()
                 await self.save_user_profile(user_id, profile)
 
             return True
         except Exception as e:
-            logger.error("Error deleting document %s for user %s: %s", doc_id, user_id, e)
+            logger.error(
+                "Error deleting document %s for user %s: %s", doc_id, user_id, e
+            )
             return False
 
-    async def save_file_hash_metadata(self, user_id: str, document_id: str, file_metadata: Dict[str, Any]) -> bool:
+    async def save_file_hash_metadata(
+        self, user_id: str, document_id: str, file_metadata: Dict[str, Any]
+    ) -> bool:
         try:
             blob_name = f"users/{user_id}/metadata/{document_id}_metadata.json"
-            blob_client = self.blob_service_client.get_blob_client(container=self.container_name, blob=blob_name)
+            blob_client = self.blob_service_client.get_blob_client(
+                container=self.container_name, blob=blob_name
+            )
             blob_client.upload_blob(json.dumps(file_metadata, indent=2), overwrite=True)
             return True
         except Exception as e:
             logger.error("Error saving file metadata for %s: %s", document_id, e)
             return False
 
-    async def get_file_hash_metadata(self, user_id: str, document_id: str) -> Optional[Dict[str, Any]]:
+    async def get_file_hash_metadata(
+        self, user_id: str, document_id: str
+    ) -> Optional[Dict[str, Any]]:
         try:
             blob_name = f"users/{user_id}/metadata/{document_id}_metadata.json"
-            blob_client = self.blob_service_client.get_blob_client(container=self.container_name, blob=blob_name)
+            blob_client = self.blob_service_client.get_blob_client(
+                container=self.container_name, blob=blob_name
+            )
             metadata_json = blob_client.download_blob().readall().decode("utf-8")
             return json.loads(metadata_json)
         except ResourceNotFoundError:
@@ -268,7 +340,9 @@ async def get_file_hash_metadata(self, user_id: str, document_id: str) -> Option
     async def delete_file_hash_metadata(self, user_id: str, document_id: str) -> bool:
         try:
             blob_name = f"users/{user_id}/metadata/{document_id}_metadata.json"
-            blob_client = self.blob_service_client.get_blob_client(container=self.container_name, blob=blob_name)
+            blob_client = self.blob_service_client.get_blob_client(
+                container=self.container_name, blob=blob_name
+            )
             blob_client.delete_blob()
             return True
         except ResourceNotFoundError:
@@ -277,12 +351,16 @@ async def delete_file_hash_metadata(self, user_id: str, document_id: str) -> boo
             logger.error("Error deleting file metadata for %s: %s", document_id, e)
             return False
 
-    async def put_bytes_by_path(self, path: str, content: bytes, content_type: str = "application/octet-stream") -> bool:
+    async def put_bytes_by_path(
+        self, path: str, content: bytes, content_type: str = "application/octet-stream"
+    ) -> bool:
         """Write blob by storage path 'container/blob'."""
         if not path or "/" not in path:
             raise ValueError("Invalid storage path")
         container, blob = path.split("/", 1)
-        blob_client = self.blob_service_client.get_blob_client(container=container, blob=blob)
+        blob_client = self.blob_service_client.get_blob_client(
+            container=container, blob=blob
+        )
         blob_client.upload_blob(content, overwrite=True, content_type=content_type)
         return True
 
@@ -292,7 +370,9 @@ async def get_bytes_by_path(self, path: str) -> Tuple[bytes, str]:
             raise ValueError("Invalid storage path")
         container, blob = path.split("/", 1)
 
-        blob_client = self.blob_service_client.get_blob_client(container=container, blob=blob)
+        blob_client = self.blob_service_client.get_blob_client(
+            container=container, blob=blob
+        )
         content = blob_client.download_blob().readall()
         filename = os.path.basename(blob) or "download"
         return content, filename
@@ -302,11 +382,15 @@ async def delete_by_path(self, path: str) -> bool:
         if not path or "/" not in path:
             raise ValueError("Invalid storage path")
         container, blob = path.split("/", 1)
-        blob_client = self.blob_service_client.get_blob_client(container=container, blob=blob)
+        blob_client = self.blob_service_client.get_blob_client(
+            container=container, blob=blob
+        )
         blob_client.delete_blob()
         return True
 
-    async def generate_signed_url(self, path: str, expiry_minutes: int = 5) -> Optional[str]:
+    async def generate_signed_url(
+        self, path: str, expiry_minutes: int = 5
+    ) -> Optional[str]:
         """Generate a read-only SAS URL for a blob. Path format: 'container/blob'."""
         if not path or "/" not in path:
             raise ValueError("Invalid storage path")
@@ -323,13 +407,17 @@ async def generate_signed_url(self, path: str, expiry_minutes: int = 5) -> Optio
             "expiry": expiry,
         }
         if self._account_key:
-            sas_token = generate_blob_sas(**blob_sas_kwargs, account_key=self._account_key)
+            sas_token = generate_blob_sas(
+                **blob_sas_kwargs, account_key=self._account_key
+            )
         elif self._credential:
             delegation_key = self.blob_service_client.get_user_delegation_key(
                 key_start_time=datetime.now(timezone.utc) - timedelta(minutes=1),
                 key_expiry_time=expiry,
             )
-            sas_token = generate_blob_sas(**blob_sas_kwargs, user_delegation_key=delegation_key)
+            sas_token = generate_blob_sas(
+                **blob_sas_kwargs, user_delegation_key=delegation_key
+            )
         else:
             raise RuntimeError("No credentials available for SAS generation")
 
@@ -387,10 +475,14 @@ async def create_user_directory(self, user_id: str) -> bool:
             logger.error("Error creating user directory for %s: %s", user_id, e)
             return False
 
-    async def save_user_profile(self, user_id: str, profile_data: Dict[str, Any]) -> bool:
+    async def save_user_profile(
+        self, user_id: str, profile_data: Dict[str, Any]
+    ) -> bool:
         try:
             self._profile_path(user_id).parent.mkdir(parents=True, exist_ok=True)
-            self._profile_path(user_id).write_text(json.dumps(profile_data, indent=2), encoding="utf-8")
+            self._profile_path(user_id).write_text(
+                json.dumps(profile_data, indent=2), encoding="utf-8"
+            )
             return True
         except Exception as e:
             logger.error("Error saving user profile for %s: %s", user_id, e)
@@ -406,7 +498,9 @@ async def get_user_profile(self, user_id: str) -> Optional[Dict[str, Any]]:
             logger.error("Error getting user profile for %s: %s", user_id, e)
             return None
 
-    async def upload_user_document(self, user_id: str, filename: str, file_content: bytes) -> Optional[str]:
+    async def upload_user_document(
+        self, user_id: str, filename: str, file_content: bytes
+    ) -> Optional[str]:
         try:
             await self.create_user_directory(user_id)
             doc_id = str(uuid.uuid4())
@@ -428,23 +522,31 @@ async def upload_user_document(self, user_id: str, filename: str, file_content:
             profile = await self.get_user_profile(user_id)
             if profile:
                 profile["document_count"] = int(profile.get("document_count", 0)) + 1
-                profile["storage_used"] = int(profile.get("storage_used", 0)) + len(file_content)
+                profile["storage_used"] = int(profile.get("storage_used", 0)) + len(
+                    file_content
+                )
                 profile["last_updated"] = datetime.now(timezone.utc).isoformat()
                 await self.save_user_profile(user_id, profile)
 
             return doc_id
         except Exception as e:
-            logger.error("Error uploading document %s for user %s: %s", filename, user_id, e)
+            logger.error(
+                "Error uploading document %s for user %s: %s", filename, user_id, e
+            )
             return None
 
-    async def get_user_document(self, user_id: str, doc_id: str, filename: str) -> Optional[bytes]:
+    async def get_user_document(
+        self, user_id: str, doc_id: str, filename: str
+    ) -> Optional[bytes]:
         try:
             p = self._doc_path(user_id, doc_id, filename)
             if not p.exists():
                 return None
             return p.read_bytes()
         except Exception as e:
-            logger.error("Error getting document %s for user %s: %s", doc_id, user_id, e)
+            logger.error(
+                "Error getting document %s for user %s: %s", doc_id, user_id, e
+            )
             return None
 
     async def list_user_documents(self, user_id: str) -> List[Dict[str, Any]]:
@@ -468,8 +570,12 @@ async def list_user_documents(self, user_id: str) -> List[Dict[str, Any]]:
                     "document_id": doc_id,
                     "filename": filename,
                     "file_size": stat.st_size,
-                    "upload_date": datetime.fromtimestamp(stat.st_mtime, tz=timezone.utc).isoformat(),
-                    "last_modified": datetime.fromtimestamp(stat.st_mtime, tz=timezone.utc).isoformat(),
+                    "upload_date": datetime.fromtimestamp(
+                        stat.st_mtime, tz=timezone.utc
+                    ).isoformat(),
+                    "last_modified": datetime.fromtimestamp(
+                        stat.st_mtime, tz=timezone.utc
+                    ).isoformat(),
                 }
                 if hash_metadata:
                     doc_info["file_hash"] = hash_metadata.get("file_hash")
@@ -483,7 +589,9 @@ async def list_user_documents(self, user_id: str) -> List[Dict[str, Any]]:
             logger.error("Error listing user documents for %s: %s", user_id, e)
             return []
 
-    async def delete_user_document(self, user_id: str, doc_id: str, filename: str) -> bool:
+    async def delete_user_document(
+        self, user_id: str, doc_id: str, filename: str
+    ) -> bool:
         try:
             p = self._doc_path(user_id, doc_id, filename)
             doc_size = p.stat().st_size if p.exists() else 0
@@ -493,16 +601,24 @@ async def delete_user_document(self, user_id: str, doc_id: str, filename: str) -
 
             profile = await self.get_user_profile(user_id)
             if profile:
-                profile["document_count"] = max(0, int(profile.get("document_count", 0)) - 1)
-                profile["storage_used"] = max(0, int(profile.get("storage_used", 0)) - int(doc_size))
+                profile["document_count"] = max(
+                    0, int(profile.get("document_count", 0)) - 1
+                )
+                profile["storage_used"] = max(
+                    0, int(profile.get("storage_used", 0)) - int(doc_size)
+                )
                 profile["last_updated"] = datetime.now(timezone.utc).isoformat()
                 await self.save_user_profile(user_id, profile)
             return True
         except Exception as e:
-            logger.error("Error deleting document %s for user %s: %s", doc_id, user_id, e)
+            logger.error(
+                "Error deleting document %s for user %s: %s", doc_id, user_id, e
+            )
             return False
 
-    async def save_file_hash_metadata(self, user_id: str, document_id: str, file_metadata: Dict[str, Any]) -> bool:
+    async def save_file_hash_metadata(
+        self, user_id: str, document_id: str, file_metadata: Dict[str, Any]
+    ) -> bool:
         try:
             p = self._metadata_path(user_id, document_id)
             p.parent.mkdir(parents=True, exist_ok=True)
@@ -512,7 +628,9 @@ async def save_file_hash_metadata(self, user_id: str, document_id: str, file_met
             logger.error("Error saving file metadata for %s: %s", document_id, e)
             return False
 
-    async def get_file_hash_metadata(self, user_id: str, document_id: str) -> Optional[Dict[str, Any]]:
+    async def get_file_hash_metadata(
+        self, user_id: str, document_id: str
+    ) -> Optional[Dict[str, Any]]:
         try:
             p = self._metadata_path(user_id, document_id)
             if not p.exists():
@@ -532,7 +650,9 @@ async def delete_file_hash_metadata(self, user_id: str, document_id: str) -> boo
             logger.error("Error deleting file metadata for %s: %s", document_id, e)
             return False
 
-    async def put_bytes_by_path(self, path: str, content: bytes, content_type: str = "application/octet-stream") -> bool:
+    async def put_bytes_by_path(
+        self, path: str, content: bytes, content_type: str = "application/octet-stream"
+    ) -> bool:
         """Write file by storage path 'container/blob'."""
         if not path or "/" not in path:
             raise ValueError("Invalid storage path")
@@ -585,7 +705,9 @@ async def delete_by_path(self, path: str) -> bool:
         p.unlink()
         return True
 
-    async def generate_signed_url(self, path: str, expiry_minutes: int = 5) -> Optional[str]:
+    async def generate_signed_url(
+        self, path: str, expiry_minutes: int = 5
+    ) -> Optional[str]:
         """Local storage cannot generate signed URLs; returns None to signal streaming fallback."""
         return None
 
@@ -605,8 +727,13 @@ def _build_storage_service() -> Optional[StorageService]:
             return None
     if stype == "azure":
         try:
-            if not settings.AZURE_STORAGE_ACCOUNT_NAME or not settings.AZURE_STORAGE_ACCOUNT_KEY:
-                raise ValueError("STORAGE_MODE=azure requires AZURE_STORAGE_ACCOUNT_NAME and AZURE_STORAGE_ACCOUNT_KEY")
+            if (
+                not settings.AZURE_STORAGE_ACCOUNT_NAME
+                or not settings.AZURE_STORAGE_ACCOUNT_KEY
+            ):
+                raise ValueError(
+                    "STORAGE_MODE=azure requires AZURE_STORAGE_ACCOUNT_NAME and AZURE_STORAGE_ACCOUNT_KEY"
+                )
             connection_string = (
                 "DefaultEndpointsProtocol=https;"
                 f"AccountName={settings.AZURE_STORAGE_ACCOUNT_NAME};"
@@ -618,13 +745,19 @@ def _build_storage_service() -> Optional[StorageService]:
                 container_name=settings.STORAGE_CONTAINER_NAME,
             )
         except Exception as e:
-            logger.exception("Failed to initialize AzureStorageService (connection string): %s", e)
+            logger.exception(
+                "Failed to initialize AzureStorageService (connection string): %s", e
+            )
             return None
     if stype == "entra":
         try:
             if not settings.AZURE_STORAGE_ACCOUNT_NAME:
-                raise ValueError("STORAGE_MODE=entra requires AZURE_STORAGE_ACCOUNT_NAME")
-            account_url = f"https://{settings.AZURE_STORAGE_ACCOUNT_NAME}.blob.core.windows.net"
+                raise ValueError(
+                    "STORAGE_MODE=entra requires AZURE_STORAGE_ACCOUNT_NAME"
+                )
+            account_url = (
+                f"https://{settings.AZURE_STORAGE_ACCOUNT_NAME}.blob.core.windows.net"
+            )
             return AzureStorageService(
                 account_url=account_url,
                 container_name=settings.STORAGE_CONTAINER_NAME,
diff --git a/backend/api/services/user_db.py b/backend/api/services/user_db.py
index ee1c0411..c2025cb5 100644
--- a/backend/api/services/user_db.py
+++ b/backend/api/services/user_db.py
@@ -16,7 +16,6 @@
 logger = logging.getLogger(__name__)
 
 
-
 class UserDatabaseService:
     """Service for managing user data in PostgreSQL via psycopg3 async."""
 
@@ -29,6 +28,7 @@ def __init__(self):
         self._registry_cache_ts: float = 0.0
         self._registry_cache_ttl_s: float = 30.0
         self._registry_cache_lock = asyncio.Lock()
+
     @staticmethod
     def _serialize_dates(row: Dict[str, Any]) -> Dict[str, Any]:
         for field in ("created_at", "updated_at", "last_login"):
@@ -50,11 +50,16 @@ async def _load_user_registry(self) -> Dict[str, Any]:
         """Load the user registry from storage."""
         async with self._registry_cache_lock:
             now = asyncio.get_running_loop().time()
-            if self._registry_cache is not None and (now - self._registry_cache_ts) < self._registry_cache_ttl_s:
+            if (
+                self._registry_cache is not None
+                and (now - self._registry_cache_ts) < self._registry_cache_ttl_s
+            ):
                 return self._registry_cache
 
             try:
-                content, _filename = await self.storage.get_bytes_by_path(self._registry_path())
+                content, _filename = await self.storage.get_bytes_by_path(
+                    self._registry_path()
+                )
                 reg = json.loads(content.decode("utf-8"))
             except Exception:
                 # Create empty registry if it doesn't exist / cannot be read
@@ -81,12 +86,12 @@ async def _save_user_registry(self, registry: Dict[str, Any]) -> bool:
             return ok
         except Exception:
             return False
+
     async def ensure_table_exists(self) -> None:
         """Create the users table if it does not already exist."""
         try:
             async with postgres_server.aconn() as conn:
-                await conn.execute(
-                    """
+                await conn.execute("""
                     CREATE TABLE IF NOT EXISTS users (
                         id              TEXT PRIMARY KEY,
                         email           TEXT UNIQUE NOT NULL,
@@ -98,8 +103,7 @@ async def ensure_table_exists(self) -> None:
                         updated_at      TIMESTAMP WITH TIME ZONE DEFAULT now(),
                         last_login      TIMESTAMP WITH TIME ZONE
                     )
-                    """
-                )
+                    """)
             logger.info("Ensured users table exists")
         except Exception as e:
             logger.exception("Failed to ensure users table exists: %s", e)
@@ -129,8 +133,17 @@ async def create_user(self, user_data: UserCreate) -> Optional[UserRead]:
                          created_at, updated_at, last_login)
                     VALUES (%s, %s, %s, %s, %s, %s, %s, %s, %s)
                     """,
-                    (user_id, email, user_data.full_name, hashed_password,
-                     True, False, now, now, None),
+                    (
+                        user_id,
+                        email,
+                        user_data.full_name,
+                        hashed_password,
+                        True,
+                        False,
+                        now,
+                        now,
+                        None,
+                    ),
                 )
             return UserRead(
                 id=user_id,
@@ -178,7 +191,9 @@ async def authenticate_user(
                 row = await cur.fetchone()
                 if not row:
                     return None
-                if not sso and not self._verify_password(password, row["hashed_password"]):
+                if not sso and not self._verify_password(
+                    password, row["hashed_password"]
+                ):
                     return None
                 now = datetime.now(timezone.utc)
                 await conn.execute(
@@ -193,8 +208,12 @@ async def update_user(
         self, user_id: str, update_data: Dict[str, Any]
     ) -> Optional[Dict[str, Any]]:
         allowed_fields = {
-            "full_name", "email", "hashed_password",
-            "is_active", "is_superuser", "last_login",
+            "full_name",
+            "email",
+            "hashed_password",
+            "is_active",
+            "is_superuser",
+            "last_login",
         }
         fields = {k: v for k, v in update_data.items() if k in allowed_fields}
         if not fields:
diff --git a/backend/api/sr/router.py b/backend/api/sr/router.py
index e36b095d..84a4e92f 100644
--- a/backend/api/sr/router.py
+++ b/backend/api/sr/router.py
@@ -28,6 +28,7 @@
 
 router = APIRouter()
 
+
 class SystematicReviewCreate(BaseModel):
     name: str
     description: Optional[str] = None
@@ -53,10 +54,9 @@ class SystematicReviewRead(BaseModel):
     criteria_parsed: Optional[Dict[str, Any]] = None
 
 
-
-
-
-@router.post("/create", response_model=SystematicReviewRead, status_code=status.HTTP_201_CREATED)
+@router.post(
+    "/create", response_model=SystematicReviewRead, status_code=status.HTTP_201_CREATED
+)
 async def create_systematic_review(
     name: str = Form(...),
     description: Optional[str] = Form(None),
@@ -78,7 +78,9 @@ async def create_systematic_review(
     """
 
     if not name or not name.strip():
-        raise HTTPException(status_code=status.HTTP_400_BAD_REQUEST, detail="name is required")
+        raise HTTPException(
+            status_code=status.HTTP_400_BAD_REQUEST, detail="name is required"
+        )
 
     # Load YAML criteria
     criteria_str: Optional[str] = None
@@ -103,7 +105,8 @@ async def create_systematic_review(
                 )
     except yaml.YAMLError as ye:
         raise HTTPException(
-            status_code=status.HTTP_400_BAD_REQUEST, detail=f"Invalid YAML provided: {ye}"
+            status_code=status.HTTP_400_BAD_REQUEST,
+            detail=f"Invalid YAML provided: {ye}",
         )
     except Exception as e:
         raise HTTPException(status_code=status.HTTP_400_BAD_REQUEST, detail=str(e))
@@ -121,7 +124,10 @@ async def create_systematic_review(
     except HTTPException:
         raise
     except Exception as e:
-        raise HTTPException(status_code=status.HTTP_500_INTERNAL_SERVER_ERROR, detail=f"Failed to create systematic review: {e}")
+        raise HTTPException(
+            status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
+            detail=f"Failed to create systematic review: {e}",
+        )
 
     return SystematicReviewRead(
         id=sr_doc.get("id"),
@@ -164,27 +170,45 @@ async def add_user_to_systematic_review(
     """
 
     try:
-        sr, screening = await load_sr_and_check(sr_id, current_user, srdb_service, require_screening=False)
+        sr, screening = await load_sr_and_check(
+            sr_id, current_user, srdb_service, require_screening=False
+        )
     except HTTPException:
         raise
     except Exception as e:
-        raise HTTPException(status_code=status.HTTP_500_INTERNAL_SERVER_ERROR, detail=f"Failed to load systematic review: {e}")
+        raise HTTPException(
+            status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
+            detail=f"Failed to load systematic review: {e}",
+        )
 
     # resolve user
     target_user_id = None
     if payload.user_email:
         target_user_id = payload.user_email
     else:
-        raise HTTPException(status_code=status.HTTP_400_BAD_REQUEST, detail="Missing data user_email")
+        raise HTTPException(
+            status_code=status.HTTP_400_BAD_REQUEST, detail="Missing data user_email"
+        )
 
     try:
-        res = await run_in_threadpool(srdb_service.add_user, sr_id, target_user_id, current_user.get("id"))
+        res = await run_in_threadpool(
+            srdb_service.add_user, sr_id, target_user_id, current_user.get("id")
+        )
     except HTTPException:
         raise
     except Exception as e:
-        raise HTTPException(status_code=status.HTTP_500_INTERNAL_SERVER_ERROR, detail=f"Failed to add user: {e}")
+        raise HTTPException(
+            status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
+            detail=f"Failed to add user: {e}",
+        )
 
-    return {"status": "success", "sr_id": sr_id, "added_user_id": target_user_id, "matched_count": res.get("matched_count"), "modified_count": res.get("modified_count")}
+    return {
+        "status": "success",
+        "sr_id": sr_id,
+        "added_user_id": target_user_id,
+        "matched_count": res.get("matched_count"),
+        "modified_count": res.get("modified_count"),
+    }
 
 
 @router.post("/{sr_id}/remove-user")
@@ -201,31 +225,52 @@ async def remove_user_from_systematic_review(
     The owner cannot be removed via this endpoint.
     """
     try:
-        sr, screening = await load_sr_and_check(sr_id, current_user, srdb_service, require_screening=False)
+        sr, screening = await load_sr_and_check(
+            sr_id, current_user, srdb_service, require_screening=False
+        )
     except HTTPException:
         raise
     except Exception as e:
-        raise HTTPException(status_code=status.HTTP_500_INTERNAL_SERVER_ERROR, detail=f"Failed to load systematic review: {e}")
-    
+        raise HTTPException(
+            status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
+            detail=f"Failed to load systematic review: {e}",
+        )
+
     # resolve user
     target_user_id = None
     if payload.user_email:
         target_user_id = payload.user_email
     else:
-        raise HTTPException(status_code=status.HTTP_400_BAD_REQUEST, detail="Missing data user_email")
+        raise HTTPException(
+            status_code=status.HTTP_400_BAD_REQUEST, detail="Missing data user_email"
+        )
 
     # do not allow removing the owner
     if target_user_id == sr.get("owner_id"):
-        raise HTTPException(status_code=status.HTTP_400_BAD_REQUEST, detail="Cannot remove the owner from the systematic review")
+        raise HTTPException(
+            status_code=status.HTTP_400_BAD_REQUEST,
+            detail="Cannot remove the owner from the systematic review",
+        )
 
     try:
-        res = await run_in_threadpool(srdb_service.remove_user, sr_id, target_user_id, current_user.get("id"))
+        res = await run_in_threadpool(
+            srdb_service.remove_user, sr_id, target_user_id, current_user.get("id")
+        )
     except HTTPException:
         raise
     except Exception as e:
-        raise HTTPException(status_code=status.HTTP_500_INTERNAL_SERVER_ERROR, detail=f"Failed to remove user: {e}")
+        raise HTTPException(
+            status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
+            detail=f"Failed to remove user: {e}",
+        )
 
-    return {"status": "success", "sr_id": sr_id, "removed_user_id": target_user_id, "matched_count": res.get("matched_count"), "modified_count": res.get("modified_count")}
+    return {
+        "status": "success",
+        "sr_id": sr_id,
+        "removed_user_id": target_user_id,
+        "matched_count": res.get("matched_count"),
+        "modified_count": res.get("modified_count"),
+    }
 
 
 @router.get("/mine", response_model=List[SystematicReviewRead])
@@ -240,11 +285,16 @@ async def list_systematic_reviews_for_user(
     user_id = current_user.get("email")
     results = []
     try:
-        docs = await run_in_threadpool(srdb_service.list_systematic_reviews_for_user, user_id)
+        docs = await run_in_threadpool(
+            srdb_service.list_systematic_reviews_for_user, user_id
+        )
     except HTTPException:
         raise
     except Exception as e:
-        raise HTTPException(status_code=status.HTTP_500_INTERNAL_SERVER_ERROR, detail=f"Failed to list systematic reviews: {e}")
+        raise HTTPException(
+            status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
+            detail=f"Failed to list systematic reviews: {e}",
+        )
 
     for doc in docs:
         results.append(
@@ -268,17 +318,24 @@ async def list_systematic_reviews_for_user(
 
 
 @router.get("/{sr_id}", response_model=SystematicReviewRead)
-async def get_systematic_review(sr_id: str, current_user: Dict[str, Any] = Depends(get_current_active_user)):
+async def get_systematic_review(
+    sr_id: str, current_user: Dict[str, Any] = Depends(get_current_active_user)
+):
     """
     Get a single systematic review by id. User must be a member to view.
     """
 
     try:
-        doc, screening = await load_sr_and_check(sr_id, current_user, srdb_service, require_screening=False)
+        doc, screening = await load_sr_and_check(
+            sr_id, current_user, srdb_service, require_screening=False
+        )
     except HTTPException:
         raise
     except Exception as e:
-        raise HTTPException(status_code=status.HTTP_500_INTERNAL_SERVER_ERROR, detail=f"Failed to load systematic review: {e}")
+        raise HTTPException(
+            status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
+            detail=f"Failed to load systematic review: {e}",
+        )
 
     return SystematicReviewRead(
         id=doc.get("id"),
@@ -308,11 +365,16 @@ async def get_systematic_review_criteria_parsed(
     """
 
     try:
-        doc, screening = await load_sr_and_check(sr_id, current_user, srdb_service, require_screening=False)
+        doc, screening = await load_sr_and_check(
+            sr_id, current_user, srdb_service, require_screening=False
+        )
     except HTTPException:
         raise
     except Exception as e:
-        raise HTTPException(status_code=status.HTTP_500_INTERNAL_SERVER_ERROR, detail=f"Failed to load systematic review: {e}")
+        raise HTTPException(
+            status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
+            detail=f"Failed to load systematic review: {e}",
+        )
 
     cp = doc.get("criteria_parsed") or {}
     return {"criteria_parsed": cp}
@@ -334,11 +396,16 @@ async def update_systematic_review_criteria(
     """
 
     try:
-        sr, screening = await load_sr_and_check(sr_id, current_user, srdb_service, require_screening=False)
+        sr, screening = await load_sr_and_check(
+            sr_id, current_user, srdb_service, require_screening=False
+        )
     except HTTPException:
         raise
     except Exception as e:
-        raise HTTPException(status_code=status.HTTP_500_INTERNAL_SERVER_ERROR, detail=f"Failed to load systematic review: {e}")
+        raise HTTPException(
+            status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
+            detail=f"Failed to load systematic review: {e}",
+        )
 
     # Load YAML criteria
     criteria_str: Optional[str] = None
@@ -352,7 +419,10 @@ async def update_systematic_review_criteria(
             criteria_str = criteria_yaml
 
         if not criteria_str:
-            raise HTTPException(status_code=status.HTTP_400_BAD_REQUEST, detail="Either criteria_file or criteria_yaml must be provided")
+            raise HTTPException(
+                status_code=status.HTTP_400_BAD_REQUEST,
+                detail="Either criteria_file or criteria_yaml must be provided",
+            )
 
         criteria_obj = yaml.safe_load(criteria_str)
         if criteria_obj is None:
@@ -364,18 +434,28 @@ async def update_systematic_review_criteria(
             )
     except yaml.YAMLError as ye:
         raise HTTPException(
-            status_code=status.HTTP_400_BAD_REQUEST, detail=f"Invalid YAML provided: {ye}"
+            status_code=status.HTTP_400_BAD_REQUEST,
+            detail=f"Invalid YAML provided: {ye}",
         )
     except Exception as e:
         raise HTTPException(status_code=status.HTTP_400_BAD_REQUEST, detail=str(e))
 
     # perform update
     try:
-        doc = await run_in_threadpool(srdb_service.update_criteria, sr_id, criteria_obj, criteria_str, current_user.get("id"))
+        doc = await run_in_threadpool(
+            srdb_service.update_criteria,
+            sr_id,
+            criteria_obj,
+            criteria_str,
+            current_user.get("id"),
+        )
     except HTTPException:
         raise
     except Exception as e:
-        raise HTTPException(status_code=status.HTTP_500_INTERNAL_SERVER_ERROR, detail=f"Failed to update criteria: {e}")
+        raise HTTPException(
+            status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
+            detail=f"Failed to update criteria: {e}",
+        )
 
     return SystematicReviewRead(
         id=doc.get("id"),
@@ -394,7 +474,9 @@ async def update_systematic_review_criteria(
 
 
 @router.delete("/{sr_id}")
-async def delete_systematic_review(sr_id: str, current_user: Dict[str, Any] = Depends(get_current_active_user)):
+async def delete_systematic_review(
+    sr_id: str, current_user: Dict[str, Any] = Depends(get_current_active_user)
+):
     """
     Soft-delete a systematic review by marking its 'visible' flag as False.
 
@@ -402,28 +484,49 @@ async def delete_systematic_review(sr_id: str, current_user: Dict[str, Any] = De
     """
 
     try:
-        sr, screening = await load_sr_and_check(sr_id, current_user, srdb_service, require_screening=False)
+        sr, screening = await load_sr_and_check(
+            sr_id, current_user, srdb_service, require_screening=False
+        )
     except HTTPException:
         raise
     except Exception as e:
-        raise HTTPException(status_code=status.HTTP_500_INTERNAL_SERVER_ERROR, detail=f"Failed to load systematic review: {e}")
+        raise HTTPException(
+            status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
+            detail=f"Failed to load systematic review: {e}",
+        )
 
     requester_id = current_user.get("id")
     if requester_id != sr.get("owner_id"):
-        raise HTTPException(status_code=status.HTTP_403_FORBIDDEN, detail="Only the owner may delete this systematic review")
+        raise HTTPException(
+            status_code=status.HTTP_403_FORBIDDEN,
+            detail="Only the owner may delete this systematic review",
+        )
 
     try:
-        res = await run_in_threadpool(srdb_service.soft_delete_systematic_review, sr_id, requester_id)
+        res = await run_in_threadpool(
+            srdb_service.soft_delete_systematic_review, sr_id, requester_id
+        )
     except HTTPException:
         raise
     except Exception as e:
-        raise HTTPException(status_code=status.HTTP_500_INTERNAL_SERVER_ERROR, detail=f"Failed to delete systematic review: {e}")
+        raise HTTPException(
+            status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
+            detail=f"Failed to delete systematic review: {e}",
+        )
 
-    return {"status": "success", "sr_id": sr_id, "deleted": True, "matched_count": res.get("matched_count"), "modified_count": res.get("modified_count")}
+    return {
+        "status": "success",
+        "sr_id": sr_id,
+        "deleted": True,
+        "matched_count": res.get("matched_count"),
+        "modified_count": res.get("modified_count"),
+    }
 
 
 @router.post("/{sr_id}/undelete")
-async def undelete_systematic_review(sr_id: str, current_user: Dict[str, Any] = Depends(get_current_active_user)):
+async def undelete_systematic_review(
+    sr_id: str, current_user: Dict[str, Any] = Depends(get_current_active_user)
+):
     """
     Undelete (restore) a systematic review by marking its 'visible' flag as True.
 
@@ -431,28 +534,53 @@ async def undelete_systematic_review(sr_id: str, current_user: Dict[str, Any] =
     """
 
     try:
-        sr, screening = await load_sr_and_check(sr_id, current_user, srdb_service, require_screening=False, require_visible=False)
+        sr, screening = await load_sr_and_check(
+            sr_id,
+            current_user,
+            srdb_service,
+            require_screening=False,
+            require_visible=False,
+        )
     except HTTPException:
         raise
     except Exception as e:
-        raise HTTPException(status_code=status.HTTP_500_INTERNAL_SERVER_ERROR, detail=f"Failed to load systematic review: {e}")
+        raise HTTPException(
+            status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
+            detail=f"Failed to load systematic review: {e}",
+        )
 
     requester_id = current_user.get("id")
     if requester_id != sr.get("owner_id"):
-        raise HTTPException(status_code=status.HTTP_403_FORBIDDEN, detail="Only the owner may undelete this systematic review")
+        raise HTTPException(
+            status_code=status.HTTP_403_FORBIDDEN,
+            detail="Only the owner may undelete this systematic review",
+        )
 
     try:
-        res = await run_in_threadpool(srdb_service.undelete_systematic_review, sr_id, requester_id)
+        res = await run_in_threadpool(
+            srdb_service.undelete_systematic_review, sr_id, requester_id
+        )
     except HTTPException:
         raise
     except Exception as e:
-        raise HTTPException(status_code=status.HTTP_500_INTERNAL_SERVER_ERROR, detail=f"Failed to undelete systematic review: {e}")
+        raise HTTPException(
+            status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
+            detail=f"Failed to undelete systematic review: {e}",
+        )
 
-    return {"status": "success", "sr_id": sr_id, "undeleted": True, "matched_count": res.get("matched_count"), "modified_count": res.get("modified_count")}
+    return {
+        "status": "success",
+        "sr_id": sr_id,
+        "undeleted": True,
+        "matched_count": res.get("matched_count"),
+        "modified_count": res.get("modified_count"),
+    }
 
 
 @router.delete("/{sr_id}/hard")
-async def hard_delete_systematic_review(sr_id: str, current_user: Dict[str, Any] = Depends(get_current_active_user)):
+async def hard_delete_systematic_review(
+    sr_id: str, current_user: Dict[str, Any] = Depends(get_current_active_user)
+):
     """
     Permanently remove the systematic review document from MongoDB.
 
@@ -463,15 +591,27 @@ async def hard_delete_systematic_review(sr_id: str, current_user: Dict[str, Any]
     """
 
     try:
-        sr, screening = await load_sr_and_check(sr_id, current_user, srdb_service, require_screening=False, require_visible=False)
+        sr, screening = await load_sr_and_check(
+            sr_id,
+            current_user,
+            srdb_service,
+            require_screening=False,
+            require_visible=False,
+        )
     except HTTPException:
         raise
     except Exception as e:
-        raise HTTPException(status_code=status.HTTP_500_INTERNAL_SERVER_ERROR, detail=f"Failed to load systematic review: {e}")
+        raise HTTPException(
+            status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
+            detail=f"Failed to load systematic review: {e}",
+        )
 
     requester_id = current_user.get("id")
     if requester_id != sr.get("owner_id"):
-        raise HTTPException(status_code=status.HTTP_403_FORBIDDEN, detail="Only the owner may hard-delete this systematic review")
+        raise HTTPException(
+            status_code=status.HTTP_403_FORBIDDEN,
+            detail="Only the owner may hard-delete this systematic review",
+        )
 
     # Attempt to perform screening resources cleanup prior to deleting the SR document.
     cleanup_result = None
@@ -492,15 +632,23 @@ async def hard_delete_systematic_review(sr_id: str, current_user: Dict[str, Any]
         cleanup_result = {"status": "cleanup_import_failed", "error": str(e)}
 
     try:
-        res = await run_in_threadpool(srdb_service.hard_delete_systematic_review, sr_id, requester_id)
+        res = await run_in_threadpool(
+            srdb_service.hard_delete_systematic_review, sr_id, requester_id
+        )
         deleted_count = res.get("deleted_count")
         if not deleted_count:
             # If backend reported zero deletions, raise NotFound to match prior behavior
-            raise HTTPException(status_code=status.HTTP_404_NOT_FOUND, detail="Systematic review not found during hard delete")
+            raise HTTPException(
+                status_code=status.HTTP_404_NOT_FOUND,
+                detail="Systematic review not found during hard delete",
+            )
     except HTTPException:
         raise
     except Exception as e:
-        raise HTTPException(status_code=status.HTTP_500_INTERNAL_SERVER_ERROR, detail=f"Failed to hard-delete systematic review: {e}")
+        raise HTTPException(
+            status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
+            detail=f"Failed to hard-delete systematic review: {e}",
+        )
 
     return {
         "status": "success",
diff --git a/backend/main.py b/backend/main.py
index 606dc55f..244c36f7 100644
--- a/backend/main.py
+++ b/backend/main.py
@@ -15,7 +15,6 @@
 from api.services.sr_db_service import srdb_service
 from api.services.user_db import user_db_service
 
-
 app = FastAPI(
     title=settings.PROJECT_NAME,
     description=settings.DESCRIPTION,
@@ -29,10 +28,12 @@ async def startup_event():
     """Startup event - initialize CAN-SR systematic review database"""
     from fastapi.concurrency import run_in_threadpool
     import asyncio
-    
+
     # Reduce Azure SDK HTTP logging noise (especially during polling endpoints).
     logging.getLogger("azure").setLevel(logging.WARNING)
-    logging.getLogger("azure.core.pipeline.policies.http_logging_policy").setLevel(logging.WARNING)
+    logging.getLogger("azure.core.pipeline.policies.http_logging_policy").setLevel(
+        logging.WARNING
+    )
 
     print("🚀 Starting CAN-SR Backend...", flush=True)
     print("📚 Initializing systematic review database...", flush=True)
@@ -61,6 +62,7 @@ async def startup_event():
             # Keep Procrastinate open for the whole API lifespan so request handlers
             # can enqueue jobs.
             from api.jobs.procrastinate_app import PROCRASTINATE_APP
+
             await PROCRASTINATE_APP.open_async()
             await ensure_procrastinate_schema()
             await run_in_threadpool(run_all_repo.ensure_tables)
@@ -71,9 +73,14 @@ async def startup_event():
             if getattr(settings, "PROCRASTINATE_CLEAR_ON_START", True):
                 try:
                     cleared = await clear_pending_jobs(queues=["default"])
-                    print(f"🧹 Cleared {cleared} pending Procrastinate jobs", flush=True)
+                    print(
+                        f"🧹 Cleared {cleared} pending Procrastinate jobs", flush=True
+                    )
                 except Exception as e:
-                    print(f"⚠️ Failed to clear pending Procrastinate jobs: {e}", flush=True)
+                    print(
+                        f"⚠️ Failed to clear pending Procrastinate jobs: {e}",
+                        flush=True,
+                    )
 
             if workers_enabled():
                 # Run a worker loop inside the API process (dev/quick deploy).
@@ -96,8 +103,6 @@ async def shutdown_event():
     except Exception:
         pass
 
-    
-
 
 # Set up CORS
 cors_origins = (
@@ -105,7 +110,12 @@ async def shutdown_event():
     if isinstance(settings.CORS_ORIGINS, str)
     else [settings.CORS_ORIGINS]
 )
-app.add_middleware(SessionMiddleware, secret_key=settings.SECRET_KEY, same_site="lax", https_only=settings.IS_DEPLOYED)
+app.add_middleware(
+    SessionMiddleware,
+    secret_key=settings.SECRET_KEY,
+    same_site="lax",
+    https_only=settings.IS_DEPLOYED,
+)
 app.add_middleware(
     CORSMiddleware,
     allow_origins=cors_origins,
diff --git a/frontend/package-lock.json b/frontend/package-lock.json
index 42863d56..91c103a9 100644
--- a/frontend/package-lock.json
+++ b/frontend/package-lock.json
@@ -519,6 +519,7 @@
       "cpu": [
         "arm64"
       ],
+      "license": "Apache-2.0",
       "optional": true,
       "os": [
         "darwin"
@@ -540,6 +541,7 @@
       "cpu": [
         "x64"
       ],
+      "license": "Apache-2.0",
       "optional": true,
       "os": [
         "darwin"
@@ -561,6 +563,7 @@
       "cpu": [
         "arm64"
       ],
+      "license": "LGPL-3.0-or-later",
       "optional": true,
       "os": [
         "darwin"
@@ -576,6 +579,7 @@
       "cpu": [
         "x64"
       ],
+      "license": "LGPL-3.0-or-later",
       "optional": true,
       "os": [
         "darwin"
@@ -591,6 +595,7 @@
       "cpu": [
         "arm"
       ],
+      "license": "LGPL-3.0-or-later",
       "optional": true,
       "os": [
         "linux"
@@ -606,6 +611,7 @@
       "cpu": [
         "arm64"
       ],
+      "license": "LGPL-3.0-or-later",
       "optional": true,
       "os": [
         "linux"
@@ -621,6 +627,7 @@
       "cpu": [
         "ppc64"
       ],
+      "license": "LGPL-3.0-or-later",
       "optional": true,
       "os": [
         "linux"
@@ -636,6 +643,7 @@
       "cpu": [
         "riscv64"
       ],
+      "license": "LGPL-3.0-or-later",
       "optional": true,
       "os": [
         "linux"
@@ -651,6 +659,7 @@
       "cpu": [
         "s390x"
       ],
+      "license": "LGPL-3.0-or-later",
       "optional": true,
       "os": [
         "linux"
@@ -681,6 +690,7 @@
       "cpu": [
         "arm64"
       ],
+      "license": "LGPL-3.0-or-later",
       "optional": true,
       "os": [
         "linux"
@@ -711,6 +721,7 @@
       "cpu": [
         "arm"
       ],
+      "license": "Apache-2.0",
       "optional": true,
       "os": [
         "linux"
@@ -732,6 +743,7 @@
       "cpu": [
         "arm64"
       ],
+      "license": "Apache-2.0",
       "optional": true,
       "os": [
         "linux"
@@ -753,6 +765,7 @@
       "cpu": [
         "ppc64"
       ],
+      "license": "Apache-2.0",
       "optional": true,
       "os": [
         "linux"
@@ -774,6 +787,7 @@
       "cpu": [
         "riscv64"
       ],
+      "license": "Apache-2.0",
       "optional": true,
       "os": [
         "linux"
@@ -795,6 +809,7 @@
       "cpu": [
         "s390x"
       ],
+      "license": "Apache-2.0",
       "optional": true,
       "os": [
         "linux"
@@ -837,6 +852,7 @@
       "cpu": [
         "arm64"
       ],
+      "license": "Apache-2.0",
       "optional": true,
       "os": [
         "linux"
@@ -879,6 +895,7 @@
       "cpu": [
         "wasm32"
       ],
+      "license": "Apache-2.0 AND LGPL-3.0-or-later AND MIT",
       "optional": true,
       "dependencies": {
         "@emnapi/runtime": "^1.7.0"
@@ -897,6 +914,7 @@
       "cpu": [
         "arm64"
       ],
+      "license": "Apache-2.0 AND LGPL-3.0-or-later",
       "optional": true,
       "os": [
         "win32"
@@ -915,6 +933,7 @@
       "cpu": [
         "ia32"
       ],
+      "license": "Apache-2.0 AND LGPL-3.0-or-later",
       "optional": true,
       "os": [
         "win32"
@@ -933,6 +952,7 @@
       "cpu": [
         "x64"
       ],
+      "license": "Apache-2.0 AND LGPL-3.0-or-later",
       "optional": true,
       "os": [
         "win32"
@@ -1024,9 +1044,9 @@
       }
     },
     "node_modules/@next/env": {
-      "version": "16.1.6",
-      "resolved": "https://registry.npmjs.org/@next/env/-/env-16.1.6.tgz",
-      "integrity": "sha512-N1ySLuZjnAtN3kFnwhAwPvZah8RJxKasD7x1f8shFqhncnWZn4JMfg37diLNuoHsLAlrDfM3g4mawVdtAG8XLQ==",
+      "version": "16.2.1",
+      "resolved": "https://registry.npmjs.org/@next/env/-/env-16.2.1.tgz",
+      "integrity": "sha512-n8P/HCkIWW+gVal2Z8XqXJ6aB3J0tuM29OcHpCsobWlChH/SITBs1DFBk/HajgrwDkqqBXPbuUuzgDvUekREPg==",
       "license": "MIT"
     },
     "node_modules/@next/eslint-plugin-next": {
@@ -1034,20 +1054,15 @@
       "resolved": "https://registry.npmjs.org/@next/eslint-plugin-next/-/eslint-plugin-next-15.5.9.tgz",
       "integrity": "sha512-kUzXx0iFiXw27cQAViE1yKWnz/nF8JzRmwgMRTMh8qMY90crNsdXJRh2e+R0vBpFR3kk1yvAR7wev7+fCCb79Q==",
       "dev": true,
+      "license": "MIT",
       "dependencies": {
         "fast-glob": "3.3.1"
       }
     },
     "node_modules/@next/swc-darwin-arm64": {
-<<<<<<< HEAD
-      "version": "16.1.6",
-      "resolved": "https://registry.npmjs.org/@next/swc-darwin-arm64/-/swc-darwin-arm64-16.1.6.tgz",
-      "integrity": "sha512-wTzYulosJr/6nFnqGW7FrG3jfUUlEf8UjGA0/pyypJl42ExdVgC6xJgcXQ+V8QFn6niSG2Pb8+MIG1mZr2vczw==",
-=======
       "version": "16.2.1",
       "resolved": "https://registry.npmjs.org/@next/swc-darwin-arm64/-/swc-darwin-arm64-16.2.1.tgz",
       "integrity": "sha512-BwZ8w8YTaSEr2HIuXLMLxIdElNMPvY9fLqb20LX9A9OMGtJilhHLbCL3ggyd0TwjmMcTxi0XXt+ur1vWUoxj2Q==",
->>>>>>> b53acc7e (add vars to backend/.env)
       "cpu": [
         "arm64"
       ],
@@ -1061,15 +1076,9 @@
       }
     },
     "node_modules/@next/swc-darwin-x64": {
-<<<<<<< HEAD
-      "version": "16.1.6",
-      "resolved": "https://registry.npmjs.org/@next/swc-darwin-x64/-/swc-darwin-x64-16.1.6.tgz",
-      "integrity": "sha512-BLFPYPDO+MNJsiDWbeVzqvYd4NyuRrEYVB5k2N3JfWncuHAy2IVwMAOlVQDFjj+krkWzhY2apvmekMkfQR0CUQ==",
-=======
       "version": "16.2.1",
       "resolved": "https://registry.npmjs.org/@next/swc-darwin-x64/-/swc-darwin-x64-16.2.1.tgz",
       "integrity": "sha512-/vrcE6iQSJq3uL3VGVHiXeaKbn8Es10DGTGRJnRZlkNQQk3kaNtAJg8Y6xuAlrx/6INKVjkfi5rY0iEXorZ6uA==",
->>>>>>> b53acc7e (add vars to backend/.env)
       "cpu": [
         "x64"
       ],
@@ -1083,15 +1092,9 @@
       }
     },
     "node_modules/@next/swc-linux-arm64-gnu": {
-<<<<<<< HEAD
-      "version": "16.1.6",
-      "resolved": "https://registry.npmjs.org/@next/swc-linux-arm64-gnu/-/swc-linux-arm64-gnu-16.1.6.tgz",
-      "integrity": "sha512-OJYkCd5pj/QloBvoEcJ2XiMnlJkRv9idWA/j0ugSuA34gMT6f5b7vOiCQHVRpvStoZUknhl6/UxOXL4OwtdaBw==",
-=======
       "version": "16.2.1",
       "resolved": "https://registry.npmjs.org/@next/swc-linux-arm64-gnu/-/swc-linux-arm64-gnu-16.2.1.tgz",
       "integrity": "sha512-uLn+0BK+C31LTVbQ/QU+UaVrV0rRSJQ8RfniQAHPghDdgE+SlroYqcmFnO5iNjNfVWCyKZHYrs3Nl0mUzWxbBw==",
->>>>>>> b53acc7e (add vars to backend/.env)
       "cpu": [
         "arm64"
       ],
@@ -1105,15 +1108,9 @@
       }
     },
     "node_modules/@next/swc-linux-arm64-musl": {
-<<<<<<< HEAD
-      "version": "16.1.6",
-      "resolved": "https://registry.npmjs.org/@next/swc-linux-arm64-musl/-/swc-linux-arm64-musl-16.1.6.tgz",
-      "integrity": "sha512-S4J2v+8tT3NIO9u2q+S0G5KdvNDjXfAv06OhfOzNDaBn5rw84DGXWndOEB7d5/x852A20sW1M56vhC/tRVbccQ==",
-=======
       "version": "16.2.1",
       "resolved": "https://registry.npmjs.org/@next/swc-linux-arm64-musl/-/swc-linux-arm64-musl-16.2.1.tgz",
       "integrity": "sha512-ssKq6iMRnHdnycGp9hCuGnXJZ0YPr4/wNwrfE5DbmvEcgl9+yv97/Kq3TPVDfYome1SW5geciLB9aiEqKXQjlQ==",
->>>>>>> b53acc7e (add vars to backend/.env)
       "cpu": [
         "arm64"
       ],
@@ -1127,15 +1124,9 @@
       }
     },
     "node_modules/@next/swc-linux-x64-gnu": {
-<<<<<<< HEAD
-      "version": "16.1.6",
-      "resolved": "https://registry.npmjs.org/@next/swc-linux-x64-gnu/-/swc-linux-x64-gnu-16.1.6.tgz",
-      "integrity": "sha512-2eEBDkFlMMNQnkTyPBhQOAyn2qMxyG2eE7GPH2WIDGEpEILcBPI/jdSv4t6xupSP+ot/jkfrCShLAa7+ZUPcJQ==",
-=======
       "version": "16.2.1",
       "resolved": "https://registry.npmjs.org/@next/swc-linux-x64-gnu/-/swc-linux-x64-gnu-16.2.1.tgz",
       "integrity": "sha512-HQm7SrHRELJ30T1TSmT706IWovFFSRGxfgUkyWJZF/RKBMdbdRWJuFrcpDdE5vy9UXjFOx6L3mRdqH04Mmx0hg==",
->>>>>>> b53acc7e (add vars to backend/.env)
       "cpu": [
         "x64"
       ],
@@ -1149,15 +1140,9 @@
       }
     },
     "node_modules/@next/swc-linux-x64-musl": {
-<<<<<<< HEAD
-      "version": "16.1.6",
-      "resolved": "https://registry.npmjs.org/@next/swc-linux-x64-musl/-/swc-linux-x64-musl-16.1.6.tgz",
-      "integrity": "sha512-oicJwRlyOoZXVlxmIMaTq7f8pN9QNbdes0q2FXfRsPhfCi8n8JmOZJm5oo1pwDaFbnnD421rVU409M3evFbIqg==",
-=======
       "version": "16.2.1",
       "resolved": "https://registry.npmjs.org/@next/swc-linux-x64-musl/-/swc-linux-x64-musl-16.2.1.tgz",
       "integrity": "sha512-aV2iUaC/5HGEpbBkE+4B8aHIudoOy5DYekAKOMSHoIYQ66y/wIVeaRx8MS2ZMdxe/HIXlMho4ubdZs/J8441Tg==",
->>>>>>> b53acc7e (add vars to backend/.env)
       "cpu": [
         "x64"
       ],
@@ -1171,15 +1156,9 @@
       }
     },
     "node_modules/@next/swc-win32-arm64-msvc": {
-<<<<<<< HEAD
-      "version": "16.1.6",
-      "resolved": "https://registry.npmjs.org/@next/swc-win32-arm64-msvc/-/swc-win32-arm64-msvc-16.1.6.tgz",
-      "integrity": "sha512-gQmm8izDTPgs+DCWH22kcDmuUp7NyiJgEl18bcr8irXA5N2m2O+JQIr6f3ct42GOs9c0h8QF3L5SzIxcYAAXXw==",
-=======
       "version": "16.2.1",
       "resolved": "https://registry.npmjs.org/@next/swc-win32-arm64-msvc/-/swc-win32-arm64-msvc-16.2.1.tgz",
       "integrity": "sha512-IXdNgiDHaSk0ZUJ+xp0OQTdTgnpx1RCfRTalhn3cjOP+IddTMINwA7DXZrwTmGDO8SUr5q2hdP/du4DcrB1GxA==",
->>>>>>> b53acc7e (add vars to backend/.env)
       "cpu": [
         "arm64"
       ],
@@ -1193,15 +1172,9 @@
       }
     },
     "node_modules/@next/swc-win32-x64-msvc": {
-<<<<<<< HEAD
-      "version": "16.1.6",
-      "resolved": "https://registry.npmjs.org/@next/swc-win32-x64-msvc/-/swc-win32-x64-msvc-16.1.6.tgz",
-      "integrity": "sha512-NRfO39AIrzBnixKbjuo2YiYhB6o9d8v/ymU9m/Xk8cyVk+k7XylniXkHwjs4s70wedVffc6bQNbufk5v0xEm0A==",
-=======
       "version": "16.2.1",
       "resolved": "https://registry.npmjs.org/@next/swc-win32-x64-msvc/-/swc-win32-x64-msvc-16.2.1.tgz",
       "integrity": "sha512-qvU+3a39Hay+ieIztkGSbF7+mccbbg1Tk25hc4JDylf8IHjYmY/Zm64Qq1602yPyQqvie+vf5T/uPwNxDNIoeg==",
->>>>>>> b53acc7e (add vars to backend/.env)
       "cpu": [
         "x64"
       ],
@@ -2924,6 +2897,7 @@
       "resolved": "https://registry.npmjs.org/minimatch/-/minimatch-9.0.9.tgz",
       "integrity": "sha512-OBwBN9AL4dqmETlpS2zasx+vTeWclWzkblfZk7KTA5j3jeOONz/tRCnZomUyvNg83wL5Zv9Ss6HMJXAgL8R2Yg==",
       "dev": true,
+      "license": "ISC",
       "dependencies": {
         "brace-expansion": "^2.0.2"
       },
@@ -3346,6 +3320,7 @@
       "resolved": "https://registry.npmjs.org/ajv/-/ajv-6.14.0.tgz",
       "integrity": "sha512-IWrosm/yrn43eiKqkfkHis7QioDleaXQHdDVPKg0FSwwd/DuvyX79TZnFOnYpB7dcsFAMmtFztZuXPDvSePkFw==",
       "dev": true,
+      "license": "MIT",
       "dependencies": {
         "fast-deep-equal": "^3.1.1",
         "fast-json-stable-stringify": "^2.0.0",
@@ -3631,15 +3606,12 @@
       "license": "MIT"
     },
     "node_modules/baseline-browser-mapping": {
-      "version": "2.10.0",
-      "resolved": "https://registry.npmjs.org/baseline-browser-mapping/-/baseline-browser-mapping-2.10.0.tgz",
-      "integrity": "sha512-lIyg0szRfYbiy67j9KN8IyeD7q7hcmqnJ1ddWmNt19ItGpNN64mnllmxUNFIOdOm6by97jlL6wfpTTJrmnjWAA==",
+      "version": "2.9.19",
+      "resolved": "https://registry.npmjs.org/baseline-browser-mapping/-/baseline-browser-mapping-2.9.19.tgz",
+      "integrity": "sha512-ipDqC8FrAl/76p2SSWKSI+H9tFwm7vYqXQrItCuiVPt26Km0jS+NzSsBWAaBusvSbQcfJG+JitdMm+wZAgTYqg==",
       "license": "Apache-2.0",
       "bin": {
-        "baseline-browser-mapping": "dist/cli.cjs"
-      },
-      "engines": {
-        "node": ">=6.0.0"
+        "baseline-browser-mapping": "dist/cli.js"
       }
     },
     "node_modules/brace-expansion": {
@@ -4421,6 +4393,7 @@
       "resolved": "https://registry.npmjs.org/eslint-config-next/-/eslint-config-next-15.5.9.tgz",
       "integrity": "sha512-852JYI3NkFNzW8CqsMhI0K2CDRxTObdZ2jQJj5CtpEaOkYHn13107tHpNuD/h0WRpU4FAbCdUaxQsrfBtNK9Kw==",
       "dev": true,
+      "license": "MIT",
       "dependencies": {
         "@next/eslint-plugin-next": "15.5.9",
         "@rushstack/eslint-patch": "^1.10.3",
@@ -4814,6 +4787,7 @@
       "resolved": "https://registry.npmjs.org/fast-glob/-/fast-glob-3.3.1.tgz",
       "integrity": "sha512-kNFPyjhh5cKjrUltxs+wFx+ZkbRaxxmZ+X0ZU31SOsxCEtP9VPgtq2teZw1DebupL5GmDaNQ6yKMMVcM41iqDg==",
       "dev": true,
+      "license": "MIT",
       "dependencies": {
         "@nodelib/fs.stat": "^2.0.2",
         "@nodelib/fs.walk": "^1.2.3",
@@ -4830,6 +4804,7 @@
       "resolved": "https://registry.npmjs.org/glob-parent/-/glob-parent-5.1.2.tgz",
       "integrity": "sha512-AOIgSQCepiJYwP3ARnGx+5VnTu2HBYdzbGP45eLw1vr3zB3vZLeyed1sC9hnbcOc9/SrMyM5RPQrkGz4aS9Zow==",
       "dev": true,
+      "license": "ISC",
       "dependencies": {
         "is-glob": "^4.0.1"
       },
@@ -7297,6 +7272,7 @@
       "resolved": "https://registry.npmjs.org/minimatch/-/minimatch-3.1.5.tgz",
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-        "dev": true,
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-        "dependencies": {
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-        },
-        "bin": {
-          "node-which": "bin/node-which"
-        },
-        "engines": {
-          "node": ">= 8"
-        }
+      "bin": {
+        "node-which": "bin/node-which"
       },
-      "node_modules/which-boxed-primitive": {
-        "version": "1.1.1",
-        "resolved": "https://registry.npmjs.org/which-boxed-primitive/-/which-boxed-primitive-1.1.1.tgz",
-        "integrity": "sha512-TbX3mj8n0odCBFVlY8AxkqcHASw3L60jIuF8jFP78az3C2YhmGvqbHBpAjTRH2/xqYunrJ9g1jSyjCjpoWzIAA==",
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-        "engines": {
-          "node": ">= 0.4"
-        },
-        "funding": {
-          "url": "https://github.com/sponsors/ljharb"
-        }
+      "engines": {
+        "node": ">= 8"
+      }
+    },
+    "node_modules/which-boxed-primitive": {
+      "version": "1.1.1",
+      "resolved": "https://registry.npmjs.org/which-boxed-primitive/-/which-boxed-primitive-1.1.1.tgz",
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+      "license": "MIT",
+      "dependencies": {
+        "is-bigint": "^1.1.0",
+        "is-boolean-object": "^1.2.1",
+        "is-number-object": "^1.1.1",
+        "is-string": "^1.1.1",
+        "is-symbol": "^1.1.1"
       },
-      "node_modules/which-builtin-type": {
-        "version": "1.2.1",
-        "resolved": "https://registry.npmjs.org/which-builtin-type/-/which-builtin-type-1.2.1.tgz",
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-        "license": "MIT",
-        "dependencies": {
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-          "is-generator-function": "^1.0.10",
-          "is-regex": "^1.2.1",
-          "is-weakref": "^1.0.2",
-          "isarray": "^2.0.5",
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-          "which-collection": "^1.0.2",
-          "which-typed-array": "^1.1.16"
-        },
-        "engines": {
-          "node": ">= 0.4"
-        },
-        "funding": {
-          "url": "https://github.com/sponsors/ljharb"
-        }
+      "engines": {
+        "node": ">= 0.4"
       },
-      "node_modules/which-collection": {
-        "version": "1.0.2",
-        "resolved": "https://registry.npmjs.org/which-collection/-/which-collection-1.0.2.tgz",
-        "integrity": "sha512-K4jVyjnBdgvc86Y6BkaLZEN933SwYOuBFkdmBu9ZfkcAbdVbpITnDmjvZ/aQjRXQrv5EPkTnD1s39GiiqbngCw==",
-        "dev": true,
-        "license": "MIT",
-        "dependencies": {
-          "is-map": "^2.0.3",
-          "is-set": "^2.0.3",
-          "is-weakmap": "^2.0.2",
-          "is-weakset": "^2.0.3"
-        },
-        "engines": {
-          "node": ">= 0.4"
-        },
-        "funding": {
-          "url": "https://github.com/sponsors/ljharb"
-        }
+      "funding": {
+        "url": "https://github.com/sponsors/ljharb"
+      }
+    },
+    "node_modules/which-builtin-type": {
+      "version": "1.2.1",
+      "resolved": "https://registry.npmjs.org/which-builtin-type/-/which-builtin-type-1.2.1.tgz",
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+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "call-bound": "^1.0.2",
+        "function.prototype.name": "^1.1.6",
+        "has-tostringtag": "^1.0.2",
+        "is-async-function": "^2.0.0",
+        "is-date-object": "^1.1.0",
+        "is-finalizationregistry": "^1.1.0",
+        "is-generator-function": "^1.0.10",
+        "is-regex": "^1.2.1",
+        "is-weakref": "^1.0.2",
+        "isarray": "^2.0.5",
+        "which-boxed-primitive": "^1.1.0",
+        "which-collection": "^1.0.2",
+        "which-typed-array": "^1.1.16"
       },
-      "node_modules/which-typed-array": {
-        "version": "1.1.19",
-        "resolved": "https://registry.npmjs.org/which-typed-array/-/which-typed-array-1.1.19.tgz",
-        "integrity": "sha512-rEvr90Bck4WZt9HHFC4DJMsjvu7x+r6bImz0/BrbWb7A2djJ8hnZMrWnHo9F8ssv0OMErasDhftrfROTyqSDrw==",
-        "dev": true,
-        "license": "MIT",
-        "dependencies": {
-          "available-typed-arrays": "^1.0.7",
-          "call-bind": "^1.0.8",
-          "call-bound": "^1.0.4",
-          "for-each": "^0.3.5",
-          "get-proto": "^1.0.1",
-          "gopd": "^1.2.0",
-          "has-tostringtag": "^1.0.2"
-        },
-        "engines": {
-          "node": ">= 0.4"
-        },
-        "funding": {
-          "url": "https://github.com/sponsors/ljharb"
-        }
+      "engines": {
+        "node": ">= 0.4"
       },
-      "node_modules/word-wrap": {
-        "version": "1.2.5",
-        "resolved": "https://registry.npmjs.org/word-wrap/-/word-wrap-1.2.5.tgz",
-        "integrity": "sha512-BN22B5eaMMI9UMtjrGd5g5eCYPpCPDUy0FJXbYsaT5zYxjFOckS53SQDE3pWkVoWpHXVb3BrYcEN4Twa55B5cA==",
-        "dev": true,
-        "license": "MIT",
-        "engines": {
-          "node": ">=0.10.0"
-        }
+      "funding": {
+        "url": "https://github.com/sponsors/ljharb"
+      }
+    },
+    "node_modules/which-collection": {
+      "version": "1.0.2",
+      "resolved": "https://registry.npmjs.org/which-collection/-/which-collection-1.0.2.tgz",
+      "integrity": "sha512-K4jVyjnBdgvc86Y6BkaLZEN933SwYOuBFkdmBu9ZfkcAbdVbpITnDmjvZ/aQjRXQrv5EPkTnD1s39GiiqbngCw==",
+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "is-map": "^2.0.3",
+        "is-set": "^2.0.3",
+        "is-weakmap": "^2.0.2",
+        "is-weakset": "^2.0.3"
       },
-      "node_modules/yallist": {
-        "version": "5.0.0",
-        "resolved": "https://registry.npmjs.org/yallist/-/yallist-5.0.0.tgz",
-        "integrity": "sha512-YgvUTfwqyc7UXVMrB+SImsVYSmTS8X/tSrtdNZMImM+n7+QTriRXyXim0mBrTXNeqzVF0KWGgHPeiyViFFrNDw==",
-        "dev": true,
-        "license": "BlueOak-1.0.0",
-        "engines": {
-          "node": ">=18"
-        }
+      "engines": {
+        "node": ">= 0.4"
       },
-      "node_modules/yocto-queue": {
-        "version": "0.1.0",
-        "resolved": "https://registry.npmjs.org/yocto-queue/-/yocto-queue-0.1.0.tgz",
-        "integrity": "sha512-rVksvsnNCdJ/ohGc6xgPwyN8eheCxsiLM8mxuE/t/mOVqJewPuO1miLpTHQiRgTKCLexL4MeAFVagts7HmNZ2Q==",
-        "dev": true,
-        "license": "MIT",
-        "engines": {
-          "node": ">=10"
-        },
-        "funding": {
-          "url": "https://github.com/sponsors/sindresorhus"
-        }
+      "funding": {
+        "url": "https://github.com/sponsors/ljharb"
+      }
+    },
+    "node_modules/which-typed-array": {
+      "version": "1.1.19",
+      "resolved": "https://registry.npmjs.org/which-typed-array/-/which-typed-array-1.1.19.tgz",
+      "integrity": "sha512-rEvr90Bck4WZt9HHFC4DJMsjvu7x+r6bImz0/BrbWb7A2djJ8hnZMrWnHo9F8ssv0OMErasDhftrfROTyqSDrw==",
+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "available-typed-arrays": "^1.0.7",
+        "call-bind": "^1.0.8",
+        "call-bound": "^1.0.4",
+        "for-each": "^0.3.5",
+        "get-proto": "^1.0.1",
+        "gopd": "^1.2.0",
+        "has-tostringtag": "^1.0.2"
       },
-      "node_modules/zod": {
-        "version": "3.25.76",
-        "resolved": "https://registry.npmjs.org/zod/-/zod-3.25.76.tgz",
-        "integrity": "sha512-gzUt/qt81nXsFGKIFcC3YnfEAx5NkunCfnDlvuBSSFS02bcXu4Lmea0AFIUwbLWxWPx3d9p8S5QoaujKcNQxcQ==",
-        "funding": {
-          "url": "https://github.com/sponsors/colinhacks"
-        }
+      "engines": {
+        "node": ">= 0.4"
       },
-      "node_modules/zod-to-json-schema": {
-        "version": "3.24.5",
-        "resolved": "https://registry.npmjs.org/zod-to-json-schema/-/zod-to-json-schema-3.24.5.tgz",
-        "integrity": "sha512-/AuWwMP+YqiPbsJx5D6TfgRTc4kTLjsh5SOcd4bLsfUg2RcEXrFMJl1DGgdHy2aCfsIA/cr/1JM0xcB2GZji8g==",
-        "license": "ISC",
-        "peerDependencies": {
-          "zod": "^3.24.1"
-        }
+      "funding": {
+        "url": "https://github.com/sponsors/ljharb"
+      }
+    },
+    "node_modules/word-wrap": {
+      "version": "1.2.5",
+      "resolved": "https://registry.npmjs.org/word-wrap/-/word-wrap-1.2.5.tgz",
+      "integrity": "sha512-BN22B5eaMMI9UMtjrGd5g5eCYPpCPDUy0FJXbYsaT5zYxjFOckS53SQDE3pWkVoWpHXVb3BrYcEN4Twa55B5cA==",
+      "dev": true,
+      "license": "MIT",
+      "engines": {
+        "node": ">=0.10.0"
+      }
+    },
+    "node_modules/yallist": {
+      "version": "5.0.0",
+      "resolved": "https://registry.npmjs.org/yallist/-/yallist-5.0.0.tgz",
+      "integrity": "sha512-YgvUTfwqyc7UXVMrB+SImsVYSmTS8X/tSrtdNZMImM+n7+QTriRXyXim0mBrTXNeqzVF0KWGgHPeiyViFFrNDw==",
+      "dev": true,
+      "license": "BlueOak-1.0.0",
+      "engines": {
+        "node": ">=18"
+      }
+    },
+    "node_modules/yocto-queue": {
+      "version": "0.1.0",
+      "resolved": "https://registry.npmjs.org/yocto-queue/-/yocto-queue-0.1.0.tgz",
+      "integrity": "sha512-rVksvsnNCdJ/ohGc6xgPwyN8eheCxsiLM8mxuE/t/mOVqJewPuO1miLpTHQiRgTKCLexL4MeAFVagts7HmNZ2Q==",
+      "dev": true,
+      "license": "MIT",
+      "engines": {
+        "node": ">=10"
       },
-      "node_modules/zwitch": {
-        "version": "2.0.4",
-        "resolved": "https://registry.npmjs.org/zwitch/-/zwitch-2.0.4.tgz",
-        "integrity": "sha512-bXE4cR/kVZhKZX/RjPEflHaKVhUVl85noU3v6b8apfQEc1x4A+zBxjZ4lN8LqGd6WZ3dl98pY4o717VFmoPp+A==",
-        "funding": {
-          "type": "github",
-          "url": "https://github.com/sponsors/wooorm"
-        }
+      "funding": {
+        "url": "https://github.com/sponsors/sindresorhus"
+      }
+    },
+    "node_modules/zod": {
+      "version": "3.25.76",
+      "resolved": "https://registry.npmjs.org/zod/-/zod-3.25.76.tgz",
+      "integrity": "sha512-gzUt/qt81nXsFGKIFcC3YnfEAx5NkunCfnDlvuBSSFS02bcXu4Lmea0AFIUwbLWxWPx3d9p8S5QoaujKcNQxcQ==",
+      "funding": {
+        "url": "https://github.com/sponsors/colinhacks"
+      }
+    },
+    "node_modules/zod-to-json-schema": {
+      "version": "3.24.5",
+      "resolved": "https://registry.npmjs.org/zod-to-json-schema/-/zod-to-json-schema-3.24.5.tgz",
+      "integrity": "sha512-/AuWwMP+YqiPbsJx5D6TfgRTc4kTLjsh5SOcd4bLsfUg2RcEXrFMJl1DGgdHy2aCfsIA/cr/1JM0xcB2GZji8g==",
+      "license": "ISC",
+      "peerDependencies": {
+        "zod": "^3.24.1"
+      }
+    },
+    "node_modules/zwitch": {
+      "version": "2.0.4",
+      "resolved": "https://registry.npmjs.org/zwitch/-/zwitch-2.0.4.tgz",
+      "integrity": "sha512-bXE4cR/kVZhKZX/RjPEflHaKVhUVl85noU3v6b8apfQEc1x4A+zBxjZ4lN8LqGd6WZ3dl98pY4o717VFmoPp+A==",
+      "funding": {
+        "type": "github",
+        "url": "https://github.com/sponsors/wooorm"
       }
     }
-  }
\ No newline at end of file
+  }
+}

From b90d4cd778e1a0b783950f9570389d08abf24406 Mon Sep 17 00:00:00 2001
From: nourans <nsakr2@uwo.ca>
Date: Thu, 26 Mar 2026 16:42:54 +0000
Subject: [PATCH 5/5] fix Prettier code formatting errors

---
 .../can-sr/citations/full-text/route.ts       |  16 +-
 frontend/app/[lang]/can-sr/extract/page.tsx   |   8 +-
 .../app/[lang]/can-sr/extract/view/page.tsx   | 660 +++++++++++-------
 .../app/[lang]/can-sr/l1-screen/view/page.tsx |  75 +-
 .../app/[lang]/can-sr/l2-screen/view/page.tsx | 561 +++++++++------
 frontend/app/[lang]/can-sr/page.tsx           |  58 +-
 frontend/app/[lang]/can-sr/search/page.tsx    |  13 +-
 frontend/app/[lang]/can-sr/setup/page.tsx     | 128 ++--
 frontend/app/[lang]/can-sr/sr/page.tsx        |   2 +-
 frontend/app/[lang]/dictionaries.ts           |  24 +-
 frontend/app/[lang]/login/page.tsx            |  31 +-
 frontend/app/[lang]/page.tsx                  |   2 +-
 frontend/app/[lang]/register/page.tsx         |  10 +-
 frontend/app/[lang]/sso-login/page.tsx        |   3 +-
 .../app/api/can-sr/citations/batch/route.ts   |   5 +-
 .../api/can-sr/citations/full-text/route.ts   |  21 +-
 .../app/api/can-sr/citations/get/route.ts     |   5 +-
 .../app/api/can-sr/citations/list/route.ts    |   3 +-
 .../app/api/can-sr/citations/upload/route.ts  |   5 +-
 .../api/can-sr/jobs/run-all/active/route.ts   |   5 +-
 .../api/can-sr/jobs/run-all/cancel/route.ts   |   5 +-
 .../api/can-sr/jobs/run-all/dismiss/route.ts  |   5 +-
 .../api/can-sr/jobs/run-all/pause/route.ts    |   5 +-
 .../api/can-sr/jobs/run-all/resume/route.ts   |   5 +-
 .../api/can-sr/jobs/run-all/start/route.ts    |   5 +-
 .../api/can-sr/jobs/run-all/status/route.ts   |   5 +-
 .../app/api/can-sr/reviews/create/route.ts    |  21 +-
 .../app/api/can-sr/reviews/delete/route.ts    |  20 +-
 frontend/app/api/can-sr/reviews/edit/route.ts |  10 +-
 frontend/app/api/can-sr/reviews/list/route.ts |   7 +-
 .../app/api/can-sr/reviews/users/route.ts     |  15 +-
 frontend/app/api/can-sr/screen/route.ts       |   5 +-
 frontend/app/api/config/route.ts              |   1 -
 .../components/can-sr/CitationListPage.tsx    |  55 +-
 .../can-sr/PDFBoundingBoxViewer.tsx           | 412 +++++++----
 frontend/components/can-sr/PagedList.tsx      |   6 +-
 .../components/can-sr/RunAllFloatingPanel.tsx |  25 +-
 frontend/components/can-sr/headers.tsx        |  34 +-
 .../can-sr/setup/criteria-builder.tsx         |  35 +-
 .../can-sr/setup/manage-users-popup.tsx       |  83 ++-
 frontend/components/can-sr/stacking-card.tsx  |  22 +-
 frontend/components/chat/model-selector.tsx   |   7 +-
 frontend/dictionaries/en.json                 |   2 +-
 frontend/dictionaries/fr.json                 |   2 +-
 frontend/eslint.config.mjs                    |   8 +-
 frontend/proxy.ts                             |  44 +-
 frontend/tsconfig.json                        |  14 +-
 frontend/types/js-yaml.d.ts                   |   1 -
 48 files changed, 1593 insertions(+), 901 deletions(-)

diff --git a/frontend/app/[lang]/can-sr/citations/full-text/route.ts b/frontend/app/[lang]/can-sr/citations/full-text/route.ts
index 94912a11..5e587e9e 100644
--- a/frontend/app/[lang]/can-sr/citations/full-text/route.ts
+++ b/frontend/app/[lang]/can-sr/citations/full-text/route.ts
@@ -95,9 +95,16 @@ export async function GET(request: NextRequest) {
       const citation = await citationRes.json().catch(() => ({}))
       // Try common fields: document_id, documentId, storage_path, fulltext_url
       const documentId =
-        citation?.document_id || citation?.documentId || citation?.document || null
+        citation?.document_id ||
+        citation?.documentId ||
+        citation?.document ||
+        null
       const storagePath =
-        citation?.storage_path || citation?.storagePath || citation?.fulltext_url || citation?.fulltext || null
+        citation?.storage_path ||
+        citation?.storagePath ||
+        citation?.fulltext_url ||
+        citation?.fulltext ||
+        null
 
       if (documentId) {
         fileFetchUrl = `${BACKEND_URL}/api/files/documents/${encodeURIComponent(
@@ -163,7 +170,10 @@ export async function GET(request: NextRequest) {
     })
   } catch (err: any) {
     console.error('Fulltext proxy GET error:', err)
-    return NextResponse.json({ error: 'Internal server error' }, { status: 500 })
+    return NextResponse.json(
+      { error: 'Internal server error' },
+      { status: 500 },
+    )
   }
 }
 
diff --git a/frontend/app/[lang]/can-sr/extract/page.tsx b/frontend/app/[lang]/can-sr/extract/page.tsx
index a15f8773..f31b0e19 100644
--- a/frontend/app/[lang]/can-sr/extract/page.tsx
+++ b/frontend/app/[lang]/can-sr/extract/page.tsx
@@ -50,7 +50,8 @@ const buildCitationAiCalls: BuildCitationAiCalls = async ({
     )
     const data = await res.json().catch(() => ({}))
     const parsed = data?.criteria_parsed || data?.criteria || {}
-    const paramsInfo: ParametersParsed | null = (parsed?.parameters as any) || null
+    const paramsInfo: ParametersParsed | null =
+      (parsed?.parameters as any) || null
 
     if (paramsInfo?.categories && paramsInfo?.possible_parameters) {
       const out: Array<{ name: string; description: string }> = []
@@ -68,7 +69,10 @@ const buildCitationAiCalls: BuildCitationAiCalls = async ({
             typeof descs?.[j] === 'string' ? (descs[j] as string) : ''
           const cleanDesc = rawDesc.replace(/<\/?desc>/g, '')
           if (rawName && rawName.trim()) {
-            out.push({ name: rawName.trim(), description: cleanDesc || rawName })
+            out.push({
+              name: rawName.trim(),
+              description: cleanDesc || rawName,
+            })
           }
         })
       })
diff --git a/frontend/app/[lang]/can-sr/extract/view/page.tsx b/frontend/app/[lang]/can-sr/extract/view/page.tsx
index 120c2609..d0750326 100644
--- a/frontend/app/[lang]/can-sr/extract/view/page.tsx
+++ b/frontend/app/[lang]/can-sr/extract/view/page.tsx
@@ -5,7 +5,9 @@ import { useState, useEffect, useRef } from 'react'
 import GCHeader, { SRHeader } from '@/components/can-sr/headers'
 import { getAuthToken, getTokenType } from '@/lib/auth'
 import { ModelSelector } from '@/components/chat'
-import PDFBoundingBoxViewer, { PDFBoundingBoxViewerHandle } from '@/components/can-sr/PDFBoundingBoxViewer'
+import PDFBoundingBoxViewer, {
+  PDFBoundingBoxViewerHandle,
+} from '@/components/can-sr/PDFBoundingBoxViewer'
 import { ChevronDown, ChevronRight, Wand2 } from 'lucide-react'
 import { useDictionary } from '@/app/[lang]/DictionaryProvider'
 
@@ -78,7 +80,8 @@ export default function CanSrL2ScreenPage() {
     return llmCol.replace('llm_param_', 'human_param_')
   }
 
-  const [parametersParsed, setParametersParsed] = useState<ParametersParsed | null>(null)
+  const [parametersParsed, setParametersParsed] =
+    useState<ParametersParsed | null>(null)
   const [paramValues, setParamValues] = useState<Record<string, string>>({})
   const [savingParam, setSavingParam] = useState<string | null>(null)
   const [saveStatus, setSaveStatus] = useState<Record<string, string>>({})
@@ -91,7 +94,9 @@ export default function CanSrL2ScreenPage() {
   const [aiPanels, setAiPanels] = useState<Record<string, any>>({})
   const [panelOpen, setPanelOpen] = useState<Record<string, boolean>>({})
   const [fulltextCoords, setFulltextCoords] = useState<any[] | null>(null)
-  const [fulltextPages, setFulltextPages] = useState<{ width: number; height: number }[] | null>(null)
+  const [fulltextPages, setFulltextPages] = useState<
+    { width: number; height: number }[] | null
+  >(null)
   const [fulltextStr, setFulltextStr] = useState<string | null>(null)
   const viewerRef = useRef<PDFBoundingBoxViewerHandle | null>(null)
 
@@ -100,9 +105,14 @@ export default function CanSrL2ScreenPage() {
   const [fulltextFigures, setFulltextFigures] = useState<any[] | null>(null)
 
   const scrollToArtifact = (kind: 'table' | 'figure', idx: number) => {
-    const list = kind === 'table' ? (fulltextTables || []) : (fulltextFigures || [])
+    const list = kind === 'table' ? fulltextTables || [] : fulltextFigures || []
     const item = list.find((x: any) => Number(x?.index) === Number(idx))
-    console.log('[artifact-click]', { kind, idx, hasViewer: !!viewerRef.current, item })
+    console.log('[artifact-click]', {
+      kind,
+      idx,
+      hasViewer: !!viewerRef.current,
+      item,
+    })
     if (!item || !viewerRef.current) return
     const bbox = item?.bounding_box
     const first = Array.isArray(bbox) ? bbox[0] : null
@@ -112,7 +122,10 @@ export default function CanSrL2ScreenPage() {
   }
 
   const [runningAllAI, setRunningAllAI] = useState(false)
-  const [runAllProgress, setRunAllProgress] = useState<{ done: number; total: number } | null>(null)
+  const [runAllProgress, setRunAllProgress] = useState<{
+    done: number
+    total: number
+  } | null>(null)
 
   // Cache full text so single-param and run-all don’t repeatedly trigger extraction/DB reads
   const fullTextCacheRef = useRef<string | null>(null)
@@ -176,11 +189,11 @@ export default function CanSrL2ScreenPage() {
 
   const suggestParam = async (name: string, description: string) => {
     if (!citationId || !srId) return
-    setAiStatus(prev => ({ ...prev, [name]: 'extracting' }))
+    setAiStatus((prev) => ({ ...prev, [name]: 'extracting' }))
     try {
       const headers = getAuthHeaders()
       const fullText = await ensureFullText()
-      setAiStatus(prev => ({ ...prev, [name]: 'suggesting' }))
+      setAiStatus((prev) => ({ ...prev, [name]: 'suggesting' }))
       const res = await fetch(
         `/api/can-sr/extract?action=extract-parameter&sr_id=${encodeURIComponent(
           srId || '',
@@ -201,16 +214,16 @@ export default function CanSrL2ScreenPage() {
       const data = await res.json().catch(() => ({}))
       const ext = data?.extraction || data
       if (res.ok && ext) {
-        setParamValues(prev => ({ ...prev, [name]: ext?.value ?? '' }))
-        setParamFound(prev => ({ ...prev, [name]: !!ext?.found }))
-        setAiPanels(prev => ({ ...prev, [name]: ext }))
-        setPanelOpen(prev => ({ ...prev, [name]: false }))
-        setAiStatus(prev => ({ ...prev, [name]: 'suggested' }))
+        setParamValues((prev) => ({ ...prev, [name]: ext?.value ?? '' }))
+        setParamFound((prev) => ({ ...prev, [name]: !!ext?.found }))
+        setAiPanels((prev) => ({ ...prev, [name]: ext }))
+        setPanelOpen((prev) => ({ ...prev, [name]: false }))
+        setAiStatus((prev) => ({ ...prev, [name]: 'suggested' }))
       } else {
-        setAiStatus(prev => ({ ...prev, [name]: 'error' }))
+        setAiStatus((prev) => ({ ...prev, [name]: 'error' }))
       }
     } catch {
-      setAiStatus(prev => ({ ...prev, [name]: 'error' }))
+      setAiStatus((prev) => ({ ...prev, [name]: 'error' }))
     }
   }
 
@@ -224,7 +237,11 @@ export default function CanSrL2ScreenPage() {
         const desc = parametersParsed.descriptions?.[i]?.[j] || ''
         const cleanDesc = desc.replace(/<\/?desc>/g, '')
         const paramName =
-          typeof param === 'string' ? param : Array.isArray(param) ? param[0] : String(param)
+          typeof param === 'string'
+            ? param
+            : Array.isArray(param)
+              ? param[0]
+              : String(param)
         params.push({ name: paramName, description: cleanDesc })
       })
     })
@@ -258,7 +275,11 @@ export default function CanSrL2ScreenPage() {
         const data = await res.json().catch(() => ({}))
         const parsed = data?.criteria_parsed || data?.criteria || {}
         const paramsInfo = parsed?.parameters
-        if (paramsInfo && paramsInfo.categories && paramsInfo.possible_parameters) {
+        if (
+          paramsInfo &&
+          paramsInfo.categories &&
+          paramsInfo.possible_parameters
+        ) {
           setParametersParsed(paramsInfo)
           const defaults: Record<string, string> = {}
           paramsInfo.possible_parameters.forEach((arr: string[]) => {
@@ -266,14 +287,14 @@ export default function CanSrL2ScreenPage() {
               defaults[name] = defaults[name] || ''
             })
           })
-          setParamValues(prev => ({ ...defaults, ...prev }))
+          setParamValues((prev) => ({ ...defaults, ...prev }))
           const defaultFound: Record<string, boolean> = {}
           paramsInfo.possible_parameters.forEach((arr: string[]) => {
             arr.forEach((name: string) => {
               defaultFound[name] = defaultFound[name] ?? false
             })
           })
-          setParamFound(prev => ({ ...defaultFound, ...prev }))
+          setParamFound((prev) => ({ ...defaultFound, ...prev }))
         }
       } catch (err) {
         console.warn('Failed to load parameters', err)
@@ -333,29 +354,39 @@ export default function CanSrL2ScreenPage() {
         })
 
         if (Object.keys(nextFound).length) {
-          setParamFound(prev => ({ ...prev, ...nextFound }))
+          setParamFound((prev) => ({ ...prev, ...nextFound }))
         }
         if (Object.keys(nextValues).length) {
-          setParamValues(prev => ({ ...prev, ...nextValues }))
+          setParamValues((prev) => ({ ...prev, ...nextValues }))
         }
         if (Object.keys(nextAIPanels).length) {
-          setAiPanels(prev => ({ ...prev, ...nextAIPanels }))
+          setAiPanels((prev) => ({ ...prev, ...nextAIPanels }))
         }
 
         // extract coords/pages/fulltext and artifacts for PDF overlay
-        const ft = typeof (row as any).fulltext === 'string' ? (row as any).fulltext : null
+        const ft =
+          typeof (row as any).fulltext === 'string'
+            ? (row as any).fulltext
+            : null
         if (ft) setFulltextStr(ft)
 
-        const tablesAny = parseJson((row as any).fulltext_tables) ?? (row as any).fulltext_tables
+        const tablesAny =
+          parseJson((row as any).fulltext_tables) ??
+          (row as any).fulltext_tables
         if (tablesAny && Array.isArray(tablesAny)) setFulltextTables(tablesAny)
 
-        const figsAny = parseJson((row as any).fulltext_figures) ?? (row as any).fulltext_figures
+        const figsAny =
+          parseJson((row as any).fulltext_figures) ??
+          (row as any).fulltext_figures
         if (figsAny && Array.isArray(figsAny)) setFulltextFigures(figsAny)
 
-        const coordsAny = parseJson((row as any).fulltext_coords) ?? (row as any).fulltext_coords
+        const coordsAny =
+          parseJson((row as any).fulltext_coords) ??
+          (row as any).fulltext_coords
         if (coordsAny && Array.isArray(coordsAny)) setFulltextCoords(coordsAny)
 
-        const pagesAny = parseJson((row as any).fulltext_pages) ?? (row as any).fulltext_pages
+        const pagesAny =
+          parseJson((row as any).fulltext_pages) ?? (row as any).fulltext_pages
         if (pagesAny && Array.isArray(pagesAny)) setFulltextPages(pagesAny)
       } catch (err) {
         console.warn('Failed to prefill citation params', err)
@@ -387,24 +418,37 @@ export default function CanSrL2ScreenPage() {
           }
         }
 
-        const ft = typeof (row as any).fulltext === 'string' ? (row as any).fulltext : null
+        const ft =
+          typeof (row as any).fulltext === 'string'
+            ? (row as any).fulltext
+            : null
         if (ft) setFulltextStr(ft)
 
-        const tablesAny = parseJson((row as any).fulltext_tables) ?? (row as any).fulltext_tables
+        const tablesAny =
+          parseJson((row as any).fulltext_tables) ??
+          (row as any).fulltext_tables
         if (tablesAny && Array.isArray(tablesAny)) setFulltextTables(tablesAny)
 
-        const figsAny = parseJson((row as any).fulltext_figures) ?? (row as any).fulltext_figures
+        const figsAny =
+          parseJson((row as any).fulltext_figures) ??
+          (row as any).fulltext_figures
         if (figsAny && Array.isArray(figsAny)) setFulltextFigures(figsAny)
 
-        const coordsAny = parseJson((row as any).fulltext_coords) ?? (row as any).fulltext_coords
+        const coordsAny =
+          parseJson((row as any).fulltext_coords) ??
+          (row as any).fulltext_coords
         if (coordsAny && Array.isArray(coordsAny)) setFulltextCoords(coordsAny)
 
-        const pagesAny = parseJson((row as any).fulltext_pages) ?? (row as any).fulltext_pages
+        const pagesAny =
+          parseJson((row as any).fulltext_pages) ?? (row as any).fulltext_pages
         if (pagesAny && Array.isArray(pagesAny)) setFulltextPages(pagesAny)
 
         // If coords/pages are missing, trigger backend extraction to populate them, then refetch
         const needExtract =
-          !Array.isArray(coordsAny) || coordsAny.length === 0 || !Array.isArray(pagesAny) || pagesAny.length === 0
+          !Array.isArray(coordsAny) ||
+          coordsAny.length === 0 ||
+          !Array.isArray(pagesAny) ||
+          pagesAny.length === 0
 
         if (needExtract) {
           try {
@@ -423,14 +467,23 @@ export default function CanSrL2ScreenPage() {
               )
               const row2 = await res3.json().catch(() => ({}))
 
-              const ft2 = typeof (row2 as any).fulltext === 'string' ? (row2 as any).fulltext : null
+              const ft2 =
+                typeof (row2 as any).fulltext === 'string'
+                  ? (row2 as any).fulltext
+                  : null
               if (ft2) setFulltextStr(ft2)
 
-              const coordsAny2 = parseJson((row2 as any).fulltext_coords) ?? (row2 as any).fulltext_coords
-              if (coordsAny2 && Array.isArray(coordsAny2)) setFulltextCoords(coordsAny2)
-
-              const pagesAny2 = parseJson((row2 as any).fulltext_pages) ?? (row2 as any).fulltext_pages
-              if (pagesAny2 && Array.isArray(pagesAny2)) setFulltextPages(pagesAny2)
+              const coordsAny2 =
+                parseJson((row2 as any).fulltext_coords) ??
+                (row2 as any).fulltext_coords
+              if (coordsAny2 && Array.isArray(coordsAny2))
+                setFulltextCoords(coordsAny2)
+
+              const pagesAny2 =
+                parseJson((row2 as any).fulltext_pages) ??
+                (row2 as any).fulltext_pages
+              if (pagesAny2 && Array.isArray(pagesAny2))
+                setFulltextPages(pagesAny2)
             }
           } catch (err) {
             console.warn('Failed to extract fulltext for overlay', err)
@@ -443,13 +496,13 @@ export default function CanSrL2ScreenPage() {
   }, [srId, citationId])
 
   const updateValue = (name: string, val: string) => {
-    setParamValues(prev => ({ ...prev, [name]: val }))
+    setParamValues((prev) => ({ ...prev, [name]: val }))
   }
 
   const saveParam = async (name: string) => {
     if (!citationId || !srId) return
     setSavingParam(name)
-    setSaveStatus(prev => ({ ...prev, [name]: 'saving' }))
+    setSaveStatus((prev) => ({ ...prev, [name]: 'saving' }))
     try {
       const headers = getAuthHeaders()
       const res = await fetch(
@@ -470,9 +523,9 @@ export default function CanSrL2ScreenPage() {
         },
       )
       await res.json().catch(() => ({}))
-      setSaveStatus(prev => ({ ...prev, [name]: res.ok ? 'saved' : 'error' }))
+      setSaveStatus((prev) => ({ ...prev, [name]: res.ok ? 'saved' : 'error' }))
     } catch {
-      setSaveStatus(prev => ({ ...prev, [name]: 'error' }))
+      setSaveStatus((prev) => ({ ...prev, [name]: 'error' }))
     } finally {
       setSavingParam(null)
     }
@@ -488,7 +541,7 @@ export default function CanSrL2ScreenPage() {
     <div className="min-h-screen bg-gray-50">
       <GCHeader />
 
-      <SRHeader 
+      <SRHeader
         title={dict.screening.parameterExtraction}
         srName=""
         backHref={`/can-sr/extract?sr_id=${encodeURIComponent(srId || '')}`}
@@ -500,41 +553,43 @@ export default function CanSrL2ScreenPage() {
         }
       />
 
-      <main className="mx-auto max-w-8xl px-3 py-3">
+      <main className="max-w-8xl mx-auto px-3 py-3">
         <div className="grid grid-cols-12 gap-3">
           {/* Workspace (left) */}
           <div className="col-span-9">
             {/* <div className="rounded-lg border border-gray-200 bg-white p-6 shadow-sm"> */}
-              {/* <div className="border-b pb-4 mb-4 text-center">
+            {/* <div className="border-b pb-4 mb-4 text-center">
                 <h3 className="text-lg font-semibold text-gray-900">Workspace</h3>
                 <p className="mt-2 text-sm text-gray-600">
                   This area displays the full text (PDF) and is a flexible workspace for viewing and selecting parameter regions.
                 </p>
               </div> */}
 
-              <PDFBoundingBoxViewer
-                srId={srId || ''}
-                citationId={citationId ?? ''}
-                conversionId={null}
-                fileName={"Fulltext"}
-                coords={fulltextCoords || []}
-                pages={fulltextPages || []}
-                aiPanels={aiPanels}
-                panelOpen={panelOpen}
-                fulltext={fulltextStr || ''}
-                defaultFitToWidth={true}
-                ref={viewerRef}
-              />
+            <PDFBoundingBoxViewer
+              srId={srId || ''}
+              citationId={citationId ?? ''}
+              conversionId={null}
+              fileName={'Fulltext'}
+              coords={fulltextCoords || []}
+              pages={fulltextPages || []}
+              aiPanels={aiPanels}
+              panelOpen={panelOpen}
+              fulltext={fulltextStr || ''}
+              defaultFitToWidth={true}
+              ref={viewerRef}
+            />
 
             {/* </div> */}
           </div>
 
           {/* Selection sidebar (right) */}
           <aside className="col-span-3">
-            <div className="h-full space-y-4 rounded-lg border border-gray-200 bg-white p-4 shadow-sm flex flex-col">
+            <div className="flex h-full flex-col space-y-4 rounded-lg border border-gray-200 bg-white p-4 shadow-sm">
               <div>
                 <div className="flex items-center justify-between gap-2">
-                  <h4 className="text-xl font-semibold text-gray-900">{dict.extract.parameters}</h4>
+                  <h4 className="text-xl font-semibold text-gray-900">
+                    {dict.extract.parameters}
+                  </h4>
                   <button
                     type="button"
                     onClick={runAllAI}
@@ -559,219 +614,312 @@ export default function CanSrL2ScreenPage() {
                 </p> */}
               </div>
 
-              <div className="rounded-md border border-gray-100 p-3 h-[680px] overflow-y-auto">
+              <div className="h-[680px] overflow-y-auto rounded-md border border-gray-100 p-3">
                 {parametersParsed ? (
                   <div className="space-y-4">
                     {parametersParsed.categories.map((cat, i) => (
                       <div key={cat} className="space-y-2">
-                        <h5 className="text-sm font-semibold text-gray-900">{cat}</h5>
+                        <h5 className="text-sm font-semibold text-gray-900">
+                          {cat}
+                        </h5>
                         <div className="space-y-3">
-                          {(parametersParsed.possible_parameters[i] || []).map((param, j) => {
-                            const desc = parametersParsed.descriptions?.[i]?.[j] || ''
-                            const cleanDesc = desc.replace(/<\/?desc>/g, '')
-                            const paramName = typeof param === 'string' ? param : Array.isArray(param) ? param[0] : String(param)
-                            return (
-                              <div key={paramName} className="rounded-md border border-gray-200 p-2">
-                                <div className="flex items-start justify-between">
-                                  <div className="text-xs font-medium text-gray-700 flex items-center gap-1">
-                                    {paramName}
-                                    {cleanDesc ? (
+                          {(parametersParsed.possible_parameters[i] || []).map(
+                            (param, j) => {
+                              const desc =
+                                parametersParsed.descriptions?.[i]?.[j] || ''
+                              const cleanDesc = desc.replace(/<\/?desc>/g, '')
+                              const paramName =
+                                typeof param === 'string'
+                                  ? param
+                                  : Array.isArray(param)
+                                    ? param[0]
+                                    : String(param)
+                              return (
+                                <div
+                                  key={paramName}
+                                  className="rounded-md border border-gray-200 p-2"
+                                >
+                                  <div className="flex items-start justify-between">
+                                    <div className="flex items-center gap-1 text-xs font-medium text-gray-700">
+                                      {paramName}
+                                      {cleanDesc ? (
+                                        <button
+                                          type="button"
+                                          onClick={() => toggleDesc(paramName)}
+                                          className="ml-1 inline-flex items-center text-gray-400 hover:text-gray-600"
+                                          aria-label={
+                                            descOpen[paramName]
+                                              ? dict.extract.hideDescription
+                                              : dict.extract.showDescription
+                                          }
+                                          title={
+                                            descOpen[paramName]
+                                              ? dict.extract.hideDescription
+                                              : dict.extract.showDescription
+                                          }
+                                        >
+                                          {descOpen[paramName] ? (
+                                            <ChevronDown size={14} />
+                                          ) : (
+                                            <ChevronRight size={14} />
+                                          )}
+                                        </button>
+                                      ) : null}
+                                    </div>
+                                    <div className="flex items-center gap-2">
+                                      <span className="text-xs text-gray-500">
+                                        {saveStatus[paramName] === 'saved'
+                                          ? dict.extract.saved
+                                          : saveStatus[paramName] === 'error'
+                                            ? dict.extract.error
+                                            : saveStatus[paramName] === 'saving'
+                                              ? dict.extract.saving
+                                              : ''}
+                                      </span>
+                                      <span className="text-xs text-gray-500">
+                                        {aiStatus[paramName] === 'extracting'
+                                          ? dict.extract.extractingFullText
+                                          : aiStatus[paramName] ===
+                                                'suggesting' ||
+                                              aiStatus[paramName] === 'loading'
+                                            ? dict.extract.suggesting
+                                            : aiStatus[paramName] ===
+                                                'suggested'
+                                              ? dict.extract.finished
+                                              : aiStatus[paramName] === 'error'
+                                                ? dict.extract.aiError
+                                                : ''}
+                                      </span>
                                       <button
-                                        type="button"
-                                        onClick={() => toggleDesc(paramName)}
-                                        className="ml-1 inline-flex items-center text-gray-400 hover:text-gray-600"
-                                        aria-label={descOpen[paramName] ? dict.extract.hideDescription : dict.extract.showDescription}
-                                        title={descOpen[paramName] ? dict.extract.hideDescription : dict.extract.showDescription}
+                                        onClick={() =>
+                                          suggestParam(paramName, cleanDesc)
+                                        }
+                                        disabled={
+                                          runningAllAI ||
+                                          aiStatus[paramName] === 'loading' ||
+                                          aiStatus[paramName] ===
+                                            'extracting' ||
+                                          aiStatus[paramName] === 'suggesting'
+                                        }
+                                        className="rounded-md border px-2 py-1 text-xs hover:bg-gray-50"
                                       >
-                                        {descOpen[paramName] ? <ChevronDown size={14} /> : <ChevronRight size={14} />}
+                                        <span className="inline-flex items-center gap-1">
+                                          AI <Wand2 className="h-3 w-3" />
+                                        </span>
                                       </button>
-                                    ) : null}
-                                  </div>
-                                  <div className="flex items-center gap-2">
-                                    <span className="text-xs text-gray-500">
-                                      {saveStatus[paramName] === 'saved'
-                                        ? dict.extract.saved
-                                        : saveStatus[paramName] === 'error'
-                                        ? dict.extract.error
-                                        : saveStatus[paramName] === 'saving'
-                                        ? dict.extract.saving
-                                        : ''}
-                                    </span>
-                                    <span className="text-xs text-gray-500">
-                                      {aiStatus[paramName] === 'extracting'
-                                        ? dict.extract.extractingFullText
-                                        : aiStatus[paramName] === 'suggesting' || aiStatus[paramName] === 'loading'
-                                        ? dict.extract.suggesting
-                                        : aiStatus[paramName] === 'suggested'
-                                        ? dict.extract.finished
-                                        : aiStatus[paramName] === 'error'
-                                        ? dict.extract.aiError
-                                        : ''}
-                                    </span>
-                                    <button
-                                      onClick={() => suggestParam(paramName, cleanDesc)}
-                                      disabled={
-                                        runningAllAI ||
-                                        aiStatus[paramName] === 'loading' ||
-                                        aiStatus[paramName] === 'extracting' ||
-                                        aiStatus[paramName] === 'suggesting'
-                                      }
-                                      className="rounded-md border px-2 py-1 text-xs hover:bg-gray-50"
-                                    >
-                                      <span className="inline-flex items-center gap-1">
-                                        AI <Wand2 className="h-3 w-3" />
-                                      </span>
-                                    </button>
-                                    <button
-                                      onClick={() => saveParam(paramName)}
-                                      disabled={savingParam === paramName}
-                                      className="rounded-md bg-emerald-600 px-2 py-1 text-xs font-medium text-white hover:bg-emerald-700 disabled:opacity-50"
-                                    >
-                                      {dict.common.save}
-                                    </button>
+                                      <button
+                                        onClick={() => saveParam(paramName)}
+                                        disabled={savingParam === paramName}
+                                        className="rounded-md bg-emerald-600 px-2 py-1 text-xs font-medium text-white hover:bg-emerald-700 disabled:opacity-50"
+                                      >
+                                        {dict.common.save}
+                                      </button>
+                                    </div>
                                   </div>
-                                </div>
-                                {cleanDesc && descOpen[paramName] ? (
-                                  <p className="mt-1 text-xs text-gray-500">{cleanDesc}</p>
-                                ) : null}
-                                <input
-                                  type="text"
-                                  value={paramValues[paramName] || ''}
-                                  onChange={(e) => updateValue(paramName, e.target.value)}
-                                  placeholder={dict.extract.enterValue}
-                                  className="mt-2 w-full rounded-md border px-2 py-1 text-sm"
-                                />
-
-                                {aiPanels[paramName] ? (
-                                  <div className="mt-2">
-                                    <div
-                                      onClick={() =>
-                                        setPanelOpen((prev) => ({
-                                          ...prev,
-                                          [paramName]: !Boolean(prev[paramName]),
-                                        }))
-                                      }
-                                      style={{ cursor: 'pointer' }}
-                                      className="flex items-center justify-between rounded-md bg-gray-50 px-3 py-2"
-                                    >
-                                      <div className="text-xs">
-                                        {typeof aiPanels[paramName]?.value === 'string' && aiPanels[paramName]?.value.trim().length > 0 ? (
-                                          <>
-                                            {dict.extract.aiSuggested}{' '}
-                                            <span className="ml-1 text-xs font-medium text-emerald-600">
-                                              {aiPanels[paramName]?.value}
+                                  {cleanDesc && descOpen[paramName] ? (
+                                    <p className="mt-1 text-xs text-gray-500">
+                                      {cleanDesc}
+                                    </p>
+                                  ) : null}
+                                  <input
+                                    type="text"
+                                    value={paramValues[paramName] || ''}
+                                    onChange={(e) =>
+                                      updateValue(paramName, e.target.value)
+                                    }
+                                    placeholder={dict.extract.enterValue}
+                                    className="mt-2 w-full rounded-md border px-2 py-1 text-sm"
+                                  />
+
+                                  {aiPanels[paramName] ? (
+                                    <div className="mt-2">
+                                      <div
+                                        onClick={() =>
+                                          setPanelOpen((prev) => ({
+                                            ...prev,
+                                            [paramName]: !Boolean(
+                                              prev[paramName],
+                                            ),
+                                          }))
+                                        }
+                                        style={{ cursor: 'pointer' }}
+                                        className="flex items-center justify-between rounded-md bg-gray-50 px-3 py-2"
+                                      >
+                                        <div className="text-xs">
+                                          {typeof aiPanels[paramName]?.value ===
+                                            'string' &&
+                                          aiPanels[paramName]?.value.trim()
+                                            .length > 0 ? (
+                                            <>
+                                              {dict.extract.aiSuggested}{' '}
+                                              <span className="ml-1 text-xs font-medium text-emerald-600">
+                                                {aiPanels[paramName]?.value}
+                                              </span>
+                                            </>
+                                          ) : (
+                                            <span className="text-xs text-gray-600">
+                                              {dict.extract.noAISuggestion}
                                             </span>
-                                          </>
-                                        ) : (
-                                          <span className="text-xs text-gray-600">{dict.extract.noAISuggestion}</span>
-                                        )}
-                                      </div>
-                                      <div className="text-xs text-gray-500">
-                                        {panelOpen[paramName] ? dict.screening.minimize : dict.screening.maximize}
+                                          )}
+                                        </div>
+                                        <div className="text-xs text-gray-500">
+                                          {panelOpen[paramName]
+                                            ? dict.screening.minimize
+                                            : dict.screening.maximize}
+                                        </div>
                                       </div>
-                                    </div>
-                                    {panelOpen[paramName] ? (
-                                      <div className="mt-2 rounded-md border border-gray-100 bg-white p-3 text-xs whitespace-pre-wrap text-gray-800">
-                                        <div className="mt-2">
-                                          <strong>{dict.screening.explanation}</strong>
-                                          <div className="mt-1 text-xs text-gray-700">
-                                            {aiPanels[paramName]?.explanation ??
-                                              aiPanels[paramName]?.llm_raw ??
-                                              dict.screening.noExplanation}
+                                      {panelOpen[paramName] ? (
+                                        <div className="mt-2 rounded-md border border-gray-100 bg-white p-3 text-xs whitespace-pre-wrap text-gray-800">
+                                          <div className="mt-2">
+                                            <strong>
+                                              {dict.screening.explanation}
+                                            </strong>
+                                            <div className="mt-1 text-xs text-gray-700">
+                                              {aiPanels[paramName]
+                                                ?.explanation ??
+                                                aiPanels[paramName]?.llm_raw ??
+                                                dict.screening.noExplanation}
+                                            </div>
                                           </div>
+                                          {Array.isArray(
+                                            aiPanels[paramName]
+                                              ?.evidence_sentences,
+                                          ) ? (
+                                            <div className="mt-2">
+                                              <strong>
+                                                {dict.screening.evidence}
+                                              </strong>
+                                              <div className="mt-1 flex flex-wrap gap-1">
+                                                {aiPanels[
+                                                  paramName
+                                                ].evidence_sentences.map(
+                                                  (item: any, k: number) => {
+                                                    const isCoord =
+                                                      item &&
+                                                      typeof item === 'object'
+                                                    const label = isCoord
+                                                      ? `${dict.screening.page} ${String(item.page ?? item.page_number ?? item.pageNum ?? '?')}${item.text ? `: ${String(item.text).slice(0, 80)}` : ''}`
+                                                      : `${dict.screening.sentence} ${String(item)}`
+                                                    const onClick = () => {
+                                                      if (!viewerRef.current)
+                                                        return
+                                                      if (isCoord) {
+                                                        viewerRef.current.scrollToCoord(
+                                                          item,
+                                                        )
+                                                      } else {
+                                                        const idx = Number(item)
+                                                        if (
+                                                          !Number.isNaN(idx)
+                                                        ) {
+                                                          viewerRef.current.scrollToSentenceIndex(
+                                                            idx,
+                                                          )
+                                                        }
+                                                      }
+                                                    }
+                                                    return (
+                                                      <button
+                                                        key={k}
+                                                        onClick={onClick}
+                                                        className="rounded border px-1.5 py-0.5 text-xs hover:bg-gray-50"
+                                                        title={label}
+                                                        type="button"
+                                                      >
+                                                        {label}
+                                                      </button>
+                                                    )
+                                                  },
+                                                )}
+                                              </div>
+                                            </div>
+                                          ) : null}
+
+                                          {Array.isArray(
+                                            aiPanels[paramName]
+                                              ?.evidence_tables,
+                                          ) &&
+                                          aiPanels[paramName].evidence_tables
+                                            .length > 0 ? (
+                                            <div className="mt-2">
+                                              <strong>Evidence tables:</strong>
+                                              <div className="mt-1 flex flex-wrap gap-1">
+                                                {aiPanels[
+                                                  paramName
+                                                ].evidence_tables.map(
+                                                  (t: any, k: number) => {
+                                                    const label = `Table T${String(t)}`
+                                                    return (
+                                                      <button
+                                                        key={k}
+                                                        type="button"
+                                                        onClick={() =>
+                                                          scrollToArtifact(
+                                                            'table',
+                                                            Number(t),
+                                                          )
+                                                        }
+                                                        className="rounded border bg-gray-50 px-1.5 py-0.5 text-xs text-gray-700 hover:bg-gray-100"
+                                                        title={label}
+                                                      >
+                                                        {label}
+                                                      </button>
+                                                    )
+                                                  },
+                                                )}
+                                              </div>
+                                            </div>
+                                          ) : null}
+
+                                          {Array.isArray(
+                                            aiPanels[paramName]
+                                              ?.evidence_figures,
+                                          ) &&
+                                          aiPanels[paramName].evidence_figures
+                                            .length > 0 ? (
+                                            <div className="mt-2">
+                                              <strong>Evidence figures:</strong>
+                                              <div className="mt-1 flex flex-wrap gap-1">
+                                                {aiPanels[
+                                                  paramName
+                                                ].evidence_figures.map(
+                                                  (f: any, k: number) => {
+                                                    const label = `Figure F${String(f)}`
+                                                    return (
+                                                      <button
+                                                        key={k}
+                                                        type="button"
+                                                        onClick={() =>
+                                                          scrollToArtifact(
+                                                            'figure',
+                                                            Number(f),
+                                                          )
+                                                        }
+                                                        className="rounded border bg-gray-50 px-1.5 py-0.5 text-xs text-gray-700 hover:bg-gray-100"
+                                                        title={label}
+                                                      >
+                                                        {label}
+                                                      </button>
+                                                    )
+                                                  },
+                                                )}
+                                              </div>
+                                            </div>
+                                          ) : null}
                                         </div>
-{Array.isArray(aiPanels[paramName]?.evidence_sentences) ? (
-  <div className="mt-2">
-    <strong>{dict.screening.evidence}</strong>
-    <div className="mt-1 flex flex-wrap gap-1">
-      {aiPanels[paramName].evidence_sentences.map((item: any, k: number) => {
-        const isCoord = item && typeof item === 'object'
-        const label = isCoord
-          ? `${dict.screening.page} ${String(item.page ?? item.page_number ?? item.pageNum ?? '?')}${item.text ? `: ${String(item.text).slice(0, 80)}` : ''}`
-          : `${dict.screening.sentence} ${String(item)}`
-        const onClick = () => {
-          if (!viewerRef.current) return
-          if (isCoord) {
-            viewerRef.current.scrollToCoord(item)
-          } else {
-            const idx = Number(item)
-            if (!Number.isNaN(idx)) {
-              viewerRef.current.scrollToSentenceIndex(idx)
-            }
-          }
-        }
-        return (
-          <button
-            key={k}
-            onClick={onClick}
-            className="rounded border px-1.5 py-0.5 text-xs hover:bg-gray-50"
-            title={label}
-            type="button"
-          >
-            {label}
-          </button>
-        )
-      })}
-    </div>
-  </div>
-) : null}
-
-{Array.isArray(aiPanels[paramName]?.evidence_tables) && aiPanels[paramName].evidence_tables.length > 0 ? (
-  <div className="mt-2">
-    <strong>Evidence tables:</strong>
-    <div className="mt-1 flex flex-wrap gap-1">
-      {aiPanels[paramName].evidence_tables.map((t: any, k: number) => {
-        const label = `Table T${String(t)}`
-        return (
-          <button
-            key={k}
-            type="button"
-            onClick={() => scrollToArtifact('table', Number(t))}
-            className="rounded border px-1.5 py-0.5 text-xs text-gray-700 bg-gray-50 hover:bg-gray-100"
-            title={label}
-          >
-            {label}
-          </button>
-        )
-      })}
-    </div>
-  </div>
-) : null}
-
-{Array.isArray(aiPanels[paramName]?.evidence_figures) && aiPanels[paramName].evidence_figures.length > 0 ? (
-  <div className="mt-2">
-    <strong>Evidence figures:</strong>
-    <div className="mt-1 flex flex-wrap gap-1">
-      {aiPanels[paramName].evidence_figures.map((f: any, k: number) => {
-        const label = `Figure F${String(f)}`
-        return (
-          <button
-            key={k}
-            type="button"
-            onClick={() => scrollToArtifact('figure', Number(f))}
-            className="rounded border px-1.5 py-0.5 text-xs text-gray-700 bg-gray-50 hover:bg-gray-100"
-            title={label}
-          >
-            {label}
-          </button>
-        )
-      })}
-    </div>
-  </div>
-) : null}
-                                      </div>
-                                    ) : null}
-                                  </div>
-                                ) : null}
-                              </div>
-                            )
-                          })}
+                                      ) : null}
+                                    </div>
+                                  ) : null}
+                                </div>
+                              )
+                            },
+                          )}
                         </div>
                       </div>
                     ))}
                   </div>
                 ) : (
-                  <div className="text-sm text-gray-600 text-center py-6">
+                  <div className="py-6 text-center text-sm text-gray-600">
                     {dict.extract.noParameters}
                   </div>
                 )}
diff --git a/frontend/app/[lang]/can-sr/l1-screen/view/page.tsx b/frontend/app/[lang]/can-sr/l1-screen/view/page.tsx
index 75721fb6..b3ce189d 100644
--- a/frontend/app/[lang]/can-sr/l1-screen/view/page.tsx
+++ b/frontend/app/[lang]/can-sr/l1-screen/view/page.tsx
@@ -82,7 +82,9 @@ export default function CanSrL1ScreenPage() {
   const [citationIdList, setCitationIdList] = useState<number[]>([])
 
   // Autosave indicator per question
-  const [saveStatus, setSaveStatus] = useState<Record<number, 'idle' | 'saving' | 'saved' | 'error'>>({})
+  const [saveStatus, setSaveStatus] = useState<
+    Record<number, 'idle' | 'saving' | 'saved' | 'error'>
+  >({})
 
   // UI state: human selections keyed by question index
   const [selections, setSelections] = useState<Record<number, string>>({})
@@ -245,7 +247,11 @@ export default function CanSrL1ScreenPage() {
       const llmParsed = parseMaybeJson(llmRaw)
 
       // 1) Prefer human_* for dropdown
-      if (humanParsed && typeof humanParsed === 'object' && (humanParsed as any).selected !== undefined) {
+      if (
+        humanParsed &&
+        typeof humanParsed === 'object' &&
+        (humanParsed as any).selected !== undefined
+      ) {
         newSelections[idx] = (humanParsed as any).selected
       } else if (typeof humanParsed === 'string' && humanParsed) {
         newSelections[idx] = humanParsed
@@ -261,10 +267,12 @@ export default function CanSrL1ScreenPage() {
       }
 
       // 3) If no human selection exists, allow llm_* to prefill the dropdown (UI-only).
-      const hasSelection = newSelections[idx] !== undefined && newSelections[idx] !== ''
+      const hasSelection =
+        newSelections[idx] !== undefined && newSelections[idx] !== ''
       if (!hasSelection) {
         const aiSelected =
-          newAiPanels[idx] && typeof (newAiPanels[idx] as any).selected === 'string'
+          newAiPanels[idx] &&
+          typeof (newAiPanels[idx] as any).selected === 'string'
             ? (newAiPanels[idx] as any).selected
             : null
         if (aiSelected) newSelections[idx] = aiSelected
@@ -326,7 +334,10 @@ export default function CanSrL1ScreenPage() {
     if (!criteriaData) return
     const question = criteriaData.questions[questionIndex]
     const ok = await postHumanClassifyPayload(question, value)
-    setSaveStatus((prev) => ({ ...prev, [questionIndex]: ok ? 'saved' : 'error' }))
+    setSaveStatus((prev) => ({
+      ...prev,
+      [questionIndex]: ok ? 'saved' : 'error',
+    }))
   }
 
   // Handler: call backend classify endpoint for a single question
@@ -370,8 +381,12 @@ export default function CanSrL1ScreenPage() {
         if ((classification as any).selected !== undefined) {
           setSelections((prev) => {
             const already = prev?.[questionIndex]
-            if (already !== undefined && String(already).trim() !== '') return prev
-            return { ...prev, [questionIndex]: (classification as any).selected }
+            if (already !== undefined && String(already).trim() !== '')
+              return prev
+            return {
+              ...prev,
+              [questionIndex]: (classification as any).selected,
+            }
           })
         }
         setAiPanels((prev) => ({ ...prev, [questionIndex]: classification }))
@@ -391,12 +406,19 @@ export default function CanSrL1ScreenPage() {
 
   // Render helpers
   const workspace = useMemo(() => {
-    if (error)
-      return <div className="text-sm text-red-600">{error}</div>
+    if (error) return <div className="text-sm text-red-600">{error}</div>
     if (loadingCitation)
-      return <div className="text-sm text-gray-600">{dict.screening.loadingCitation}</div>
+      return (
+        <div className="text-sm text-gray-600">
+          {dict.screening.loadingCitation}
+        </div>
+      )
     if (!citation)
-      return <div className="text-sm text-gray-600">{dict.screening.citationNotFound}</div>
+      return (
+        <div className="text-sm text-gray-600">
+          {dict.screening.citationNotFound}
+        </div>
+      )
 
     return (
       <div className="space-y-3">
@@ -408,7 +430,9 @@ export default function CanSrL1ScreenPage() {
         </div>
 
         <div className="rounded-md border border-gray-200 bg-white p-4">
-          <h3 className="text-sm font-medium text-gray-800">{dict.screening.abstract}</h3>
+          <h3 className="text-sm font-medium text-gray-800">
+            {dict.screening.abstract}
+          </h3>
           <p className="mt-2 text-sm whitespace-pre-wrap text-gray-800">
             {citation.abstract || dict.screening.noAbstract}
           </p>
@@ -449,13 +473,17 @@ export default function CanSrL1ScreenPage() {
           {/* Selection sidebar (right) */}
           <aside className="col-span-5">
             <div className="space-y-4 rounded-lg border border-gray-200 bg-white p-4 shadow-sm">
-              <h4 className="text-md font-semibold text-gray-900">{dict.screening.selection}</h4>
+              <h4 className="text-md font-semibold text-gray-900">
+                {dict.screening.selection}
+              </h4>
               <p className="text-sm text-gray-600">
                 {dict.screening.selectionDesc}
               </p>
 
               {loadingCriteria ? (
-                <div className="text-sm text-gray-600">{dict.screening.loadingCriteria}</div>
+                <div className="text-sm text-gray-600">
+                  {dict.screening.loadingCriteria}
+                </div>
               ) : !criteriaData || criteriaData.questions.length === 0 ? (
                 <div className="text-sm text-gray-600">
                   {dict.screening.noCriteria}
@@ -507,11 +535,17 @@ export default function CanSrL1ScreenPage() {
                             </button>
 
                             {saveStatus[idx] === 'saving' ? (
-                              <span className="text-[10px] text-gray-500">{dict.common.save}...</span>
+                              <span className="text-[10px] text-gray-500">
+                                {dict.common.save}...
+                              </span>
                             ) : saveStatus[idx] === 'saved' ? (
-                              <span className="text-[10px] text-emerald-600">{dict.common.done}</span>
+                              <span className="text-[10px] text-emerald-600">
+                                {dict.common.done}
+                              </span>
                             ) : saveStatus[idx] === 'error' ? (
-                              <span className="text-[10px] text-red-600">{dict.common.error}</span>
+                              <span className="text-[10px] text-red-600">
+                                {dict.common.error}
+                              </span>
                             ) : null}
                           </div>
                         </div>
@@ -541,11 +575,14 @@ export default function CanSrL1ScreenPage() {
                                       : 'text-emerald-600')
                                   }
                                 >
-                                  {aiData.selected ?? dict.screening.noSelection}
+                                  {aiData.selected ??
+                                    dict.screening.noSelection}
                                 </span>
                               </div>
                               <div className="text-xs text-gray-500">
-                                {panelOpen[idx] ? dict.screening.minimize : dict.screening.maximize}
+                                {panelOpen[idx]
+                                  ? dict.screening.minimize
+                                  : dict.screening.maximize}
                               </div>
                             </div>
 
diff --git a/frontend/app/[lang]/can-sr/l2-screen/view/page.tsx b/frontend/app/[lang]/can-sr/l2-screen/view/page.tsx
index 914634da..904c9b84 100644
--- a/frontend/app/[lang]/can-sr/l2-screen/view/page.tsx
+++ b/frontend/app/[lang]/can-sr/l2-screen/view/page.tsx
@@ -4,7 +4,9 @@ import React, { useEffect, useMemo, useRef, useState } from 'react'
 import { useParams, useRouter, useSearchParams } from 'next/navigation'
 import GCHeader, { SRHeader } from '@/components/can-sr/headers'
 import { ModelSelector } from '@/components/chat'
-import PDFBoundingBoxViewer, { PDFBoundingBoxViewerHandle } from '@/components/can-sr/PDFBoundingBoxViewer'
+import PDFBoundingBoxViewer, {
+  PDFBoundingBoxViewerHandle,
+} from '@/components/can-sr/PDFBoundingBoxViewer'
 import { Wand2 } from 'lucide-react'
 import { getAuthToken, getTokenType } from '@/lib/auth'
 import { useDictionary } from '@/app/[lang]/DictionaryProvider'
@@ -85,7 +87,9 @@ export default function CanSrL2ScreenViewPage() {
   const [citationIdList, setCitationIdList] = useState<number[]>([])
 
   // Autosave indicator per question
-  const [saveStatus, setSaveStatus] = useState<Record<number, 'idle' | 'saving' | 'saved' | 'error'>>({})
+  const [saveStatus, setSaveStatus] = useState<
+    Record<number, 'idle' | 'saving' | 'saved' | 'error'>
+  >({})
 
   // UI state: human selections keyed by question index
   const [selections, setSelections] = useState<Record<number, string>>({})
@@ -100,7 +104,9 @@ export default function CanSrL2ScreenViewPage() {
 
   // Fulltext PDF viewer linkage
   const [fulltextCoords, setFulltextCoords] = useState<any[] | null>(null)
-  const [fulltextPages, setFulltextPages] = useState<{ width: number; height: number }[] | null>(null)
+  const [fulltextPages, setFulltextPages] = useState<
+    { width: number; height: number }[] | null
+  >(null)
   const [fulltextStr, setFulltextStr] = useState<string | null>(null)
   const viewerRef = useRef<PDFBoundingBoxViewerHandle | null>(null)
 
@@ -147,7 +153,9 @@ export default function CanSrL2ScreenViewPage() {
       const data = await res.json().catch(() => ({}))
       if (!res.ok) {
         setError(
-          data?.error || data?.detail || `Failed to load citation (${res.status})`,
+          data?.error ||
+            data?.detail ||
+            `Failed to load citation (${res.status})`,
         )
         setCitation(null)
       } else {
@@ -163,16 +171,26 @@ export default function CanSrL2ScreenViewPage() {
           }
         }
 
-        const ft = typeof (data as any).fulltext === 'string' ? (data as any).fulltext : null
+        const ft =
+          typeof (data as any).fulltext === 'string'
+            ? (data as any).fulltext
+            : null
         if (ft) setFulltextStr(ft)
-        const coordsAny = parseJson((data as any).fulltext_coords) ?? (data as any).fulltext_coords
+        const coordsAny =
+          parseJson((data as any).fulltext_coords) ??
+          (data as any).fulltext_coords
         if (coordsAny && Array.isArray(coordsAny)) setFulltextCoords(coordsAny)
-        const pagesAny = parseJson((data as any).fulltext_pages) ?? (data as any).fulltext_pages
+        const pagesAny =
+          parseJson((data as any).fulltext_pages) ??
+          (data as any).fulltext_pages
         if (pagesAny && Array.isArray(pagesAny)) setFulltextPages(pagesAny)
 
         // If coords/pages missing, trigger backend extraction then refetch row
         const needExtract =
-          !Array.isArray(coordsAny) || coordsAny.length === 0 || !Array.isArray(pagesAny) || pagesAny.length === 0
+          !Array.isArray(coordsAny) ||
+          coordsAny.length === 0 ||
+          !Array.isArray(pagesAny) ||
+          pagesAny.length === 0
         if (needExtract) {
           try {
             const res2 = await fetch(
@@ -190,14 +208,23 @@ export default function CanSrL2ScreenViewPage() {
               )
               const row2 = await res3.json().catch(() => ({}))
 
-              const ft2 = typeof (row2 as any).fulltext === 'string' ? (row2 as any).fulltext : null
+              const ft2 =
+                typeof (row2 as any).fulltext === 'string'
+                  ? (row2 as any).fulltext
+                  : null
               if (ft2) setFulltextStr(ft2)
 
-              const coordsAny2 = parseJson((row2 as any).fulltext_coords) ?? (row2 as any).fulltext_coords
-              if (coordsAny2 && Array.isArray(coordsAny2)) setFulltextCoords(coordsAny2)
-
-              const pagesAny2 = parseJson((row2 as any).fulltext_pages) ?? (row2 as any).fulltext_pages
-              if (pagesAny2 && Array.isArray(pagesAny2)) setFulltextPages(pagesAny2)
+              const coordsAny2 =
+                parseJson((row2 as any).fulltext_coords) ??
+                (row2 as any).fulltext_coords
+              if (coordsAny2 && Array.isArray(coordsAny2))
+                setFulltextCoords(coordsAny2)
+
+              const pagesAny2 =
+                parseJson((row2 as any).fulltext_pages) ??
+                (row2 as any).fulltext_pages
+              if (pagesAny2 && Array.isArray(pagesAny2))
+                setFulltextPages(pagesAny2)
             }
           } catch (err) {
             console.warn('Failed to extract fulltext for overlay', err)
@@ -239,7 +266,11 @@ export default function CanSrL2ScreenViewPage() {
 
           const parseBlock = (block: any) => {
             if (!block) {
-              return { questions: [], possible_answers: [], additional_infos: [] as (string | null)[] }
+              return {
+                questions: [],
+                possible_answers: [],
+                additional_infos: [] as (string | null)[],
+              }
             }
             if (!Array.isArray(block?.questions)) {
               // mapping form: { question: { option: description } }
@@ -267,17 +298,27 @@ export default function CanSrL2ScreenViewPage() {
                     const clean = String(d).replace(/\s+/g, ' ').trim()
                     return `- ${opt}: ${clean}`
                   })
-                  addInfos.push(guidanceParts.length ? guidanceParts.join('\n') : null)
+                  addInfos.push(
+                    guidanceParts.length ? guidanceParts.join('\n') : null,
+                  )
                 })
-                return { questions: qArr, possible_answers: ansArr, additional_infos: addInfos }
+                return {
+                  questions: qArr,
+                  possible_answers: ansArr,
+                  additional_infos: addInfos,
+                }
               } catch {
                 const questions = block?.questions || []
                 const possible_answers = block?.possible_answers || []
                 const additional_infos = block?.additional_infos || []
                 return {
                   questions: Array.isArray(questions) ? questions : [],
-                  possible_answers: Array.isArray(possible_answers) ? possible_answers : [],
-                  additional_infos: Array.isArray(additional_infos) ? additional_infos : [],
+                  possible_answers: Array.isArray(possible_answers)
+                    ? possible_answers
+                    : [],
+                  additional_infos: Array.isArray(additional_infos)
+                    ? additional_infos
+                    : [],
                 }
               }
             } else {
@@ -286,8 +327,12 @@ export default function CanSrL2ScreenViewPage() {
               const additional_infos = block?.additional_infos || []
               return {
                 questions: Array.isArray(questions) ? questions : [],
-                possible_answers: Array.isArray(possible_answers) ? possible_answers : [],
-                additional_infos: Array.isArray(additional_infos) ? additional_infos : [],
+                possible_answers: Array.isArray(possible_answers)
+                  ? possible_answers
+                  : [],
+                additional_infos: Array.isArray(additional_infos)
+                  ? additional_infos
+                  : [],
               }
             }
           }
@@ -299,8 +344,14 @@ export default function CanSrL2ScreenViewPage() {
           const l2Parsed = parseBlock(l2Block)
 
           const mergedQuestions = [...l1Parsed.questions, ...l2Parsed.questions]
-          const mergedAnswers = [...l1Parsed.possible_answers, ...l2Parsed.possible_answers]
-          const mergedInfos = [...l1Parsed.additional_infos, ...l2Parsed.additional_infos]
+          const mergedAnswers = [
+            ...l1Parsed.possible_answers,
+            ...l2Parsed.possible_answers,
+          ]
+          const mergedInfos = [
+            ...l1Parsed.additional_infos,
+            ...l2Parsed.additional_infos,
+          ]
 
           setCriteriaData({
             questions: mergedQuestions,
@@ -358,7 +409,11 @@ export default function CanSrL2ScreenViewPage() {
       }
 
       // 1) Prefill from human_* (answers saved during L2 screening), for both L1 and L2 questions
-      if (humanParsed && typeof humanParsed === 'object' && (humanParsed as any).selected !== undefined) {
+      if (
+        humanParsed &&
+        typeof humanParsed === 'object' &&
+        (humanParsed as any).selected !== undefined
+      ) {
         newSelections[idx] = (humanParsed as any).selected
       } else if (typeof humanParsed === 'string' && humanParsed) {
         newSelections[idx] = humanParsed
@@ -366,7 +421,11 @@ export default function CanSrL2ScreenViewPage() {
 
       // 2) For L1 questions: show hint from prior L1 screening (llm_*), but do not prefill from it
       if (sourceFlags[idx] === 'l1') {
-        if (llmParsed && typeof llmParsed === 'object' && (llmParsed as any).selected !== undefined) {
+        if (
+          llmParsed &&
+          typeof llmParsed === 'object' &&
+          (llmParsed as any).selected !== undefined
+        ) {
           newHints[idx] = String((llmParsed as any).selected ?? '')
         } else if (typeof llmParsed === 'string') {
           newHints[idx] = llmParsed
@@ -384,9 +443,13 @@ export default function CanSrL2ScreenViewPage() {
       }
 
       // For L2 questions: if no human selection present, allow llm_* to prefill the dropdown
-      const hasSelection = newSelections[idx] !== undefined && newSelections[idx] !== ''
+      const hasSelection =
+        newSelections[idx] !== undefined && newSelections[idx] !== ''
       if (sourceFlags[idx] === 'l2' && !hasSelection) {
-        const aiSelected = (newAiPanels[idx] && typeof newAiPanels[idx].selected === 'string') ? newAiPanels[idx].selected : null
+        const aiSelected =
+          newAiPanels[idx] && typeof newAiPanels[idx].selected === 'string'
+            ? newAiPanels[idx].selected
+            : null
         if (aiSelected) {
           newSelections[idx] = aiSelected
         } else if (typeof llmParsed === 'string' && llmParsed) {
@@ -449,7 +512,10 @@ export default function CanSrL2ScreenViewPage() {
     if (!criteriaData) return
     const question = criteriaData.questions[questionIndex]
     const ok = await postHumanClassifyPayload(question, value)
-    setSaveStatus((prev) => ({ ...prev, [questionIndex]: ok ? 'saved' : 'error' }))
+    setSaveStatus((prev) => ({
+      ...prev,
+      [questionIndex]: ok ? 'saved' : 'error',
+    }))
   }
 
   // Call backend classify for a single question using fulltext template (screening_step='l2')
@@ -501,8 +567,12 @@ export default function CanSrL2ScreenViewPage() {
         if ((classification as any).selected !== undefined) {
           setSelections((prev) => {
             const already = prev?.[questionIndex]
-            if (already !== undefined && String(already).trim() !== '') return prev
-            return { ...prev, [questionIndex]: (classification as any).selected }
+            if (already !== undefined && String(already).trim() !== '')
+              return prev
+            return {
+              ...prev,
+              [questionIndex]: (classification as any).selected,
+            }
           })
         }
         setAiPanels((prev) => ({ ...prev, [questionIndex]: classification }))
@@ -561,7 +631,12 @@ export default function CanSrL2ScreenViewPage() {
   const scrollToArtifact = (kind: 'table' | 'figure', idx: number) => {
     const list = kind === 'table' ? parsedTables : parsedFigures
     const item = list.find((x: any) => Number(x?.index) === Number(idx))
-    console.log('[artifact-click]', { kind, idx, hasViewer: !!viewerRef.current, item })
+    console.log('[artifact-click]', {
+      kind,
+      idx,
+      hasViewer: !!viewerRef.current,
+      item,
+    })
     if (!item || !viewerRef.current) return
     const bbox = item?.bounding_box
     // We store normalized boxes as an array of {page,x,y,width,height}
@@ -572,19 +647,26 @@ export default function CanSrL2ScreenViewPage() {
   }
 
   const workspace = useMemo(() => {
-    if (error)
-      return <div className="text-sm text-red-600">{error}</div>
+    if (error) return <div className="text-sm text-red-600">{error}</div>
     if (loadingCitation)
-      return <div className="text-sm text-gray-600">{dict.screening.loadingCitation}</div>
+      return (
+        <div className="text-sm text-gray-600">
+          {dict.screening.loadingCitation}
+        </div>
+      )
     if (!citation)
-      return <div className="text-sm text-gray-600">{dict.screening.citationNotFound}</div>
+      return (
+        <div className="text-sm text-gray-600">
+          {dict.screening.citationNotFound}
+        </div>
+      )
 
     return (
       <PDFBoundingBoxViewer
         srId={srId || ''}
         citationId={citationId ?? ''}
         conversionId={null}
-        fileName={"Fulltext"}
+        fileName={'Fulltext'}
         coords={fulltextCoords || []}
         pages={fulltextPages || []}
         aiPanels={panelsKeyed.panels}
@@ -594,7 +676,18 @@ export default function CanSrL2ScreenViewPage() {
         ref={viewerRef}
       />
     )
-  }, [citation, loadingCitation, srId, citationId, fulltextCoords, fulltextPages, fulltextStr, panelsKeyed, dict, error])
+  }, [
+    citation,
+    loadingCitation,
+    srId,
+    citationId,
+    fulltextCoords,
+    fulltextPages,
+    fulltextStr,
+    panelsKeyed,
+    dict,
+    error,
+  ])
 
   if (!srId || !citationId) {
     // guard - redirect already handled in effect but keep safe render
@@ -615,70 +708,73 @@ export default function CanSrL2ScreenViewPage() {
         }
       />
 
-      <main className="mx-auto max-w-8xl px-3 py-3">
+      <main className="max-w-8xl mx-auto px-3 py-3">
         <div className="grid grid-cols-12 gap-3">
           {/* Workspace (left) */}
-          <div className="col-span-9">
-              {workspace}
-          </div>
+          <div className="col-span-9">{workspace}</div>
 
           {/* Selection sidebar (right) */}
           <aside className="col-span-3">
-            <div className="h-full space-y-4 rounded-lg border border-gray-200 bg-white p-4 shadow-sm flex flex-col">
+            <div className="flex h-full flex-col space-y-4 rounded-lg border border-gray-200 bg-white p-4 shadow-sm">
               <div>
-                <h4 className="text-xl font-semibold text-gray-900 text-center">{dict.screening.screeningQuestions}</h4>
+                <h4 className="text-center text-xl font-semibold text-gray-900">
+                  {dict.screening.screeningQuestions}
+                </h4>
               </div>
 
               {loadingCriteria ? (
-                <div className="text-sm text-gray-600">{dict.screening.loadingCriteria}</div>
+                <div className="text-sm text-gray-600">
+                  {dict.screening.loadingCriteria}
+                </div>
               ) : !criteriaData || criteriaData.questions.length === 0 ? (
                 <div className="text-sm text-gray-600">
                   {dict.screening.noL2Criteria}
                 </div>
               ) : (
-                <div className="rounded-md border border-gray-100 p-3 h-[680px] overflow-y-auto">
+                <div className="h-[680px] overflow-y-auto rounded-md border border-gray-100 p-3">
                   <div className="space-y-4">
-                  {criteriaData.questions.map((q, idx) => {
-                    const options = criteriaData.possible_answers[idx] || []
-                    const current = selections[idx] ?? ''
-                    const aiData = aiPanels[idx]
-                    const aiSelected =
-                      aiData && aiData.selected ? aiData.selected : undefined
-
-                    return (
-                      <div
-                        key={idx}
-                        className="rounded-md border border-gray-100 p-3"
-                      >
-                        <div className="flex items-start justify-between">
-                          <div className="flex-1">
-                            <p className="text-sm font-medium text-gray-800">
-                              {q}
-                            </p>
-
-                            {sourceFlags[idx] === 'l1' ? (
-                              <p className="mt-1 text-xs text-gray-500">
-                                {dict.screening.titleAbstractAnswer} {hintByIndex[idx] ?? dict.screening.none}
+                    {criteriaData.questions.map((q, idx) => {
+                      const options = criteriaData.possible_answers[idx] || []
+                      const current = selections[idx] ?? ''
+                      const aiData = aiPanels[idx]
+                      const aiSelected =
+                        aiData && aiData.selected ? aiData.selected : undefined
+
+                      return (
+                        <div
+                          key={idx}
+                          className="rounded-md border border-gray-100 p-3"
+                        >
+                          <div className="flex items-start justify-between">
+                            <div className="flex-1">
+                              <p className="text-sm font-medium text-gray-800">
+                                {q}
                               </p>
-                            ) : null}
-
-                            <select
-                              value={current || (aiSelected ?? '')}
-                              onChange={(e) =>
-                                onSelectOption(idx, e.target.value)
-                              }
-                              className="mt-2 w-full rounded-md border border-gray-200 bg-white px-3 py-2 text-sm"
-                            >
-                              <option value="">-- select --</option>
-                              {options.map((opt: string) => (
-                                <option key={opt} value={opt}>
-                                  {opt}
-                                </option>
-                              ))}
-                            </select>
-                          </div>
 
-                          <div className="ml-3 flex flex-col items-end space-y-2">
+                              {sourceFlags[idx] === 'l1' ? (
+                                <p className="mt-1 text-xs text-gray-500">
+                                  {dict.screening.titleAbstractAnswer}{' '}
+                                  {hintByIndex[idx] ?? dict.screening.none}
+                                </p>
+                              ) : null}
+
+                              <select
+                                value={current || (aiSelected ?? '')}
+                                onChange={(e) =>
+                                  onSelectOption(idx, e.target.value)
+                                }
+                                className="mt-2 w-full rounded-md border border-gray-200 bg-white px-3 py-2 text-sm"
+                              >
+                                <option value="">-- select --</option>
+                                {options.map((opt: string) => (
+                                  <option key={opt} value={opt}>
+                                    {opt}
+                                  </option>
+                                ))}
+                              </select>
+                            </div>
+
+                            <div className="ml-3 flex flex-col items-end space-y-2">
                               <button
                                 onClick={() => classifyQuestion(idx)}
                                 className="rounded-md border px-2 py-1 text-xs hover:bg-gray-50"
@@ -689,152 +785,187 @@ export default function CanSrL2ScreenViewPage() {
                               </button>
 
                               {saveStatus[idx] === 'saving' ? (
-                                <span className="text-[10px] text-gray-500">{dict.common.save}...</span>
+                                <span className="text-[10px] text-gray-500">
+                                  {dict.common.save}...
+                                </span>
                               ) : saveStatus[idx] === 'saved' ? (
-                                <span className="text-[10px] text-emerald-600">{dict.common.done}</span>
+                                <span className="text-[10px] text-emerald-600">
+                                  {dict.common.done}
+                                </span>
                               ) : saveStatus[idx] === 'error' ? (
-                                <span className="text-[10px] text-red-600">{dict.common.error}</span>
-                              ) : null}
-                          </div>
-                        </div>
-
-                        {/* AI panel: collapsible with evidence chips */}
-                        {aiData ? (
-                          <div className="mt-3">
-                            <div
-                              onClick={() =>
-                                setPanelOpen((prev) => ({
-                                  ...prev,
-                                  [idx]: !Boolean(prev[idx]),
-                                }))
-                              }
-                              style={{ cursor: 'pointer' }}
-                              className="flex items-center justify-between rounded-md bg-gray-50 px-3 py-2"
-                            >
-                              <div className="text-sm">
-                                {dict.screening.aiSuggests}{' '}
-                                <span
-                                  className={
-                                    'ml-1 text-sm font-medium ' +
-                                    (String(aiData.selected ?? '')
-                                      .toLowerCase()
-                                      .includes('(exclude)')
-                                      ? 'text-red-600'
-                                      : 'text-emerald-600')
-                                  }
-                                >
-                                  {aiData.selected ?? dict.screening.noSelection}
+                                <span className="text-[10px] text-red-600">
+                                  {dict.common.error}
                                 </span>
-                              </div>
-                              <div className="text-xs text-gray-500">
-                                {panelOpen[idx] ? dict.screening.minimize : dict.screening.maximize}
-                              </div>
+                              ) : null}
                             </div>
+                          </div>
 
-                            {panelOpen[idx] ? (
-                              <div className="mt-2 rounded-md border border-gray-100 bg-white p-3 text-sm whitespace-pre-wrap text-gray-800">
-                                <div className="mt-2">
-                                  <strong>{dict.screening.confidence}</strong>{' '}
-                                  {String(aiData.confidence ?? '')}
+                          {/* AI panel: collapsible with evidence chips */}
+                          {aiData ? (
+                            <div className="mt-3">
+                              <div
+                                onClick={() =>
+                                  setPanelOpen((prev) => ({
+                                    ...prev,
+                                    [idx]: !Boolean(prev[idx]),
+                                  }))
+                                }
+                                style={{ cursor: 'pointer' }}
+                                className="flex items-center justify-between rounded-md bg-gray-50 px-3 py-2"
+                              >
+                                <div className="text-sm">
+                                  {dict.screening.aiSuggests}{' '}
+                                  <span
+                                    className={
+                                      'ml-1 text-sm font-medium ' +
+                                      (String(aiData.selected ?? '')
+                                        .toLowerCase()
+                                        .includes('(exclude)')
+                                        ? 'text-red-600'
+                                        : 'text-emerald-600')
+                                    }
+                                  >
+                                    {aiData.selected ??
+                                      dict.screening.noSelection}
+                                  </span>
                                 </div>
-                                <div className="mt-2">
-                                  <strong>{dict.screening.explanation}</strong>
-                                  <div className="mt-1 text-sm text-gray-700">
-                                    {aiData.explanation ??
-                                      aiData.llm_raw ??
-                                      dict.screening.noExplanation}
-                                  </div>
+                                <div className="text-xs text-gray-500">
+                                  {panelOpen[idx]
+                                    ? dict.screening.minimize
+                                    : dict.screening.maximize}
                                 </div>
-                                {Array.isArray(aiData?.evidence_sentences) && aiData.evidence_sentences.length > 0 ? (
-                                  <div className="mt-2">
-                                    <strong>{dict.screening.evidence}</strong>
-                                    <div className="mt-1 flex flex-wrap gap-1">
-                                      {aiData.evidence_sentences.map((item: any, k: number) => {
-                                        const isCoord = item && typeof item === 'object'
-                                        const label = isCoord
-                                          ? `${dict.screening.page} ${String(item.page ?? item.page_number ?? item.pageNum ?? '?')}${item.text ? `: ${String(item.text).slice(0, 80)}` : ''}`
-                                          : `${dict.screening.sentence} ${String(item)}`
-                                        const onClick = () => {
-                                          if (!viewerRef.current) return
-                                          if (isCoord) {
-                                            viewerRef.current.scrollToCoord(item)
-                                          } else {
-                                            const idxNum = Number(item)
-                                            if (!Number.isNaN(idxNum)) {
-                                              viewerRef.current.scrollToSentenceIndex(idxNum)
-                                            }
-                                          }
-                                        }
-                                        return (
-                                          <button
-                                            key={k}
-                                            onClick={onClick}
-                                            className="rounded border px-1.5 py-0.5 text-xs hover:bg-gray-50"
-                                            title={label}
-                                            type="button"
-                                          >
-                                            {label}
-                                          </button>
-                                        )
-                                      })}
-                                    </div>
-                                  </div>
-                                ) : null}
+                              </div>
 
-                                {Array.isArray(aiData?.evidence_tables) && aiData.evidence_tables.length > 0 ? (
+                              {panelOpen[idx] ? (
+                                <div className="mt-2 rounded-md border border-gray-100 bg-white p-3 text-sm whitespace-pre-wrap text-gray-800">
                                   <div className="mt-2">
-                                    <strong>Evidence tables:</strong>
-                                    <div className="mt-1 flex flex-wrap gap-1">
-                                      {aiData.evidence_tables.map((t: any, k: number) => {
-                                        const label = `Table T${String(t)}`
-                                        return (
-                                          <button
-                                            key={k}
-                                            type="button"
-                                            onClick={() => scrollToArtifact('table', Number(t))}
-                                            className="rounded border px-1.5 py-0.5 text-xs text-gray-700 bg-gray-50 hover:bg-gray-100"
-                                            title={label}
-                                          >
-                                            {label}
-                                          </button>
-                                        )
-                                      })}
-                                    </div>
+                                    <strong>{dict.screening.confidence}</strong>{' '}
+                                    {String(aiData.confidence ?? '')}
                                   </div>
-                                ) : null}
-
-                                {Array.isArray(aiData?.evidence_figures) && aiData.evidence_figures.length > 0 ? (
                                   <div className="mt-2">
-                                    <strong>Evidence figures:</strong>
-                                    <div className="mt-1 flex flex-wrap gap-1">
-                                      {aiData.evidence_figures.map((f: any, k: number) => {
-                                        const label = `Figure F${String(f)}`
-                                        return (
-                                          <button
-                                            key={k}
-                                            type="button"
-                                            onClick={() => scrollToArtifact('figure', Number(f))}
-                                            className="rounded border px-1.5 py-0.5 text-xs text-gray-700 bg-gray-50 hover:bg-gray-100"
-                                            title={label}
-                                          >
-                                            {label}
-                                          </button>
-                                        )
-                                      })}
+                                    <strong>
+                                      {dict.screening.explanation}
+                                    </strong>
+                                    <div className="mt-1 text-sm text-gray-700">
+                                      {aiData.explanation ??
+                                        aiData.llm_raw ??
+                                        dict.screening.noExplanation}
                                     </div>
                                   </div>
-                                ) : null}
-                              </div>
-                            ) : null}
-                          </div>
-                        ) : null}
-                      </div>
-                    )
-                  })}
+                                  {Array.isArray(aiData?.evidence_sentences) &&
+                                  aiData.evidence_sentences.length > 0 ? (
+                                    <div className="mt-2">
+                                      <strong>{dict.screening.evidence}</strong>
+                                      <div className="mt-1 flex flex-wrap gap-1">
+                                        {aiData.evidence_sentences.map(
+                                          (item: any, k: number) => {
+                                            const isCoord =
+                                              item && typeof item === 'object'
+                                            const label = isCoord
+                                              ? `${dict.screening.page} ${String(item.page ?? item.page_number ?? item.pageNum ?? '?')}${item.text ? `: ${String(item.text).slice(0, 80)}` : ''}`
+                                              : `${dict.screening.sentence} ${String(item)}`
+                                            const onClick = () => {
+                                              if (!viewerRef.current) return
+                                              if (isCoord) {
+                                                viewerRef.current.scrollToCoord(
+                                                  item,
+                                                )
+                                              } else {
+                                                const idxNum = Number(item)
+                                                if (!Number.isNaN(idxNum)) {
+                                                  viewerRef.current.scrollToSentenceIndex(
+                                                    idxNum,
+                                                  )
+                                                }
+                                              }
+                                            }
+                                            return (
+                                              <button
+                                                key={k}
+                                                onClick={onClick}
+                                                className="rounded border px-1.5 py-0.5 text-xs hover:bg-gray-50"
+                                                title={label}
+                                                type="button"
+                                              >
+                                                {label}
+                                              </button>
+                                            )
+                                          },
+                                        )}
+                                      </div>
+                                    </div>
+                                  ) : null}
+
+                                  {Array.isArray(aiData?.evidence_tables) &&
+                                  aiData.evidence_tables.length > 0 ? (
+                                    <div className="mt-2">
+                                      <strong>Evidence tables:</strong>
+                                      <div className="mt-1 flex flex-wrap gap-1">
+                                        {aiData.evidence_tables.map(
+                                          (t: any, k: number) => {
+                                            const label = `Table T${String(t)}`
+                                            return (
+                                              <button
+                                                key={k}
+                                                type="button"
+                                                onClick={() =>
+                                                  scrollToArtifact(
+                                                    'table',
+                                                    Number(t),
+                                                  )
+                                                }
+                                                className="rounded border bg-gray-50 px-1.5 py-0.5 text-xs text-gray-700 hover:bg-gray-100"
+                                                title={label}
+                                              >
+                                                {label}
+                                              </button>
+                                            )
+                                          },
+                                        )}
+                                      </div>
+                                    </div>
+                                  ) : null}
+
+                                  {Array.isArray(aiData?.evidence_figures) &&
+                                  aiData.evidence_figures.length > 0 ? (
+                                    <div className="mt-2">
+                                      <strong>Evidence figures:</strong>
+                                      <div className="mt-1 flex flex-wrap gap-1">
+                                        {aiData.evidence_figures.map(
+                                          (f: any, k: number) => {
+                                            const label = `Figure F${String(f)}`
+                                            return (
+                                              <button
+                                                key={k}
+                                                type="button"
+                                                onClick={() =>
+                                                  scrollToArtifact(
+                                                    'figure',
+                                                    Number(f),
+                                                  )
+                                                }
+                                                className="rounded border bg-gray-50 px-1.5 py-0.5 text-xs text-gray-700 hover:bg-gray-100"
+                                                title={label}
+                                              >
+                                                {label}
+                                              </button>
+                                            )
+                                          },
+                                        )}
+                                      </div>
+                                    </div>
+                                  ) : null}
+                                </div>
+                              ) : null}
+                            </div>
+                          ) : null}
+                        </div>
+                      )
+                    })}
+                  </div>
                 </div>
-              </div>
               )}
-              <div className="flex items-center justify-between mt-4">
+              <div className="mt-4 flex items-center justify-between">
                 <button
                   onClick={async () => {
                     if (!citationId || !srId) return
diff --git a/frontend/app/[lang]/can-sr/page.tsx b/frontend/app/[lang]/can-sr/page.tsx
index 3c2c0492..f80e556d 100644
--- a/frontend/app/[lang]/can-sr/page.tsx
+++ b/frontend/app/[lang]/can-sr/page.tsx
@@ -48,7 +48,10 @@ export default function CanSrIndexPage() {
     setLoading(true)
     setError(null)
     try {
-      const res = await fetch('/api/can-sr/reviews/list', { method: 'GET', headers: getAuthHeaders() })
+      const res = await fetch('/api/can-sr/reviews/list', {
+        method: 'GET',
+        headers: getAuthHeaders(),
+      })
       if (!res.ok) {
         throw new Error(`Failed to fetch (${res.status})`)
       }
@@ -93,7 +96,9 @@ export default function CanSrIndexPage() {
       if (!res.ok) {
         const errBody = await res.json().catch(() => ({}))
         // backend FastAPI may return detail or error fields
-        throw new Error(errBody?.detail || errBody?.error || `Create failed: ${res.status}`)
+        throw new Error(
+          errBody?.detail || errBody?.error || `Create failed: ${res.status}`,
+        )
       }
 
       await res.json().catch(() => ({}))
@@ -173,26 +178,31 @@ export default function CanSrIndexPage() {
         showSettings={false}
         showExport={false}
         showBack={true}
-        backHref='/'
+        backHref="/"
         backLabel={dict.cansr.backToHome}
         right={rightNode}
       />
 
       <main className="mx-auto max-w-4xl px-6 py-10">
         <div className="mb-6">
-          <h3 className="text-2xl font-bold text-gray-900">{dict.cansr.yourReviews}</h3>
+          <h3 className="text-2xl font-bold text-gray-900">
+            {dict.cansr.yourReviews}
+          </h3>
           <p className="mt-1 text-sm text-gray-600">
             {dict.cansr.yourReviewsDesc}
           </p>
         </div>
 
         {loading ? (
-          <div className="rounded-md border border-gray-200 bg-white p-6 text-center text-sm text-gray-700">{dict.cansr.loadingReviews}</div>
+          <div className="rounded-md border border-gray-200 bg-white p-6 text-center text-sm text-gray-700">
+            {dict.cansr.loadingReviews}
+          </div>
         ) : error ? (
-          <div className="rounded-md border border-red-200 bg-red-50 p-4 text-sm text-red-700">{error}</div>
+          <div className="rounded-md border border-red-200 bg-red-50 p-4 text-sm text-red-700">
+            {error}
+          </div>
         ) : reviews.length === 0 ? (
           <div className="space-y-4">
-            
             <div className="rounded-md border border-gray-200 bg-white p-6 text-sm text-gray-700">
               {dict.cansr.noReviews}
             </div>
@@ -208,13 +218,21 @@ export default function CanSrIndexPage() {
         ) : (
           <div className="space-y-3">
             {reviews.map((r, idx) => {
-              const title = r.name || r.title || `Review ${r.sr_id || r.id || idx + 1}`
+              const title =
+                r.name || r.title || `Review ${r.sr_id || r.id || idx + 1}`
               const desc = r.description || r.title || undefined
               // Link to SR page: use sr_id or id if present, else fallback to '#'
               const id = r.sr_id || r.id
-              const href = id ? `/can-sr/sr?sr_id=${encodeURIComponent(id)}` : '/can-sr/sr'
+              const href = id
+                ? `/can-sr/sr?sr_id=${encodeURIComponent(id)}`
+                : '/can-sr/sr'
               return (
-                <StackingCard key={id || idx} title={title} description={desc} href={href} />
+                <StackingCard
+                  key={id || idx}
+                  title={title}
+                  description={desc}
+                  href={href}
+                />
               )
             })}
           </div>
@@ -234,31 +252,39 @@ export default function CanSrIndexPage() {
             }}
           />
           <div className="relative z-10 w-full max-w-md rounded-lg bg-white p-6 shadow-lg">
-            <h4 className="text-lg font-semibold text-gray-900">{dict.cansr.createNewReview}</h4>
+            <h4 className="text-lg font-semibold text-gray-900">
+              {dict.cansr.createNewReview}
+            </h4>
             <form className="mt-4 space-y-4" onSubmit={(e) => handleCreate(e)}>
               <div>
-                <label className="block text-sm font-medium text-gray-700">{dict.cansr.reviewName}</label>
+                <label className="block text-sm font-medium text-gray-700">
+                  {dict.cansr.reviewName}
+                </label>
                 <input
                   autoFocus
                   value={name}
                   onChange={(e) => setName(e.target.value)}
-                  className="mt-1 w-full rounded-md border border-gray-300 px-3 py-2 text-sm focus:outline-none focus:ring-1 focus:ring-emerald-500"
+                  className="mt-1 w-full rounded-md border border-gray-300 px-3 py-2 text-sm focus:ring-1 focus:ring-emerald-500 focus:outline-none"
                   placeholder={dict.cansr.reviewNamePlaceholder}
                   required
                 />
               </div>
 
               <div>
-                <label className="block text-sm font-medium text-gray-700">{dict.cansr.reviewDescription}</label>
+                <label className="block text-sm font-medium text-gray-700">
+                  {dict.cansr.reviewDescription}
+                </label>
                 <textarea
                   value={description}
                   onChange={(e) => setDescription(e.target.value)}
                   rows={3}
-                  className="mt-1 w-full rounded-md border border-gray-300 px-3 py-2 text-sm focus:outline-none focus:ring-1 focus:ring-emerald-500"
+                  className="mt-1 w-full rounded-md border border-gray-300 px-3 py-2 text-sm focus:ring-1 focus:ring-emerald-500 focus:outline-none"
                 />
               </div>
 
-              {error ? <div className="text-sm text-red-600">{error}</div> : null}
+              {error ? (
+                <div className="text-sm text-red-600">{error}</div>
+              ) : null}
 
               <div className="flex justify-end space-x-2">
                 <button
diff --git a/frontend/app/[lang]/can-sr/search/page.tsx b/frontend/app/[lang]/can-sr/search/page.tsx
index 2c4c0480..418d01a0 100644
--- a/frontend/app/[lang]/can-sr/search/page.tsx
+++ b/frontend/app/[lang]/can-sr/search/page.tsx
@@ -42,14 +42,11 @@ export default function Search() {
       database: selectedDatabase,
       search_term: searchStrings[selectedDatabase],
     }
-    await fetch(
-      `/api/can-sr/search?sr_id=${encodeURIComponent(srId)}`,
-      {
-        method: 'POST',
-        headers,
-        body: JSON.stringify(bodyPayload),
-      },
-    )
+    await fetch(`/api/can-sr/search?sr_id=${encodeURIComponent(srId)}`, {
+      method: 'POST',
+      headers,
+      body: JSON.stringify(bodyPayload),
+    })
   }
 
   const handleTextChange = (database: string, value: string) => {
diff --git a/frontend/app/[lang]/can-sr/setup/page.tsx b/frontend/app/[lang]/can-sr/setup/page.tsx
index 17632f97..f7070492 100644
--- a/frontend/app/[lang]/can-sr/setup/page.tsx
+++ b/frontend/app/[lang]/can-sr/setup/page.tsx
@@ -13,10 +13,12 @@ import { CriteriaBuilder } from '@/components/can-sr/setup/criteria-builder'
 function getAuthHeaders(): Record<string, string> {
   const token = getAuthToken()
   const tokenType = getTokenType()
-  return token ? { Authorization: `${tokenType} ${token}` } : ({} as Record<string, string>)
+  return token
+    ? { Authorization: `${tokenType} ${token}` }
+    : ({} as Record<string, string>)
 }
 
- // CSV preview removed - client-side preview disabled
+// CSV preview removed - client-side preview disabled
 
 export default function CanSrSetupPage() {
   const router = useRouter()
@@ -41,7 +43,9 @@ export default function CanSrSetupPage() {
   // auth headers and SR state for Manage Users popup (mirrors sr/page.tsx)
   const token = getAuthToken()
   const tokenType = getTokenType()
-  const authHeaders: Record<string, string> | undefined = token ? { Authorization: `${tokenType} ${token}` } : undefined
+  const authHeaders: Record<string, string> | undefined = token
+    ? { Authorization: `${tokenType} ${token}` }
+    : undefined
 
   const [sr, setSr] = useState<any>(null)
   const [, setSrLoading] = useState<boolean>(true)
@@ -58,7 +62,11 @@ export default function CanSrSetupPage() {
         )
         if (!res.ok) {
           const errBody = await res.json().catch(() => ({}))
-          throw new Error(errBody?.detail || errBody?.error || `Failed to fetch SR (${res.status})`)
+          throw new Error(
+            errBody?.detail ||
+              errBody?.error ||
+              `Failed to fetch SR (${res.status})`,
+          )
         }
         const data = await res.json().catch(() => ({}))
         setSr(data)
@@ -144,15 +152,19 @@ export default function CanSrSetupPage() {
 
       const headers = getAuthHeaders()
       // Do NOT set Content-Type; browser will set multipart boundary
-      const res = await fetch(`/api/can-sr/citations/upload?sr_id=${encodeURIComponent(srId)}`, {
-        method: 'POST',
-        headers: headers,
-        body: fd as any,
-      })
+      const res = await fetch(
+        `/api/can-sr/citations/upload?sr_id=${encodeURIComponent(srId)}`,
+        {
+          method: 'POST',
+          headers: headers,
+          body: fd as any,
+        },
+      )
 
       const data = await res.json().catch(() => ({}))
       if (!res.ok) {
-        const errMsg = data?.error || data?.detail || `Upload failed (${res.status})`
+        const errMsg =
+          data?.error || data?.detail || `Upload failed (${res.status})`
         setUploadError(errMsg)
       } else {
         setUploadResult(data)
@@ -179,14 +191,20 @@ export default function CanSrSetupPage() {
 
       const headers = getAuthHeaders()
       // Do NOT set Content-Type so browser adds multipart/form-data boundary
-      const res = await fetch(`/api/can-sr/reviews/edit?sr_id=${encodeURIComponent(srId)}`, {
-        method: 'PUT',
-        headers,
-        body: fd as any,
-      })
+      const res = await fetch(
+        `/api/can-sr/reviews/edit?sr_id=${encodeURIComponent(srId)}`,
+        {
+          method: 'PUT',
+          headers,
+          body: fd as any,
+        },
+      )
       const data = await res.json().catch(() => ({}))
       if (!res.ok) {
-        setYamlSaveMessage((data && (data.error || data.detail)) || `Save failed (${res.status})`)
+        setYamlSaveMessage(
+          (data && (data.error || data.detail)) ||
+            `Save failed (${res.status})`,
+        )
       } else {
         setYamlSaveMessage('Saved successfully')
       }
@@ -209,7 +227,7 @@ export default function CanSrSetupPage() {
     )
     const data = await res.json().catch(() => ({}))
     const criteria_yaml = data.criteria_yaml
-    if(!criteria_yaml) {
+    if (!criteria_yaml) {
       return SAMPLE_YAML
     } else {
       return criteria_yaml
@@ -230,7 +248,7 @@ export default function CanSrSetupPage() {
     <div className="min-h-screen bg-gray-50">
       <GCHeader />
 
-      <SRHeader 
+      <SRHeader
         title={dict.setup.title}
         backHref={`/can-sr/sr?sr_id=${encodeURIComponent(srId || '')}`}
         right={
@@ -248,20 +266,24 @@ export default function CanSrSetupPage() {
       />
 
       <main className="mx-auto max-w-4xl px-6 py-10">
-        <h3 className="text-xl font-semibold text-gray-900">{dict.setup.pageTitle}</h3>
-        <p className="mt-2 text-sm text-gray-600">
-          {dict.setup.pageDesc}
-        </p>
+        <h3 className="text-xl font-semibold text-gray-900">
+          {dict.setup.pageTitle}
+        </h3>
+        <p className="mt-2 text-sm text-gray-600">{dict.setup.pageDesc}</p>
 
         <div className="mt-6 space-y-6">
           <div className="rounded-lg border border-gray-200 bg-white p-4 shadow-sm">
-            <label className="block text-sm font-medium text-gray-700">{dict.setup.uploadCitations}</label>
+            <label className="block text-sm font-medium text-gray-700">
+              {dict.setup.uploadCitations}
+            </label>
             <div className="mt-3 flex items-center gap-3">
               <input
                 ref={fileInputRef}
                 type="file"
                 accept=".csv,.ris,.txt,text/csv,text/plain,application/x-research-info-systems"
-                onChange={(e) => handleFileSelected(e.target.files ? e.target.files[0] : null)}
+                onChange={(e) =>
+                  handleFileSelected(e.target.files ? e.target.files[0] : null)
+                }
                 className="hidden"
               />
               <button
@@ -276,35 +298,48 @@ export default function CanSrSetupPage() {
                   onClick={handleUpload}
                   disabled={!file || uploading}
                   className={`rounded-md px-3 py-2 text-sm font-medium text-white ${
-                    !file || uploading ? 'bg-emerald-300' : 'bg-emerald-600 hover:bg-emerald-700'
+                    !file || uploading
+                      ? 'bg-emerald-300'
+                      : 'bg-emerald-600 hover:bg-emerald-700'
                   }`}
                 >
-                  {uploading ? dict.setup.uploading : dict.setup.uploadCitationsButton}
+                  {uploading
+                    ? dict.setup.uploading
+                    : dict.setup.uploadCitationsButton}
                 </button>
               </div>
             </div>
 
             {file ? (
-              <div className="mt-3 text-sm text-gray-600">{dict.setup.selectedFile} {file.name}</div>
+              <div className="mt-3 text-sm text-gray-600">
+                {dict.setup.selectedFile} {file.name}
+              </div>
             ) : (
-              <div className="mt-3 text-sm text-gray-500">{dict.setup.noFileSelected}</div>
+              <div className="mt-3 text-sm text-gray-500">
+                {dict.setup.noFileSelected}
+              </div>
             )}
 
-            {uploadError ? <div className="mt-3 text-sm text-red-600">{uploadError}</div> : null}
+            {uploadError ? (
+              <div className="mt-3 text-sm text-red-600">{uploadError}</div>
+            ) : null}
             {uploadResult ? (
               <div className="mt-3 rounded-md bg-green-50 p-3 text-sm text-green-800">
                 {uploadResult.message || 'Upload succeeded'}
               </div>
             ) : null}
-
           </div>
 
           {/* YAML editor */}
           <div className="rounded-lg border border-gray-200 bg-white p-4 shadow-sm">
             <div className="flex items-center justify-between">
               <div>
-                <label className="text-sm font-medium text-gray-700">{dict.setup.criteriaConfig}</label>
-                <p className="mt-1 text-xs text-gray-500">{dict.setup.criteriaConfigDesc}</p>
+                <label className="text-sm font-medium text-gray-700">
+                  {dict.setup.criteriaConfig}
+                </label>
+                <p className="mt-1 text-xs text-gray-500">
+                  {dict.setup.criteriaConfigDesc}
+                </p>
               </div>
 
               <div className="flex items-center space-x-2">
@@ -312,7 +347,11 @@ export default function CanSrSetupPage() {
                   ref={yamlInputRef}
                   type="file"
                   accept=".yaml,.yml,text/yaml"
-                  onChange={(e) => handleYamlSelected(e.target.files ? e.target.files[0] : null)}
+                  onChange={(e) =>
+                    handleYamlSelected(
+                      e.target.files ? e.target.files[0] : null,
+                    )
+                  }
                   className="hidden"
                 />
 
@@ -345,7 +384,9 @@ export default function CanSrSetupPage() {
                 <button
                   onClick={() => {
                     try {
-                      const blob = new Blob([yamlText || ''], { type: 'text/yaml;charset=utf-8' })
+                      const blob = new Blob([yamlText || ''], {
+                        type: 'text/yaml;charset=utf-8',
+                      })
                       const url = URL.createObjectURL(blob)
                       const a = document.createElement('a')
                       a.href = url
@@ -369,7 +410,9 @@ export default function CanSrSetupPage() {
                   onClick={saveYaml}
                   disabled={yamlSaving}
                   className={`rounded-md px-3 py-2 text-sm font-medium text-white ${
-                    yamlSaving ? 'bg-emerald-300' : 'bg-emerald-600 hover:bg-emerald-700'
+                    yamlSaving
+                      ? 'bg-emerald-300'
+                      : 'bg-emerald-600 hover:bg-emerald-700'
                   }`}
                 >
                   {yamlSaving ? dict.setup.saving : dict.setup.saveCriteria}
@@ -388,16 +431,17 @@ export default function CanSrSetupPage() {
               </button>
             </div>
           </div> */}
-
         </div>
       </main>
       <ManageUsersPopup
-          open={manageOpen}
-          onClose={() => setManageOpen(false)}
-          srId={srId}
-          initialEmails={(sr && (sr.users || sr.user_emails || sr.allowed_users)) || []}
-          authHeaders={authHeaders}
-        />
+        open={manageOpen}
+        onClose={() => setManageOpen(false)}
+        srId={srId}
+        initialEmails={
+          (sr && (sr.users || sr.user_emails || sr.allowed_users)) || []
+        }
+        authHeaders={authHeaders}
+      />
     </div>
   )
 }
diff --git a/frontend/app/[lang]/can-sr/sr/page.tsx b/frontend/app/[lang]/can-sr/sr/page.tsx
index 8c88fecb..ef13822e 100644
--- a/frontend/app/[lang]/can-sr/sr/page.tsx
+++ b/frontend/app/[lang]/can-sr/sr/page.tsx
@@ -68,7 +68,7 @@ export default function CanSrLandingPage() {
 
       <SRHeader
         title={dict.cansr.title}
-        srName={loading ? "" : sr.name}
+        srName={loading ? '' : sr.name}
         showSettings={false}
         showExport={true}
         showBack={true}
diff --git a/frontend/app/[lang]/dictionaries.ts b/frontend/app/[lang]/dictionaries.ts
index 3d13c588..63c16a3f 100644
--- a/frontend/app/[lang]/dictionaries.ts
+++ b/frontend/app/[lang]/dictionaries.ts
@@ -10,37 +10,29 @@ const dictionaries: Record<SupportedLocale, () => Promise<any>> = {
 
 // Fill missing translations of primary with its key by comparing with reference
 // path is the recursively generated key
-function fillWithKey(
-  primary: any,
-  reference: any,
-  path: string[] = []
-): any {
+function fillWithKey(primary: any, reference: any, path: string[] = []): any {
   // Reach end of JSON (past leaf)
   if (typeof reference !== 'object' || reference === null) {
-    return primary ?? path.join('.');
+    return primary ?? path.join('.')
   }
 
   // Result dictionary
-  const result: any = {};
+  const result: any = {}
 
   // Iterate through list of keys from the reference dictionary
   for (const key of Object.keys(reference)) {
     // Recursive call of subproperties (if any)
-    result[key] = fillWithKey(
-      primary?.[key],
-      reference[key],
-      [...path, key]
-    );
+    result[key] = fillWithKey(primary?.[key], reference[key], [...path, key])
   }
 
-  return result;
+  return result
 }
 
-
 export const getDictionary = async (locale: 'en' | 'fr') => {
   // [lang] is a catch-all segment at runtime; guard against unexpected values
   // (e.g., when middleware/rewrites accidentally hit this layout).
-  const safeLocale: SupportedLocale = locale in dictionaries ? (locale as SupportedLocale) : 'en'
+  const safeLocale: SupportedLocale =
+    locale in dictionaries ? (locale as SupportedLocale) : 'en'
 
   const dict = await dictionaries[safeLocale]()
 
@@ -49,4 +41,4 @@ export const getDictionary = async (locale: 'en' | 'fr') => {
   // Compare and fill with keys if French
   const reference = await dictionaries.en()
   return fillWithKey(dict, reference)
-}
\ No newline at end of file
+}
diff --git a/frontend/app/[lang]/login/page.tsx b/frontend/app/[lang]/login/page.tsx
index 1cdef8d9..8869fb92 100644
--- a/frontend/app/[lang]/login/page.tsx
+++ b/frontend/app/[lang]/login/page.tsx
@@ -21,7 +21,7 @@ export default function LoginPage() {
   const dict = useDictionary()
 
   // Get current language to keep language when navigating
-  const { lang } = useParams<{ lang: string }>();
+  const { lang } = useParams<{ lang: string }>()
 
   // For language swaps
   const currentPathname = usePathname()
@@ -93,11 +93,11 @@ export default function LoginPage() {
       </div>
 
       {/* Right side - Login Form */}
-      <div className="flex relative w-full items-center justify-center overflow-y-auto bg-white p-6 md:p-10 lg:w-2/5">
+      <div className="relative flex w-full items-center justify-center overflow-y-auto bg-white p-6 md:p-10 lg:w-2/5">
         <div className="absolute top-5 right-5">
           <Link
             href={nextLangPath}
-            className="text-blue-600 transition-colors hover:text-blue-800 text-right text-base underline"
+            className="text-right text-base text-blue-600 underline transition-colors hover:text-blue-800"
           >
             {dict.common.languageSwitch}
           </Link>
@@ -106,7 +106,7 @@ export default function LoginPage() {
         <div className="w-full max-w-md">
           <div className="mb-8 text-center">
             <h2 className="text-3xl font-bold text-gray-900">
-              { dict.login.formTitle }
+              {dict.login.formTitle}
             </h2>
           </div>
 
@@ -173,10 +173,10 @@ export default function LoginPage() {
                 </button>
               </div>
             </div>
-            <div className='flex gap-3'>
+            <div className="flex gap-3">
               <Button
                 type="submit"
-                className="flex-1 w-full rounded-lg bg-blue-600 py-3 font-medium text-white transition-all duration-200 hover:bg-blue-700 focus:ring-4 focus:ring-blue-200 focus:outline-none"
+                className="w-full flex-1 rounded-lg bg-blue-600 py-3 font-medium text-white transition-all duration-200 hover:bg-blue-700 focus:ring-4 focus:ring-blue-200 focus:outline-none"
                 disabled={isLoading}
               >
                 {isLoading ? dict.login.signingIn : dict.common.signIn}
@@ -184,11 +184,24 @@ export default function LoginPage() {
 
               <Button
                 className="flex-1 rounded-lg bg-blue-600 py-3 font-medium text-white transition-all duration-200 hover:bg-blue-700 focus:ring-4 focus:ring-blue-200 focus:outline-none"
-                onClick={() => { window.location.href = `${API_ENDPOINTS.AUTH.MICROSOFT_SSO}?lang=${lang}`}}
+                onClick={() => {
+                  window.location.href = `${API_ENDPOINTS.AUTH.MICROSOFT_SSO}?lang=${lang}`
+                }}
                 type="button"
               >
-                <div className='flex items-center gap-1'>
-                  <svg xmlns="http://www.w3.org/2000/svg" width="21" height="21" viewBox="0 0 21 21"><title>MS-SymbolLockup</title><rect x="1" y="1" width="9" height="9" fill="#f25022" /><rect x="1" y="11" width="9" height="9" fill="#00a4ef" /><rect x="11" y="1" width="9" height="9" fill="#7fba00" /><rect x="11" y="11" width="9" height="9" fill="#ffb900" /></svg>
+                <div className="flex items-center gap-1">
+                  <svg
+                    xmlns="http://www.w3.org/2000/svg"
+                    width="21"
+                    height="21"
+                    viewBox="0 0 21 21"
+                  >
+                    <title>MS-SymbolLockup</title>
+                    <rect x="1" y="1" width="9" height="9" fill="#f25022" />
+                    <rect x="1" y="11" width="9" height="9" fill="#00a4ef" />
+                    <rect x="11" y="1" width="9" height="9" fill="#7fba00" />
+                    <rect x="11" y="11" width="9" height="9" fill="#ffb900" />
+                  </svg>
                   <p>{dict.common.signInWith}</p>
                 </div>
               </Button>
diff --git a/frontend/app/[lang]/page.tsx b/frontend/app/[lang]/page.tsx
index e5c998a7..de6680cf 100644
--- a/frontend/app/[lang]/page.tsx
+++ b/frontend/app/[lang]/page.tsx
@@ -9,7 +9,7 @@ export default function HomePage() {
   const dict = useDictionary()
 
   // Get current language to keep language when navigating
-  const { lang } = useParams<{ lang: string }>();
+  const { lang } = useParams<{ lang: string }>()
 
   useEffect(() => {
     // Check if user is logged in
diff --git a/frontend/app/[lang]/register/page.tsx b/frontend/app/[lang]/register/page.tsx
index d2a498d9..ef6877cb 100644
--- a/frontend/app/[lang]/register/page.tsx
+++ b/frontend/app/[lang]/register/page.tsx
@@ -26,7 +26,7 @@ export default function RegisterPage() {
   const router = useRouter()
 
   // Get current language to keep language when navigating
-  const { lang } = useParams<{ lang: string }>();
+  const { lang } = useParams<{ lang: string }>()
 
   const handleInputChange = (e: React.ChangeEvent<HTMLInputElement>) => {
     const { name, value } = e.target
@@ -121,9 +121,7 @@ export default function RegisterPage() {
             <h2 className="text-3xl font-bold text-gray-900">
               {dict.register.formTitle}
             </h2>
-            <p className="mt-2 text-gray-600">
-              {dict.register.formSubtitle}
-            </p>
+            <p className="mt-2 text-gray-600">{dict.register.formSubtitle}</p>
           </div>
 
           {error && (
@@ -250,7 +248,9 @@ export default function RegisterPage() {
               className="w-full rounded-lg bg-blue-600 py-3 font-medium text-white transition-all duration-200 hover:bg-blue-700 focus:ring-4 focus:ring-blue-200 focus:outline-none"
               disabled={isLoading}
             >
-              {isLoading ? dict.register.creatingAccount : dict.register.createAccount}
+              {isLoading
+                ? dict.register.creatingAccount
+                : dict.register.createAccount}
             </Button>
           </form>
 
diff --git a/frontend/app/[lang]/sso-login/page.tsx b/frontend/app/[lang]/sso-login/page.tsx
index 8b1fa7c5..655231e0 100644
--- a/frontend/app/[lang]/sso-login/page.tsx
+++ b/frontend/app/[lang]/sso-login/page.tsx
@@ -9,7 +9,7 @@ export default function LoginPage() {
   const dict = useDictionary()
 
   // Get current language to keep language when navigating
-  const { lang } = useParams<{ lang: string }>();
+  const { lang } = useParams<{ lang: string }>()
 
   useEffect(() => {
     const params = new URLSearchParams(window.location.search)
@@ -31,7 +31,6 @@ export default function LoginPage() {
       router.push(`/${lang}/can-sr`)
     }
   }, [router])
- 
 
   return (
     <div className="flex min-h-screen overflow-hidden">
diff --git a/frontend/app/api/can-sr/citations/batch/route.ts b/frontend/app/api/can-sr/citations/batch/route.ts
index 4540db54..24e2c1b2 100644
--- a/frontend/app/api/can-sr/citations/batch/route.ts
+++ b/frontend/app/api/can-sr/citations/batch/route.ts
@@ -67,6 +67,9 @@ export async function GET(request: NextRequest) {
     return NextResponse.json(json, { status: res.status })
   } catch (err: any) {
     console.error('Citations batch proxy GET error:', err)
-    return NextResponse.json({ error: 'Internal server error' }, { status: 500 })
+    return NextResponse.json(
+      { error: 'Internal server error' },
+      { status: 500 },
+    )
   }
 }
diff --git a/frontend/app/api/can-sr/citations/full-text/route.ts b/frontend/app/api/can-sr/citations/full-text/route.ts
index 593194ac..e02bc512 100644
--- a/frontend/app/api/can-sr/citations/full-text/route.ts
+++ b/frontend/app/api/can-sr/citations/full-text/route.ts
@@ -99,7 +99,13 @@ export async function GET(request: NextRequest) {
           parsed = { raw: text }
         }
         return NextResponse.json(
-          { error: parsed?.error || parsed?.detail || text || 'Failed to load citation' },
+          {
+            error:
+              parsed?.error ||
+              parsed?.detail ||
+              text ||
+              'Failed to load citation',
+          },
           { status: citationRes.status },
         )
       }
@@ -115,7 +121,10 @@ export async function GET(request: NextRequest) {
       console.debug('Resolved citation:', { url: citationUrl, citation })
       // Try common fields: document_id, documentId, fulltext_url, storage_path
       const documentId =
-        citation?.document_id || citation?.documentId || citation?.document || null
+        citation?.document_id ||
+        citation?.documentId ||
+        citation?.document ||
+        null
       // Prefer the explicit fulltext_url field when present (backend stores the citation's PDF path there).
       // Fallback to legacy storage_path/storagePath/fulltext if needed.
       const storagePath = citation?.fulltext_url || null
@@ -155,9 +164,6 @@ export async function GET(request: NextRequest) {
       headers: fetchOptions.headers,
     })
 
-    
-
-
     if (!backendRes.ok) {
       // Read the backend response body for diagnostics and return it raw to the client
       const bodyText = await backendRes.text().catch(() => null)
@@ -226,7 +232,10 @@ export async function GET(request: NextRequest) {
     })
   } catch (err: any) {
     console.error('Fulltext proxy GET error:', err)
-    return NextResponse.json({ error: 'Internal server error' }, { status: 500 })
+    return NextResponse.json(
+      { error: 'Internal server error' },
+      { status: 500 },
+    )
   }
 }
 
diff --git a/frontend/app/api/can-sr/citations/get/route.ts b/frontend/app/api/can-sr/citations/get/route.ts
index f6cc7d8c..cf10d0b2 100644
--- a/frontend/app/api/can-sr/citations/get/route.ts
+++ b/frontend/app/api/can-sr/citations/get/route.ts
@@ -64,6 +64,9 @@ export async function GET(request: NextRequest) {
     return NextResponse.json(json, { status: res.status })
   } catch (err: any) {
     console.error('Citations get proxy GET error:', err)
-    return NextResponse.json({ error: 'Internal server error' }, { status: 500 })
+    return NextResponse.json(
+      { error: 'Internal server error' },
+      { status: 500 },
+    )
   }
 }
diff --git a/frontend/app/api/can-sr/citations/list/route.ts b/frontend/app/api/can-sr/citations/list/route.ts
index fa294696..99629aff 100644
--- a/frontend/app/api/can-sr/citations/list/route.ts
+++ b/frontend/app/api/can-sr/citations/list/route.ts
@@ -42,7 +42,8 @@ export async function GET(request: NextRequest) {
       })
 
       // Pass through the CSV body as a stream. We intentionally do NOT parse JSON.
-      const contentType = res.headers.get('content-type') || 'text/csv; charset=utf-8'
+      const contentType =
+        res.headers.get('content-type') || 'text/csv; charset=utf-8'
       const disposition = res.headers.get('content-disposition')
       return new NextResponse(res.body, {
         status: res.status,
diff --git a/frontend/app/api/can-sr/citations/upload/route.ts b/frontend/app/api/can-sr/citations/upload/route.ts
index a21d2c85..ea72ec4f 100644
--- a/frontend/app/api/can-sr/citations/upload/route.ts
+++ b/frontend/app/api/can-sr/citations/upload/route.ts
@@ -80,6 +80,9 @@ export async function POST(request: NextRequest) {
     return NextResponse.json(data, { status: res.status })
   } catch (error) {
     console.error('Citations upload POST API error:', error)
-    return NextResponse.json({ error: 'Internal server error' }, { status: 500 })
+    return NextResponse.json(
+      { error: 'Internal server error' },
+      { status: 500 },
+    )
   }
 }
diff --git a/frontend/app/api/can-sr/jobs/run-all/active/route.ts b/frontend/app/api/can-sr/jobs/run-all/active/route.ts
index f3176a8e..24d6cf7b 100644
--- a/frontend/app/api/can-sr/jobs/run-all/active/route.ts
+++ b/frontend/app/api/can-sr/jobs/run-all/active/route.ts
@@ -25,6 +25,9 @@ export async function GET(request: NextRequest) {
     return NextResponse.json(data, { status: res.status })
   } catch (error) {
     console.error('Run-all active proxy error:', error)
-    return NextResponse.json({ error: 'Internal server error' }, { status: 500 })
+    return NextResponse.json(
+      { error: 'Internal server error' },
+      { status: 500 },
+    )
   }
 }
diff --git a/frontend/app/api/can-sr/jobs/run-all/cancel/route.ts b/frontend/app/api/can-sr/jobs/run-all/cancel/route.ts
index 4f7e3243..33725924 100644
--- a/frontend/app/api/can-sr/jobs/run-all/cancel/route.ts
+++ b/frontend/app/api/can-sr/jobs/run-all/cancel/route.ts
@@ -27,6 +27,9 @@ export async function POST(request: NextRequest) {
     return NextResponse.json(data, { status: res.status })
   } catch (error) {
     console.error('Run-all cancel proxy error:', error)
-    return NextResponse.json({ error: 'Internal server error' }, { status: 500 })
+    return NextResponse.json(
+      { error: 'Internal server error' },
+      { status: 500 },
+    )
   }
 }
diff --git a/frontend/app/api/can-sr/jobs/run-all/dismiss/route.ts b/frontend/app/api/can-sr/jobs/run-all/dismiss/route.ts
index 57e6c265..092536e6 100644
--- a/frontend/app/api/can-sr/jobs/run-all/dismiss/route.ts
+++ b/frontend/app/api/can-sr/jobs/run-all/dismiss/route.ts
@@ -27,6 +27,9 @@ export async function POST(request: NextRequest) {
     return NextResponse.json(data, { status: res.status })
   } catch (error) {
     console.error('Run-all dismiss proxy error:', error)
-    return NextResponse.json({ error: 'Internal server error' }, { status: 500 })
+    return NextResponse.json(
+      { error: 'Internal server error' },
+      { status: 500 },
+    )
   }
 }
diff --git a/frontend/app/api/can-sr/jobs/run-all/pause/route.ts b/frontend/app/api/can-sr/jobs/run-all/pause/route.ts
index cac5c20c..90bc152b 100644
--- a/frontend/app/api/can-sr/jobs/run-all/pause/route.ts
+++ b/frontend/app/api/can-sr/jobs/run-all/pause/route.ts
@@ -27,6 +27,9 @@ export async function POST(request: NextRequest) {
     return NextResponse.json(data, { status: res.status })
   } catch (error) {
     console.error('Run-all pause proxy error:', error)
-    return NextResponse.json({ error: 'Internal server error' }, { status: 500 })
+    return NextResponse.json(
+      { error: 'Internal server error' },
+      { status: 500 },
+    )
   }
 }
diff --git a/frontend/app/api/can-sr/jobs/run-all/resume/route.ts b/frontend/app/api/can-sr/jobs/run-all/resume/route.ts
index 6ec10d62..19154e8a 100644
--- a/frontend/app/api/can-sr/jobs/run-all/resume/route.ts
+++ b/frontend/app/api/can-sr/jobs/run-all/resume/route.ts
@@ -27,6 +27,9 @@ export async function POST(request: NextRequest) {
     return NextResponse.json(data, { status: res.status })
   } catch (error) {
     console.error('Run-all resume proxy error:', error)
-    return NextResponse.json({ error: 'Internal server error' }, { status: 500 })
+    return NextResponse.json(
+      { error: 'Internal server error' },
+      { status: 500 },
+    )
   }
 }
diff --git a/frontend/app/api/can-sr/jobs/run-all/start/route.ts b/frontend/app/api/can-sr/jobs/run-all/start/route.ts
index d031c76d..6c9dcc47 100644
--- a/frontend/app/api/can-sr/jobs/run-all/start/route.ts
+++ b/frontend/app/api/can-sr/jobs/run-all/start/route.ts
@@ -33,6 +33,9 @@ export async function POST(request: NextRequest) {
     return NextResponse.json(data, { status: res.status })
   } catch (error) {
     console.error('Run-all start proxy error:', error)
-    return NextResponse.json({ error: 'Internal server error' }, { status: 500 })
+    return NextResponse.json(
+      { error: 'Internal server error' },
+      { status: 500 },
+    )
   }
 }
diff --git a/frontend/app/api/can-sr/jobs/run-all/status/route.ts b/frontend/app/api/can-sr/jobs/run-all/status/route.ts
index 6876a9af..40aefbca 100644
--- a/frontend/app/api/can-sr/jobs/run-all/status/route.ts
+++ b/frontend/app/api/can-sr/jobs/run-all/status/route.ts
@@ -27,6 +27,9 @@ export async function GET(request: NextRequest) {
     return NextResponse.json(data, { status: res.status })
   } catch (error) {
     console.error('Run-all status proxy error:', error)
-    return NextResponse.json({ error: 'Internal server error' }, { status: 500 })
+    return NextResponse.json(
+      { error: 'Internal server error' },
+      { status: 500 },
+    )
   }
 }
diff --git a/frontend/app/api/can-sr/reviews/create/route.ts b/frontend/app/api/can-sr/reviews/create/route.ts
index ca65c3a4..80b2739b 100644
--- a/frontend/app/api/can-sr/reviews/create/route.ts
+++ b/frontend/app/api/can-sr/reviews/create/route.ts
@@ -6,8 +6,8 @@ import { BACKEND_URL } from '@/lib/config'
  *
  * Routes handled:
  * - POST    /api/can-sr/reviews/create                              -> create SR (multipart or JSON)
- * - GET     /api/can-sr/reviews/create?sr_id=                       -> get single SR by id 
- * - GET     /api/can-sr/reviews/create?sr_id=...?criteria_parsed=1  -> get single SR criteria by id 
+ * - GET     /api/can-sr/reviews/create?sr_id=                       -> get single SR by id
+ * - GET     /api/can-sr/reviews/create?sr_id=...?criteria_parsed=1  -> get single SR criteria by id
  *
  * Notes:
  * - For file uploads, send multipart/form-data to this route; it will forward FormData to backend.
@@ -79,7 +79,10 @@ export async function POST(request: NextRequest) {
     }
   } catch (error) {
     console.error('SR create API error:', error)
-    return NextResponse.json({ error: 'Internal server error' }, { status: 500 })
+    return NextResponse.json(
+      { error: 'Internal server error' },
+      { status: 500 },
+    )
   }
 }
 
@@ -93,7 +96,7 @@ export async function GET(request: NextRequest) {
         { status: 401 },
       )
     }
-    
+
     const params = request.nextUrl.searchParams
     const srId = params.get('sr_id')
     const criteriaParsed = params.get('criteria_parsed')
@@ -143,12 +146,12 @@ export async function GET(request: NextRequest) {
       return NextResponse.json(data, { status: res.status })
     }
 
-    return NextResponse.json(
-      { error: "No sr_id provided." },
-      { status: 400 },
-    )
+    return NextResponse.json({ error: 'No sr_id provided.' }, { status: 400 })
   } catch (error) {
     console.error('SR create GET API error:', error)
-    return NextResponse.json({ error: 'Internal server error' }, { status: 500 })
+    return NextResponse.json(
+      { error: 'Internal server error' },
+      { status: 500 },
+    )
   }
 }
diff --git a/frontend/app/api/can-sr/reviews/delete/route.ts b/frontend/app/api/can-sr/reviews/delete/route.ts
index 1e9b174f..ffb63da9 100644
--- a/frontend/app/api/can-sr/reviews/delete/route.ts
+++ b/frontend/app/api/can-sr/reviews/delete/route.ts
@@ -21,7 +21,10 @@ export async function DELETE(request: NextRequest) {
     const hard = params.get('hard')
 
     if (!srId) {
-      return NextResponse.json({ error: 'sr_id query parameter is required' }, { status: 400 })
+      return NextResponse.json(
+        { error: 'sr_id query parameter is required' },
+        { status: 400 },
+      )
     }
 
     if (hard) {
@@ -61,7 +64,10 @@ export async function DELETE(request: NextRequest) {
     return NextResponse.json(data, { status: res.status })
   } catch (error) {
     console.error('SR delete API error:', error)
-    return NextResponse.json({ error: 'Internal server error' }, { status: 500 })
+    return NextResponse.json(
+      { error: 'Internal server error' },
+      { status: 500 },
+    )
   }
 }
 
@@ -72,7 +78,10 @@ export async function POST(request: NextRequest) {
     const undelete = params.get('undelete')
 
     if (!srId) {
-      return NextResponse.json({ error: 'sr_id query parameter is required' }, { status: 400 })
+      return NextResponse.json(
+        { error: 'sr_id query parameter is required' },
+        { status: 400 },
+      )
     }
 
     if (!undelete) {
@@ -101,6 +110,9 @@ export async function POST(request: NextRequest) {
     return NextResponse.json(data, { status: res.status })
   } catch (error) {
     console.error('SR undelete API error:', error)
-    return NextResponse.json({ error: 'Internal server error' }, { status: 500 })
+    return NextResponse.json(
+      { error: 'Internal server error' },
+      { status: 500 },
+    )
   }
 }
diff --git a/frontend/app/api/can-sr/reviews/edit/route.ts b/frontend/app/api/can-sr/reviews/edit/route.ts
index 2ca3f6b5..cb4b85c2 100644
--- a/frontend/app/api/can-sr/reviews/edit/route.ts
+++ b/frontend/app/api/can-sr/reviews/edit/route.ts
@@ -64,7 +64,10 @@ export async function PUT(request: NextRequest) {
     const params = request.nextUrl.searchParams
     const srId = params.get('sr_id')
     if (!srId) {
-      return NextResponse.json({ error: 'sr_id query parameter is required' }, { status: 400 })
+      return NextResponse.json(
+        { error: 'sr_id query parameter is required' },
+        { status: 400 },
+      )
     }
 
     const url = `${BACKEND_URL}/api/sr/${encodeURIComponent(srId)}/criteria`
@@ -77,6 +80,9 @@ export async function PUT(request: NextRequest) {
     }
   } catch (error) {
     console.error('SR edit PUT API error:', error)
-    return NextResponse.json({ error: 'Internal server error' }, { status: 500 })
+    return NextResponse.json(
+      { error: 'Internal server error' },
+      { status: 500 },
+    )
   }
 }
diff --git a/frontend/app/api/can-sr/reviews/list/route.ts b/frontend/app/api/can-sr/reviews/list/route.ts
index cba4a741..1b4d406d 100644
--- a/frontend/app/api/can-sr/reviews/list/route.ts
+++ b/frontend/app/api/can-sr/reviews/list/route.ts
@@ -29,10 +29,13 @@ export async function GET(request: NextRequest) {
       method: 'GET',
       headers,
     })
-    const data = await res.json().catch(() => ([]))
+    const data = await res.json().catch(() => [])
     return NextResponse.json(data, { status: res.status })
   } catch (error) {
     console.error('SR view (mine) GET API error:', error)
-    return NextResponse.json({ error: 'Internal server error' }, { status: 500 })
+    return NextResponse.json(
+      { error: 'Internal server error' },
+      { status: 500 },
+    )
   }
 }
diff --git a/frontend/app/api/can-sr/reviews/users/route.ts b/frontend/app/api/can-sr/reviews/users/route.ts
index 19ae24c7..b7a05bd6 100644
--- a/frontend/app/api/can-sr/reviews/users/route.ts
+++ b/frontend/app/api/can-sr/reviews/users/route.ts
@@ -46,12 +46,18 @@ export async function POST(request: NextRequest) {
     const action = (params.get('action') || '').toLowerCase()
 
     if (!srId) {
-      return NextResponse.json({ error: 'sr_id query parameter is required' }, { status: 400 })
+      return NextResponse.json(
+        { error: 'sr_id query parameter is required' },
+        { status: 400 },
+      )
     }
 
     if (!action || (action !== 'add' && action !== 'remove')) {
       return NextResponse.json(
-        { error: "query parameter 'action' is required and must be either 'add' or 'remove'" },
+        {
+          error:
+            "query parameter 'action' is required and must be either 'add' or 'remove'",
+        },
         { status: 400 },
       )
     }
@@ -65,6 +71,9 @@ export async function POST(request: NextRequest) {
     return await forwardJson(url, request)
   } catch (error) {
     console.error('SR users POST API error:', error)
-    return NextResponse.json({ error: 'Internal server error' }, { status: 500 })
+    return NextResponse.json(
+      { error: 'Internal server error' },
+      { status: 500 },
+    )
   }
 }
diff --git a/frontend/app/api/can-sr/screen/route.ts b/frontend/app/api/can-sr/screen/route.ts
index 1ec2665d..dcf4de23 100644
--- a/frontend/app/api/can-sr/screen/route.ts
+++ b/frontend/app/api/can-sr/screen/route.ts
@@ -64,6 +64,9 @@ export async function POST(request: NextRequest) {
     return NextResponse.json(data, { status: res.status })
   } catch (error) {
     console.error('Screen POST API error:', error)
-    return NextResponse.json({ error: 'Internal server error' }, { status: 500 })
+    return NextResponse.json(
+      { error: 'Internal server error' },
+      { status: 500 },
+    )
   }
 }
diff --git a/frontend/app/api/config/route.ts b/frontend/app/api/config/route.ts
index bfc29268..9545bcdb 100644
--- a/frontend/app/api/config/route.ts
+++ b/frontend/app/api/config/route.ts
@@ -3,7 +3,6 @@ import { API_ENDPOINTS, HEALTH_ENDPOINTS } from '@/lib/config'
 
 export async function GET(request: NextRequest) {
   try {
-
     // Call backend config API
     const response = await fetch(HEALTH_ENDPOINTS.MAIN_API, {
       method: 'GET',
diff --git a/frontend/components/can-sr/CitationListPage.tsx b/frontend/components/can-sr/CitationListPage.tsx
index df823536..e64fac0a 100644
--- a/frontend/components/can-sr/CitationListPage.tsx
+++ b/frontend/components/can-sr/CitationListPage.tsx
@@ -192,7 +192,9 @@ export default function CitationsListPage({
       )
       const data = await res.json().catch(() => ({}))
       if (!res.ok) {
-        throw new Error(data?.detail || data?.error || `Status failed (${res.status})`)
+        throw new Error(
+          data?.detail || data?.error || `Status failed (${res.status})`,
+        )
       }
       return data
     }
@@ -221,7 +223,6 @@ export default function CitationsListPage({
       window.clearInterval(interval)
     }
   }, [runAllJobId, runAllStorageKey, clearRunAll])
-  
 
   const hasActiveRunAll = useMemo(() => {
     const st = String(runAllJob?.status || '').toLowerCase()
@@ -237,9 +238,13 @@ export default function CitationsListPage({
     setRunAllStarting(true)
     setError(null)
     try {
-      const headers = { ...getAuthHeaders(), 'Content-Type': 'application/json' }
+      const headers = {
+        ...getAuthHeaders(),
+        'Content-Type': 'application/json',
+      }
       const sendExplicitIds = screeningStep === 'l1'
-      const res = await fetch(`/api/can-sr/jobs/run-all/start?sr_id=${encodeURIComponent(srId)}`,
+      const res = await fetch(
+        `/api/can-sr/jobs/run-all/start?sr_id=${encodeURIComponent(srId)}`,
         {
           method: 'POST',
           headers,
@@ -251,13 +256,15 @@ export default function CitationsListPage({
             // For l1 we explicitly send the filtered list IDs (entire list, not just page).
             // For l2/extract we let the backend compute eligible IDs so it can enforce
             // the PDF/fulltext requirement.
-            citation_ids: sendExplicitIds ? (citationIds || []) : undefined,
+            citation_ids: sendExplicitIds ? citationIds || [] : undefined,
           }),
         },
       )
       const data = await res.json().catch(() => ({}))
       if (!res.ok) {
-        throw new Error(data?.detail || data?.error || `Start failed (${res.status})`)
+        throw new Error(
+          data?.detail || data?.error || `Start failed (${res.status})`,
+        )
       }
 
       // Notify floating panel to refresh once (it stops polling when empty/paused).
@@ -273,9 +280,13 @@ export default function CitationsListPage({
       // If server says a job already exists, attach UI to that job and warn.
       const alreadyRunning = Boolean(data?.already_running || data?.existing)
       if (alreadyRunning) {
-        toast.error(dict?.screening?.onlyOneJobAtATime || 'Only one job can be running at a time', {
-          duration: 5000,
-        })
+        toast.error(
+          dict?.screening?.onlyOneJobAtATime ||
+            'Only one job can be running at a time',
+          {
+            duration: 5000,
+          },
+        )
       }
 
       setRunAllJobId(jid)
@@ -319,15 +330,23 @@ export default function CitationsListPage({
         title={displayMap[screeningStep]}
         backHref={`/can-sr/sr?sr_id=${encodeURIComponent(srId || '')}`}
         right={
-          <ModelSelector selectedModel={selectedModel} onModelChange={setSelectedModel} />
+          <ModelSelector
+            selectedModel={selectedModel}
+            onModelChange={setSelectedModel}
+          />
         }
       />
 
       <main className="mx-auto max-w-4xl px-6 py-10">
-        <Dialog open={runAllModalOpen} onOpenChange={() => setRunAllModalOpen(false)}>
+        <Dialog
+          open={runAllModalOpen}
+          onOpenChange={() => setRunAllModalOpen(false)}
+        >
           <DialogContent className="sm:max-w-[560px]">
             <DialogHeader>
-              <DialogTitle>{dict?.screening?.runAllAI || 'Run all AI'}</DialogTitle>
+              <DialogTitle>
+                {dict?.screening?.runAllAI || 'Run all AI'}
+              </DialogTitle>
               <DialogDescription>
                 {screeningStep === 'l1'
                   ? dict?.screening?.runAllL1Desc ||
@@ -351,10 +370,18 @@ export default function CitationsListPage({
             </label>
 
             <DialogFooter className="gap-2">
-              <Button variant="outline" onClick={() => setRunAllModalOpen(false)}>
+              <Button
+                variant="outline"
+                onClick={() => setRunAllModalOpen(false)}
+              >
                 {dict?.common?.close || 'Close'}
               </Button>
-              <Button onClick={startRunAll} disabled={!canRunAllServerSide || runAllStarting || hasActiveRunAll}>
+              <Button
+                onClick={startRunAll}
+                disabled={
+                  !canRunAllServerSide || runAllStarting || hasActiveRunAll
+                }
+              >
                 {runAllStarting
                   ? dict?.screening?.starting || 'Starting…'
                   : dict?.screening?.startRunAll || 'Start'}
diff --git a/frontend/components/can-sr/PDFBoundingBoxViewer.tsx b/frontend/components/can-sr/PDFBoundingBoxViewer.tsx
index 44a670e3..48573a8c 100644
--- a/frontend/components/can-sr/PDFBoundingBoxViewer.tsx
+++ b/frontend/components/can-sr/PDFBoundingBoxViewer.tsx
@@ -1,4 +1,10 @@
-import { useState, useEffect, useRef, forwardRef, useImperativeHandle } from 'react'
+import {
+  useState,
+  useEffect,
+  useRef,
+  forwardRef,
+  useImperativeHandle,
+} from 'react'
 import { getAuthToken, getTokenType } from '@/lib/auth'
 import { useDictionary } from '@/app/[lang]/DictionaryProvider'
 
@@ -48,21 +54,24 @@ function hashCode(str: string): number {
 
 function colorForParam(param: string, alpha = 0.35): string {
   const h = hashCode(param) % 360
-  const s = 50 + hashCode(param) % 50
-  const l = 40 + hashCode(param) % 20
+  const s = 50 + (hashCode(param) % 50)
+  const l = 40 + (hashCode(param) % 20)
   return `hsla(${h}, ${s}%, ${l}%, ${alpha})`
 }
 
 function solidForParam(param: string): string {
   const h = hashCode(param) % 360
-  const s = 50 + hashCode(param) % 50
-  const l = 40 + hashCode(param) % 20
+  const s = 50 + (hashCode(param) % 50)
+  const l = 40 + (hashCode(param) % 20)
   return `hsl(${h}, ${s}%, ${l}%)`
 }
 
 function extractSentenceArray(fulltext?: string): string[] {
   if (!fulltext || typeof fulltext !== 'string') return []
-  const lines = fulltext.split(/\n+/).map((s) => s.trim()).filter(Boolean)
+  const lines = fulltext
+    .split(/\n+/)
+    .map((s) => s.trim())
+    .filter(Boolean)
   const out: string[] = []
   for (const line of lines) {
     const m = line.match(/^\[(\d+)\]\s*(.*)$/)
@@ -81,7 +90,10 @@ export type PDFBoundingBoxViewerHandle = {
   scrollToSentenceIndex: (idx: number) => void
 }
 
-const PDFBoundingBoxViewer = forwardRef<PDFBoundingBoxViewerHandle, PDFBoundingBoxViewerProps>(function PDFBoundingBoxViewer(
+const PDFBoundingBoxViewer = forwardRef<
+  PDFBoundingBoxViewerHandle,
+  PDFBoundingBoxViewerProps
+>(function PDFBoundingBoxViewer(
   {
     srId,
     citationId,
@@ -93,7 +105,7 @@ const PDFBoundingBoxViewer = forwardRef<PDFBoundingBoxViewerHandle, PDFBoundingB
     fulltext,
     defaultFitToWidth = true,
   }: PDFBoundingBoxViewerProps,
-  ref
+  ref,
 ) {
   const dict = useDictionary()
   const [pdfUrl, setPdfUrl] = useState<string | null>(null)
@@ -108,73 +120,102 @@ const PDFBoundingBoxViewer = forwardRef<PDFBoundingBoxViewerHandle, PDFBoundingB
   const wrapperRefs = useRef<Record<number, HTMLDivElement | null>>({})
   const [pdfDocument, setPdfDocument] = useState<any | null>(null)
   const [showBoundingBoxes, setShowBoundingBoxes] = useState(true)
-  const [pageViewports, setPageViewports] = useState<Record<number, { width: number; height: number }>>({})
+  const [pageViewports, setPageViewports] = useState<
+    Record<number, { width: number; height: number }>
+  >({})
   const renderTasksRef = useRef<Record<number, any>>({})
   const renderTokenRef = useRef(0)
-  const [hoverInfo, setHoverInfo] = useState<{ page: number; left: number; top: number; content: string } | null>(null)
+  const [hoverInfo, setHoverInfo] = useState<{
+    page: number
+    left: number
+    top: number
+    content: string
+  } | null>(null)
   // Explicitly selected box (e.g., when user clicks an evidence chip). This is drawn
   // regardless of whether the LLM evidence panels contain that coordinate.
   const [selectedCoord, setSelectedCoord] = useState<any | null>(null)
 
   const sentenceTexts = extractSentenceArray(fulltext)
 
-  useImperativeHandle(ref, () => ({
-  scrollToPage: (pageNum: number) => {
-    const container = containerRef.current
-    const wrapper = wrapperRefs.current[pageNum]
-    if (container && wrapper) {
-      const top = wrapper.offsetTop - 12
-      container.scrollTo({ top, behavior: 'smooth' })
-      setCurrentPage(Math.min(Math.max(1, pageNum), totalPages || pageNum))
-    }
-  },
-  scrollToCoord: (coord: any) => {
-    try {
-      setSelectedCoord(coord)
-      const pageNum = Number(coord?.page ?? coord?.page_number ?? coord?.pageNum ?? 1)
-      const vp = pageViewports[pageNum]
-      const dims = pages?.[pageNum - 1]
-      const container = containerRef.current
-      const wrapper = wrapperRefs.current[pageNum]
-      if (!vp || !dims || !container || !wrapper) return
-      const pageHeight = Number(dims.height || 1)
-      const uly = parseFloat(coord?.uly ?? coord?.y ?? 0)
-      const lry = coord?.lry != null ? parseFloat(coord.lry) : (coord?.height != null ? uly + parseFloat(coord.height) : uly)
-      const topY = Math.min(uly, lry)
-      const topLocal = Math.max((topY / pageHeight) * vp.height, 0)
-      setShowBoundingBoxes(true)
-      const top = wrapper.offsetTop + topLocal - 24
-      container.scrollTo({ top, behavior: 'smooth' })
-      setCurrentPage(Math.min(Math.max(1, pageNum), totalPages || pageNum))
-    } catch {}
-  },
-  scrollToSentenceIndex: (idx: number) => {
-    try {
-      const t = sentenceTexts && sentenceTexts[idx]
-      if (!t) return
-      const trimmed = String(t).trim()
-      const firstCoord =
-        Array.isArray(coords) ? coords.find((c: any) => String(c?.text || '').trim() === trimmed) : null
-      if (!firstCoord) return
-      setSelectedCoord(firstCoord)
-      const pageNum = Number(firstCoord?.page ?? firstCoord?.page_number ?? firstCoord?.pageNum ?? 1)
-      const vp = pageViewports[pageNum]
-      const dims = pages?.[pageNum - 1]
-      const container = containerRef.current
-      const wrapper = wrapperRefs.current[pageNum]
-      if (!vp || !dims || !container || !wrapper) return
-      const pageHeight = Number(dims.height || 1)
-      const uly = parseFloat(firstCoord?.uly ?? firstCoord?.y ?? 0)
-      const lry = firstCoord?.lry != null ? parseFloat(firstCoord.lry) : (firstCoord?.height != null ? uly + parseFloat(firstCoord.height) : uly)
-      const topY = Math.min(uly, lry)
-      const topLocal = Math.max((topY / pageHeight) * vp.height, 0)
-      setShowBoundingBoxes(true)
-      const top = wrapper.offsetTop + topLocal - 24
-      container.scrollTo({ top, behavior: 'smooth' })
-      setCurrentPage(Math.min(Math.max(1, pageNum), totalPages || pageNum))
-    } catch {}
-  }
-  }), [pageViewports, pages, totalPages, sentenceTexts, coords])
+  useImperativeHandle(
+    ref,
+    () => ({
+      scrollToPage: (pageNum: number) => {
+        const container = containerRef.current
+        const wrapper = wrapperRefs.current[pageNum]
+        if (container && wrapper) {
+          const top = wrapper.offsetTop - 12
+          container.scrollTo({ top, behavior: 'smooth' })
+          setCurrentPage(Math.min(Math.max(1, pageNum), totalPages || pageNum))
+        }
+      },
+      scrollToCoord: (coord: any) => {
+        try {
+          setSelectedCoord(coord)
+          const pageNum = Number(
+            coord?.page ?? coord?.page_number ?? coord?.pageNum ?? 1,
+          )
+          const vp = pageViewports[pageNum]
+          const dims = pages?.[pageNum - 1]
+          const container = containerRef.current
+          const wrapper = wrapperRefs.current[pageNum]
+          if (!vp || !dims || !container || !wrapper) return
+          const pageHeight = Number(dims.height || 1)
+          const uly = parseFloat(coord?.uly ?? coord?.y ?? 0)
+          const lry =
+            coord?.lry != null
+              ? parseFloat(coord.lry)
+              : coord?.height != null
+                ? uly + parseFloat(coord.height)
+                : uly
+          const topY = Math.min(uly, lry)
+          const topLocal = Math.max((topY / pageHeight) * vp.height, 0)
+          setShowBoundingBoxes(true)
+          const top = wrapper.offsetTop + topLocal - 24
+          container.scrollTo({ top, behavior: 'smooth' })
+          setCurrentPage(Math.min(Math.max(1, pageNum), totalPages || pageNum))
+        } catch {}
+      },
+      scrollToSentenceIndex: (idx: number) => {
+        try {
+          const t = sentenceTexts && sentenceTexts[idx]
+          if (!t) return
+          const trimmed = String(t).trim()
+          const firstCoord = Array.isArray(coords)
+            ? coords.find((c: any) => String(c?.text || '').trim() === trimmed)
+            : null
+          if (!firstCoord) return
+          setSelectedCoord(firstCoord)
+          const pageNum = Number(
+            firstCoord?.page ??
+              firstCoord?.page_number ??
+              firstCoord?.pageNum ??
+              1,
+          )
+          const vp = pageViewports[pageNum]
+          const dims = pages?.[pageNum - 1]
+          const container = containerRef.current
+          const wrapper = wrapperRefs.current[pageNum]
+          if (!vp || !dims || !container || !wrapper) return
+          const pageHeight = Number(dims.height || 1)
+          const uly = parseFloat(firstCoord?.uly ?? firstCoord?.y ?? 0)
+          const lry =
+            firstCoord?.lry != null
+              ? parseFloat(firstCoord.lry)
+              : firstCoord?.height != null
+                ? uly + parseFloat(firstCoord.height)
+                : uly
+          const topY = Math.min(uly, lry)
+          const topLocal = Math.max((topY / pageHeight) * vp.height, 0)
+          setShowBoundingBoxes(true)
+          const top = wrapper.offsetTop + topLocal - 24
+          container.scrollTo({ top, behavior: 'smooth' })
+          setCurrentPage(Math.min(Math.max(1, pageNum), totalPages || pageNum))
+        } catch {}
+      },
+    }),
+    [pageViewports, pages, totalPages, sentenceTexts, coords],
+  )
 
   // Load PDF.js dynamically (CDN)
   useEffect(() => {
@@ -182,7 +223,8 @@ const PDFBoundingBoxViewer = forwardRef<PDFBoundingBoxViewerHandle, PDFBoundingB
       try {
         if (!window.pdfjsLib) {
           const script = document.createElement('script')
-          script.src = 'https://cdnjs.cloudflare.com/ajax/libs/pdf.js/3.11.174/pdf.min.js'
+          script.src =
+            'https://cdnjs.cloudflare.com/ajax/libs/pdf.js/3.11.174/pdf.min.js'
           script.async = true
           document.body.appendChild(script)
 
@@ -314,8 +356,16 @@ const PDFBoundingBoxViewer = forwardRef<PDFBoundingBoxViewerHandle, PDFBoundingB
           // track viewport sizes for overlay
           setPageViewports((prev) => {
             const cur = prev[pageNum]
-            if (cur && cur.width === viewport.width && cur.height === viewport.height) return prev
-            return { ...prev, [pageNum]: { width: viewport.width, height: viewport.height } }
+            if (
+              cur &&
+              cur.width === viewport.width &&
+              cur.height === viewport.height
+            )
+              return prev
+            return {
+              ...prev,
+              [pageNum]: { width: viewport.width, height: viewport.height },
+            }
           })
 
           const task = page.render({ canvasContext: context, viewport })
@@ -327,7 +377,6 @@ const PDFBoundingBoxViewer = forwardRef<PDFBoundingBoxViewerHandle, PDFBoundingB
           renderTasksRef.current[pageNum] = null
 
           if (cancelled || token !== renderTokenRef.current) break
-
         } catch (err: any) {
           if (err?.name !== 'RenderingCancelledException') {
             console.error(`Error rendering page ${pageNum}:`, err)
@@ -355,7 +404,11 @@ const PDFBoundingBoxViewer = forwardRef<PDFBoundingBoxViewerHandle, PDFBoundingB
   // keyboard navigation
   useEffect(() => {
     const handleKeyDown = (e: KeyboardEvent) => {
-      if (e.target instanceof HTMLInputElement || e.target instanceof HTMLTextAreaElement) return
+      if (
+        e.target instanceof HTMLInputElement ||
+        e.target instanceof HTMLTextAreaElement
+      )
+        return
       if (e.key === 'ArrowLeft' || e.key === 'PageUp') {
         e.preventDefault()
         setCurrentPage((prev) => Math.max(1, prev - 1))
@@ -409,9 +462,11 @@ const PDFBoundingBoxViewer = forwardRef<PDFBoundingBoxViewerHandle, PDFBoundingB
     const pageWidth = Number(dims.width || 1)
     const pageHeight = Number(dims.height || 1)
 
-
     return (
-      <div className="absolute top-0 left-0" style={{ width: vp.width, height: vp.height, zIndex: 10 }}>
+      <div
+        className="absolute top-0 left-0"
+        style={{ width: vp.width, height: vp.height, zIndex: 10 }}
+      >
         {(() => {
           const pageCoords = Array.isArray(coords)
             ? coords.filter((c: any) => {
@@ -421,13 +476,25 @@ const PDFBoundingBoxViewer = forwardRef<PDFBoundingBoxViewerHandle, PDFBoundingB
             : []
 
           const allParams = Object.keys(aiPanels || {})
-          const activeParams: string[] = Object.keys(panelOpen || {}).filter((k) => !!panelOpen?.[k])
+          const activeParams: string[] = Object.keys(panelOpen || {}).filter(
+            (k) => !!panelOpen?.[k],
+          )
           const buildCoordKey = (c: any) => {
             const p = Number(c?.page ?? c?.page_number ?? c?.pageNum ?? 0)
             const ulx = Number.parseFloat(c?.ulx ?? c?.x ?? '0')
             const uly = Number.parseFloat(c?.uly ?? c?.y ?? '0')
-            const lrx = c?.lrx != null ? Number.parseFloat(c?.lrx) : (c?.width != null ? ulx + Number.parseFloat(c?.width) : ulx)
-            const lry = c?.lry != null ? Number.parseFloat(c?.lry) : (c?.height != null ? uly + Number.parseFloat(c?.height) : uly)
+            const lrx =
+              c?.lrx != null
+                ? Number.parseFloat(c?.lrx)
+                : c?.width != null
+                  ? ulx + Number.parseFloat(c?.width)
+                  : ulx
+            const lry =
+              c?.lry != null
+                ? Number.parseFloat(c?.lry)
+                : c?.height != null
+                  ? uly + Number.parseFloat(c?.height)
+                  : uly
             const r = (v: number) => Math.round(v * 100) / 100
             return `p${p}|${r(ulx)}-${r(uly)}-${r(lrx)}-${r(lry)}`
           }
@@ -440,7 +507,8 @@ const PDFBoundingBoxViewer = forwardRef<PDFBoundingBoxViewerHandle, PDFBoundingB
                 for (const item of ev) {
                   if (item && typeof item === 'object') {
                     const key = buildCoordKey(item)
-                    if (activeParams.includes(pname)) openEvidenceCoordKeys.add(key)
+                    if (activeParams.includes(pname))
+                      openEvidenceCoordKeys.add(key)
                     else closedEvidenceCoordKeys.add(key)
                   }
                 }
@@ -448,12 +516,18 @@ const PDFBoundingBoxViewer = forwardRef<PDFBoundingBoxViewerHandle, PDFBoundingB
             }
           }
           // Union of open and closed for filtering (style handled per state)
-          const evidenceCoordKeys = new Set<string>([...openEvidenceCoordKeys, ...closedEvidenceCoordKeys])
+          const evidenceCoordKeys = new Set<string>([
+            ...openEvidenceCoordKeys,
+            ...closedEvidenceCoordKeys,
+          ])
 
           const filtered = showBoundingBoxes
             ? pageCoords.filter((c: any) => {
                 const t = String(c?.text || '').trim()
-                const textMatch = !!t && Array.isArray(textToParams[t]) && textToParams[t].length > 0
+                const textMatch =
+                  !!t &&
+                  Array.isArray(textToParams[t]) &&
+                  textToParams[t].length > 0
                 const coordMatch = evidenceCoordKeys.has(buildCoordKey(c))
                 return textMatch || coordMatch
               })
@@ -462,7 +536,12 @@ const PDFBoundingBoxViewer = forwardRef<PDFBoundingBoxViewerHandle, PDFBoundingB
           // Add an explicitly selected coordinate (e.g., table/figure chip click)
           if (selectedCoord) {
             try {
-              const p = Number(selectedCoord?.page ?? selectedCoord?.page_number ?? selectedCoord?.pageNum ?? 0)
+              const p = Number(
+                selectedCoord?.page ??
+                  selectedCoord?.page_number ??
+                  selectedCoord?.pageNum ??
+                  0,
+              )
               if (p === pageNum) {
                 filtered.unshift({ ...selectedCoord, __selected: true })
               }
@@ -471,7 +550,6 @@ const PDFBoundingBoxViewer = forwardRef<PDFBoundingBoxViewerHandle, PDFBoundingB
             }
           }
 
-
           const elements = filtered.map((c: any, idx: number) => {
             const x = parseFloat(c?.x ?? '0')
             const y = parseFloat(c?.y ?? '0')
@@ -505,7 +583,11 @@ const PDFBoundingBoxViewer = forwardRef<PDFBoundingBoxViewerHandle, PDFBoundingB
                 const ev = aiPanels?.[pname]?.evidence_sentences
                 if (Array.isArray(ev)) {
                   for (const item of ev) {
-                    if (item && typeof item === 'object' && buildCoordKey(item) === key) {
+                    if (
+                      item &&
+                      typeof item === 'object' &&
+                      buildCoordKey(item) === key
+                    ) {
                       out.push(pname)
                       break
                     }
@@ -514,37 +596,65 @@ const PDFBoundingBoxViewer = forwardRef<PDFBoundingBoxViewerHandle, PDFBoundingB
               }
               return out
             })()
-            const coordsParamsOpen = coordsParams.filter((p) => !!panelOpen?.[p])
-            const coordsParamsClosed = coordsParams.filter((p) => !panelOpen?.[p])
+            const coordsParamsOpen = coordsParams.filter(
+              (p) => !!panelOpen?.[p],
+            )
+            const coordsParamsClosed = coordsParams.filter(
+              (p) => !panelOpen?.[p],
+            )
 
-            const isOpen = paramsOpenHere.length > 0 || openEvidenceCoordKeys.has(key) || coordsParamsOpen.length > 0
-            const isClosed = !isOpen && (paramsClosedHere.length > 0 || closedEvidenceCoordKeys.has(key) || coordsParamsClosed.length > 0)
+            const isOpen =
+              paramsOpenHere.length > 0 ||
+              openEvidenceCoordKeys.has(key) ||
+              coordsParamsOpen.length > 0
+            const isClosed =
+              !isOpen &&
+              (paramsClosedHere.length > 0 ||
+                closedEvidenceCoordKeys.has(key) ||
+                coordsParamsClosed.length > 0)
 
             const chosenParam =
-              (isOpen ? (paramsOpenHere[0] || coordsParamsOpen[0]) : undefined) ??
-              (isClosed ? (paramsClosedHere[0] || coordsParamsClosed[0]) : undefined)
+              (isOpen ? paramsOpenHere[0] || coordsParamsOpen[0] : undefined) ??
+              (isClosed
+                ? paramsClosedHere[0] || coordsParamsClosed[0]
+                : undefined)
 
             const isSelected = !!c?.__selected
             const isArtifact = c?.type === 'table' || c?.type === 'figure'
             // Keep tables/figures highlights more transparent so users can still read/see
             // the underlying content.
             const alpha = isArtifact
-              ? (isSelected ? 0.5 : (isOpen ? 0.5 : 0.5))
-              : (isSelected ? 0.0 : (isOpen ? 0.0 : 0.0))
-            const border_alpha = isArtifact
-              ? 0.95
-              : 0.0
+              ? isSelected
+                ? 0.5
+                : isOpen
+                  ? 0.5
+                  : 0.5
+              : isSelected
+                ? 0.0
+                : isOpen
+                  ? 0.0
+                  : 0.0
+            const border_alpha = isArtifact ? 0.95 : 0.0
             const fill = isSelected
               ? `rgba(59, 130, 246, ${alpha})`
-              : (chosenParam ? colorForParam(chosenParam, alpha) : `rgba(255, 229, 100, ${alpha})`)
+              : chosenParam
+                ? colorForParam(chosenParam, alpha)
+                : `rgba(255, 229, 100, ${alpha})`
             const borderColor = isSelected
               ? `rgba(37, 99, 235, ${border_alpha})`
-              : (chosenParam ? solidForParam(chosenParam) : `rgba(255, 196, 0, ${border_alpha})`)
+              : chosenParam
+                ? solidForParam(chosenParam)
+                : `rgba(255, 196, 0, ${border_alpha})`
             const border = isSelected
               ? `3px solid ${borderColor}`
-              : (isOpen ? `2px solid ${borderColor}` : `1px dashed ${borderColor}`)
-            const title = chosenParam ? `${chosenParam}${t ? `: ${t.slice(0, 160)}` : ''}` : t ? t.slice(0, 160) : 'Sentence'
-
+              : isOpen
+                ? `2px solid ${borderColor}`
+                : `1px dashed ${borderColor}`
+            const title = chosenParam
+              ? `${chosenParam}${t ? `: ${t.slice(0, 160)}` : ''}`
+              : t
+                ? t.slice(0, 160)
+                : 'Sentence'
 
             return (
               <div
@@ -559,16 +669,24 @@ const PDFBoundingBoxViewer = forwardRef<PDFBoundingBoxViewerHandle, PDFBoundingB
                   })
                 }
                 onMouseMove={(e) => {
-                  const parent = e.currentTarget.parentElement as HTMLDivElement | null
+                  const parent = e.currentTarget
+                    .parentElement as HTMLDivElement | null
                   if (parent) {
                     const rect = parent.getBoundingClientRect()
                     const x = e.clientX - rect.left + 12
                     const y = e.clientY - rect.top + 12
-                    setHoverInfo({ page: pageNum, left: x, top: y, content: title })
+                    setHoverInfo({
+                      page: pageNum,
+                      left: x,
+                      top: y,
+                      content: title,
+                    })
                   }
                 }}
                 onMouseLeave={() => {
-                  setHoverInfo((info) => (info && info.page === pageNum ? null : info))
+                  setHoverInfo((info) =>
+                    info && info.page === pageNum ? null : info,
+                  )
                 }}
                 style={{
                   left,
@@ -594,7 +712,11 @@ const PDFBoundingBoxViewer = forwardRef<PDFBoundingBoxViewerHandle, PDFBoundingB
               {hoverInfo && hoverInfo.page === pageNum && (
                 <div
                   className="absolute z-20 max-w-[260px] rounded bg-black/75 px-2 py-1 text-xs text-white shadow-lg"
-                  style={{ left: hoverInfo.left, top: hoverInfo.top, pointerEvents: 'none' }}
+                  style={{
+                    left: hoverInfo.left,
+                    top: hoverInfo.top,
+                    pointerEvents: 'none',
+                  }}
                 >
                   {hoverInfo.content}
                 </div>
@@ -611,7 +733,9 @@ const PDFBoundingBoxViewer = forwardRef<PDFBoundingBoxViewerHandle, PDFBoundingB
       <div className="mb-3 flex items-center justify-between">
         <div>
           <div className="text-xs text-gray-600">Citation #{citationId}</div>
-          <div className="text-lg font-semibold text-gray-900">{fileName || dict.pdf.fullText}</div>
+          <div className="text-lg font-semibold text-gray-900">
+            {fileName || dict.pdf.fullText}
+          </div>
         </div>
         <div className="flex items-center gap-3">
           <label className="flex items-center text-sm">
@@ -623,7 +747,9 @@ const PDFBoundingBoxViewer = forwardRef<PDFBoundingBoxViewerHandle, PDFBoundingB
             />
             {dict.pdf.showEvidenceHighlights}
           </label>
-          <div className="ml-3 text-xs text-gray-500">{Math.round(scale * 100)}%</div>
+          <div className="ml-3 text-xs text-gray-500">
+            {Math.round(scale * 100)}%
+          </div>
         </div>
       </div>
 
@@ -657,7 +783,10 @@ const PDFBoundingBoxViewer = forwardRef<PDFBoundingBoxViewerHandle, PDFBoundingB
             >
               100%
             </button>
-            <button onClick={() => setFitToWidth((v) => !v)} className="rounded-md border px-2 py-1 text-sm">
+            <button
+              onClick={() => setFitToWidth((v) => !v)}
+              className="rounded-md border px-2 py-1 text-sm"
+            >
               {dict.pdf.fit}
             </button>
           </div>
@@ -666,48 +795,55 @@ const PDFBoundingBoxViewer = forwardRef<PDFBoundingBoxViewerHandle, PDFBoundingB
         <div className="relative">
           <div
             ref={containerRef}
-            className="h-[680px] overflow-auto border rounded p-4 bg-gray-50 flex justify-center items-start"
+            className="flex h-[680px] items-start justify-center overflow-auto rounded border bg-gray-50 p-4"
           >
             {loading ? (
               <div className="text-sm text-gray-600">{dict.pdf.loadingPDF}</div>
             ) : error ? (
               <div className="text-sm text-red-600">{error}</div>
             ) : (
-              <div className="w-full flex flex-col items-center gap-6">
-                {Array.from({ length: totalPages }, (_, i) => i + 1).map((pageNum) => {
-                  const vp = pageViewports[pageNum]
-                  return (
-                    <div key={pageNum} className="w-full flex flex-col items-center">
-                      <div className="mb-2 text-sm text-gray-700 font-medium">{dict.screening.page} {pageNum}</div>
+              <div className="flex w-full flex-col items-center gap-6">
+                {Array.from({ length: totalPages }, (_, i) => i + 1).map(
+                  (pageNum) => {
+                    const vp = pageViewports[pageNum]
+                    return (
                       <div
-                        ref={(el) => {
-                          wrapperRefs.current[pageNum] = el
-                        }}
-                        className="relative"
-                        style={
-                          vp
-                            ? { width: vp.width, height: vp.height }
-                            : { width: 'auto', height: 'auto' }
-                        }
+                        key={pageNum}
+                        className="flex w-full flex-col items-center"
                       >
-                        <canvas
+                        <div className="mb-2 text-sm font-medium text-gray-700">
+                          {dict.screening.page} {pageNum}
+                        </div>
+                        <div
                           ref={(el) => {
-                            pageRefs.current[pageNum] = el
-                          }}
-                          style={{
-                            maxWidth: '100%',
-                            height: 'auto',
-                            background: 'white',
-                            border: '1px solid #e5e7eb',
-                            position: 'relative',
-                            zIndex: 1,
+                            wrapperRefs.current[pageNum] = el
                           }}
-                        />
-                        {renderOverlayForPage(pageNum)}
+                          className="relative"
+                          style={
+                            vp
+                              ? { width: vp.width, height: vp.height }
+                              : { width: 'auto', height: 'auto' }
+                          }
+                        >
+                          <canvas
+                            ref={(el) => {
+                              pageRefs.current[pageNum] = el
+                            }}
+                            style={{
+                              maxWidth: '100%',
+                              height: 'auto',
+                              background: 'white',
+                              border: '1px solid #e5e7eb',
+                              position: 'relative',
+                              zIndex: 1,
+                            }}
+                          />
+                          {renderOverlayForPage(pageNum)}
+                        </div>
                       </div>
-                    </div>
-                  )
-                })}
+                    )
+                  },
+                )}
               </div>
             )}
           </div>
@@ -720,6 +856,6 @@ const PDFBoundingBoxViewer = forwardRef<PDFBoundingBoxViewerHandle, PDFBoundingB
       </div>
     </div>
   )
-});
+})
 
 export default PDFBoundingBoxViewer
diff --git a/frontend/components/can-sr/PagedList.tsx b/frontend/components/can-sr/PagedList.tsx
index c0ab7a05..991a217a 100644
--- a/frontend/components/can-sr/PagedList.tsx
+++ b/frontend/components/can-sr/PagedList.tsx
@@ -210,7 +210,7 @@ export default function PagedList({
             <div className="flex flex-col space-y-2 pr-4">
               <p className="text-xs text-gray-600">Citation #{data.id}</p>
               <p className="text-semibold text">{data.title}</p>
-              <p className="line-clamp-5 overflow-hidden text-ellipsis text-sm text-gray-800">
+              <p className="line-clamp-5 overflow-hidden text-sm text-ellipsis text-gray-800">
                 {dict.common.abstract}: {data.abstract}
               </p>
             </div>
@@ -331,7 +331,9 @@ export default function PagedList({
         </div>
 
         <div className="flex items-center gap-2">
-          <label className="text-sm text-gray-700">{dict.common.jumpToPage}</label>
+          <label className="text-sm text-gray-700">
+            {dict.common.jumpToPage}
+          </label>
           <input
             value={jumpPageInput}
             onChange={(e) => setJumpPageInput(e.target.value)}
diff --git a/frontend/components/can-sr/RunAllFloatingPanel.tsx b/frontend/components/can-sr/RunAllFloatingPanel.tsx
index f64ba187..298b01b5 100644
--- a/frontend/components/can-sr/RunAllFloatingPanel.tsx
+++ b/frontend/components/can-sr/RunAllFloatingPanel.tsx
@@ -132,7 +132,8 @@ export default function RunAllFloatingPanel() {
       const headers = getAuthHeaders()
       const st = String(job.status || '').toLowerCase()
       const next = st === 'paused' ? 'resume' : 'pause'
-      await fetch(`/api/can-sr/jobs/run-all/${next}?job_id=${encodeURIComponent(job.job_id)}`,
+      await fetch(
+        `/api/can-sr/jobs/run-all/${next}?job_id=${encodeURIComponent(job.job_id)}`,
         {
           method: 'POST',
           headers,
@@ -154,7 +155,8 @@ export default function RunAllFloatingPanel() {
       setActingJobId(job.job_id)
       ensurePolling()
       const headers = getAuthHeaders()
-      await fetch(`/api/can-sr/jobs/run-all/cancel?job_id=${encodeURIComponent(job.job_id)}`,
+      await fetch(
+        `/api/can-sr/jobs/run-all/cancel?job_id=${encodeURIComponent(job.job_id)}`,
         {
           method: 'POST',
           headers,
@@ -200,14 +202,15 @@ export default function RunAllFloatingPanel() {
   if (!jobs || jobs.length === 0) return null
 
   return (
-    <div className="fixed bottom-4 right-4 z-50 flex w-[360px] max-w-[90vw] flex-col gap-2">
+    <div className="fixed right-4 bottom-4 z-50 flex w-[360px] max-w-[90vw] flex-col gap-2">
       {jobs.slice(0, 5).map((job) => {
         const done = Number(job.done || 0)
         const skipped = Number(job.skipped || 0)
         const failed = Number(job.failed || 0)
         const total = Number(job.total || 0)
         const processed = done + skipped + failed
-        const pct = total > 0 ? Math.min(100, Math.round((processed / total) * 100)) : 0
+        const pct =
+          total > 0 ? Math.min(100, Math.round((processed / total) * 100)) : 0
         const st = String(job.status || '').toLowerCase()
         const isFinished = st === 'finished'
         const isFailed = st === 'failed'
@@ -230,8 +233,12 @@ export default function RunAllFloatingPanel() {
                 </div>
                 <div className="mt-0.5 text-xs text-gray-600">
                   {dict?.screening?.runAllAI || 'Run all AI'} · {stepLabel}
-                  {st === 'paused' ? ` · ${dict?.screening?.paused || 'Paused'}` : ''}
-                  {st === 'finished' ? ` · ${dict?.common?.done || 'Done'}` : ''}
+                  {st === 'paused'
+                    ? ` · ${dict?.screening?.paused || 'Paused'}`
+                    : ''}
+                  {st === 'finished'
+                    ? ` · ${dict?.common?.done || 'Done'}`
+                    : ''}
                   {st === 'failed' ? ' · Failed' : ''}
                 </div>
               </div>
@@ -249,7 +256,11 @@ export default function RunAllFloatingPanel() {
                     }
                     title={dict?.common?.close || 'Close'}
                   >
-                    {isFinished ? <Check className="h-4 w-4" /> : <X className="h-4 w-4" />}
+                    {isFinished ? (
+                      <Check className="h-4 w-4" />
+                    ) : (
+                      <X className="h-4 w-4" />
+                    )}
                   </button>
                 ) : (
                   <>
diff --git a/frontend/components/can-sr/headers.tsx b/frontend/components/can-sr/headers.tsx
index 0dbfaa5a..af7d6c6c 100644
--- a/frontend/components/can-sr/headers.tsx
+++ b/frontend/components/can-sr/headers.tsx
@@ -1,7 +1,12 @@
 'use client'
 
 import Image from 'next/image'
-import { useParams, usePathname, useRouter, useSearchParams } from 'next/navigation'
+import {
+  useParams,
+  usePathname,
+  useRouter,
+  useSearchParams,
+} from 'next/navigation'
 import BackButton from '@/components/ui/backbutton'
 import { InteractiveHoverButton } from '@/components/magicui/interactive-hover-button'
 import { Settings, Download } from 'lucide-react'
@@ -15,7 +20,7 @@ export function GCHeader() {
   const dict = useDictionary()
 
   // Get current language to keep language when navigating
-  const { lang } = useParams<{ lang: string }>();
+  const { lang } = useParams<{ lang: string }>()
 
   // For language swaps
   const currentPathname = usePathname()
@@ -24,7 +29,7 @@ export function GCHeader() {
   const currentSearchParams = useSearchParams()
 
   return (
-    <header className="relative z-20 w-full py-4 bg-white shadow-sm">
+    <header className="relative z-20 w-full bg-white py-4 shadow-sm">
       <div className="mx-auto max-w-7xl px-6">
         <div className="flex items-center justify-between">
           <div className="flex items-center space-x-4">
@@ -36,12 +41,15 @@ export function GCHeader() {
               className="rounded-sm object-cover shadow-sm"
             />
             <div>
-              <h1 className="text-xl font-semibold text-gray-900">{dict.common.governmentOfCanada}</h1>
-              <p className="text-sm font-medium text-gray-600">{dict.common.aiAssistantPortal}</p>
+              <h1 className="text-xl font-semibold text-gray-900">
+                {dict.common.governmentOfCanada}
+              </h1>
+              <p className="text-sm font-medium text-gray-600">
+                {dict.common.aiAssistantPortal}
+              </p>
             </div>
           </div>
 
-
           <div className="space-x-5">
             <InteractiveHoverButton
               onClick={() => {
@@ -54,13 +62,13 @@ export function GCHeader() {
             >
               {dict.common.signOut}
             </InteractiveHoverButton>
-            
+
             <Link
               href={{
                 pathname: nextLangPath,
-                query: Object.fromEntries(currentSearchParams.entries())
+                query: Object.fromEntries(currentSearchParams.entries()),
               }}
-              className="text-blue-600 transition-colors hover:text-blue-800 text-right text-base underline"
+              className="text-right text-base text-blue-600 underline transition-colors hover:text-blue-800"
             >
               {dict.common.languageSwitch}
             </Link>
@@ -145,7 +153,7 @@ export function SRHeader({
   }
 
   // Get current language to keep language when navigating
-  const { lang } = useParams<{ lang: string }>();
+  const { lang } = useParams<{ lang: string }>()
 
   return (
     <header className="relative border-b border-gray-200 bg-white shadow-sm">
@@ -159,14 +167,16 @@ export function SRHeader({
               className="flex items-center space-x-3"
             >
               <BackButton />
-              <span className="text-sm font-medium text-gray-900">{resolvedBackLabel}</span>
+              <span className="text-sm font-medium text-gray-900">
+                {resolvedBackLabel}
+              </span>
             </div>
           ) : (
             <div />
           )}
 
           {/* Center: title */}
-          <div className="absolute inset-x-0 flex justify-center pointer-events-none">
+          <div className="pointer-events-none absolute inset-x-0 flex justify-center">
             <h2 className="text-lg font-semibold text-gray-900">{title}</h2>
           </div>
 
diff --git a/frontend/components/can-sr/setup/criteria-builder.tsx b/frontend/components/can-sr/setup/criteria-builder.tsx
index e667a9ed..eb371499 100644
--- a/frontend/components/can-sr/setup/criteria-builder.tsx
+++ b/frontend/components/can-sr/setup/criteria-builder.tsx
@@ -180,8 +180,7 @@ const TEMPLATE_CONFIGS: Record<TemplateKey, CriteriaConfigUI> = {
     parameters: [
       {
         id: makeId(),
-        question:
-          'What epidemiological parameters are reported in this study?',
+        question: 'What epidemiological parameters are reported in this study?',
         answers: [
           {
             id: makeId(),
@@ -303,7 +302,10 @@ const TEMPLATE_LABELS: Record<TemplateKey, string> = {
   vaccine_safety: 'Vaccine safety review',
 }
 
-export function CriteriaBuilder({ yamlText, onYamlChange }: CriteriaBuilderProps) {
+export function CriteriaBuilder({
+  yamlText,
+  onYamlChange,
+}: CriteriaBuilderProps) {
   const [template, setTemplate] = useState<TemplateKey>('blank')
   const [config, setConfig] = useState<CriteriaConfigUI>(() =>
     parseYamlToUi(yamlText),
@@ -513,7 +515,7 @@ export function CriteriaBuilder({ yamlText, onYamlChange }: CriteriaBuilderProps
               onChange={(e) =>
                 handleTemplateChange(e.target.value as TemplateKey)
               }
-              className="w-full rounded-md border border-emerald-300 bg-white px-2 py-1.5 text-sm text-emerald-900 shadow-sm focus:border-emerald-500 focus:outline-none focus:ring-1 focus:ring-emerald-500"
+              className="w-full rounded-md border border-emerald-300 bg-white px-2 py-1.5 text-sm text-emerald-900 shadow-sm focus:border-emerald-500 focus:ring-1 focus:ring-emerald-500 focus:outline-none"
             >
               {Object.entries(TEMPLATE_LABELS).map(([key, label]) => (
                 <option key={key} value={key}>
@@ -568,7 +570,7 @@ export function CriteriaBuilder({ yamlText, onYamlChange }: CriteriaBuilderProps
             value={includeInput}
             onChange={(e) => setIncludeInput(e.target.value)}
             placeholder="e.g., Title"
-            className="flex-1 rounded-md border border-gray-200 bg-white px-2 py-1.5 text-sm text-gray-900 focus:border-emerald-500 focus:outline-none focus:ring-1 focus:ring-emerald-500"
+            className="flex-1 rounded-md border border-gray-200 bg-white px-2 py-1.5 text-sm text-gray-900 focus:border-emerald-500 focus:ring-1 focus:ring-emerald-500 focus:outline-none"
           />
           <button
             type="button"
@@ -593,9 +595,7 @@ export function CriteriaBuilder({ yamlText, onYamlChange }: CriteriaBuilderProps
         onUpdateAnswer={(qid, aid, field, value) =>
           updateAnswer('criteria', qid, aid, field, value)
         }
-        onRemoveAnswer={(qid, aid) =>
-          removeAnswer('criteria', qid, aid)
-        }
+        onRemoveAnswer={(qid, aid) => removeAnswer('criteria', qid, aid)}
       />
 
       <SectionEditor
@@ -610,9 +610,7 @@ export function CriteriaBuilder({ yamlText, onYamlChange }: CriteriaBuilderProps
         onUpdateAnswer={(qid, aid, field, value) =>
           updateAnswer('l2Criteria', qid, aid, field, value)
         }
-        onRemoveAnswer={(qid, aid) =>
-          removeAnswer('l2Criteria', qid, aid)
-        }
+        onRemoveAnswer={(qid, aid) => removeAnswer('l2Criteria', qid, aid)}
       />
 
       <SectionEditor
@@ -627,9 +625,7 @@ export function CriteriaBuilder({ yamlText, onYamlChange }: CriteriaBuilderProps
         onUpdateAnswer={(qid, aid, field, value) =>
           updateAnswer('parameters', qid, aid, field, value)
         }
-        onRemoveAnswer={(qid, aid) =>
-          removeAnswer('parameters', qid, aid)
-        }
+        onRemoveAnswer={(qid, aid) => removeAnswer('parameters', qid, aid)}
       />
 
       <p className="text-xs text-gray-500">
@@ -705,11 +701,9 @@ function SectionEditor({
                 <input
                   type="text"
                   value={group.question}
-                  onChange={(e) =>
-                    onUpdateQuestion(group.id, e.target.value)
-                  }
+                  onChange={(e) => onUpdateQuestion(group.id, e.target.value)}
                   placeholder="e.g., Is this article primary research?"
-                  className="mt-1 w-full rounded-md border border-gray-200 bg-white px-2 py-1.5 text-sm text-gray-900 focus:border-emerald-500 focus:outline-none focus:ring-1 focus:ring-emerald-500"
+                  className="mt-1 w-full rounded-md border border-gray-200 bg-white px-2 py-1.5 text-sm text-gray-900 focus:border-emerald-500 focus:ring-1 focus:ring-emerald-500 focus:outline-none"
                 />
               </div>
               <button
@@ -747,7 +741,7 @@ function SectionEditor({
                           )
                         }
                         placeholder='e.g., "Yes - primary research"'
-                        className="mt-1 w-full rounded-md border border-gray-200 bg-white px-2 py-1 text-xs text-gray-900 focus:border-emerald-500 focus:outline-none focus:ring-1 focus:ring-emerald-500"
+                        className="mt-1 w-full rounded-md border border-gray-200 bg-white px-2 py-1 text-xs text-gray-900 focus:border-emerald-500 focus:ring-1 focus:ring-emerald-500 focus:outline-none"
                       />
                     </div>
                     <button
@@ -773,7 +767,7 @@ function SectionEditor({
                         )
                       }
                       rows={3}
-                      className="mt-1 w-full resize-y rounded-md border border-gray-200 bg-white px-2 py-1 text-xs text-gray-900 focus:border-emerald-500 focus:outline-none focus:ring-1 focus:ring-emerald-500"
+                      className="mt-1 w-full resize-y rounded-md border border-gray-200 bg-white px-2 py-1 text-xs text-gray-900 focus:border-emerald-500 focus:ring-1 focus:ring-emerald-500 focus:outline-none"
                       placeholder="Provide guidance on when the reviewer should pick this answer."
                     />
                   </div>
@@ -793,4 +787,3 @@ function SectionEditor({
     </section>
   )
 }
-
diff --git a/frontend/components/can-sr/setup/manage-users-popup.tsx b/frontend/components/can-sr/setup/manage-users-popup.tsx
index 58210d69..75e9a328 100644
--- a/frontend/components/can-sr/setup/manage-users-popup.tsx
+++ b/frontend/components/can-sr/setup/manage-users-popup.tsx
@@ -16,7 +16,13 @@ function isValidEmail(email: string) {
   return /^[^\s@]+@[^\s@]+\.[^\s@]+$/.test(email.trim())
 }
 
-export default function ManageUsersPopup({ open, onClose, srId, initialEmails = [], authHeaders }: Props) {
+export default function ManageUsersPopup({
+  open,
+  onClose,
+  srId,
+  initialEmails = [],
+  authHeaders,
+}: Props) {
   const [emails, setEmails] = useState<string[]>([])
   const [input, setInput] = useState('')
   const [loadingEmail, setLoadingEmail] = useState<string | null>(null)
@@ -65,14 +71,23 @@ export default function ManageUsersPopup({ open, onClose, srId, initialEmails =
     }
     setLoadingEmail(email)
     try {
-      const res = await fetch(`/api/can-sr/reviews/users?action=add&sr_id=${encodeURIComponent(srId)}`, {
-        method: 'POST',
-        headers: { 'Content-Type': 'application/json', ...(authHeaders || {}) },
-        body: JSON.stringify({ user_email: email }),
-      })
+      const res = await fetch(
+        `/api/can-sr/reviews/users?action=add&sr_id=${encodeURIComponent(srId)}`,
+        {
+          method: 'POST',
+          headers: {
+            'Content-Type': 'application/json',
+            ...(authHeaders || {}),
+          },
+          body: JSON.stringify({ user_email: email }),
+        },
+      )
       const data = await res.json().catch(() => ({}))
       if (!res.ok) {
-        setError((data && (data.error || data.detail)) || `Failed to add user (${res.status})`)
+        setError(
+          (data && (data.error || data.detail)) ||
+            `Failed to add user (${res.status})`,
+        )
         // revert local add if server failed
         setEmails((prev) => prev.filter((e) => e !== email))
       } else {
@@ -94,14 +109,23 @@ export default function ManageUsersPopup({ open, onClose, srId, initialEmails =
     }
     setLoadingEmail(email)
     try {
-      const res = await fetch(`/api/can-sr/reviews/users?action=remove&sr_id=${encodeURIComponent(srId)}`, {
-        method: 'POST',
-        headers: { 'Content-Type': 'application/json', ...(authHeaders || {}) },
-        body: JSON.stringify({ user_email: email }),
-      })
+      const res = await fetch(
+        `/api/can-sr/reviews/users?action=remove&sr_id=${encodeURIComponent(srId)}`,
+        {
+          method: 'POST',
+          headers: {
+            'Content-Type': 'application/json',
+            ...(authHeaders || {}),
+          },
+          body: JSON.stringify({ user_email: email }),
+        },
+      )
       const data = await res.json().catch(() => ({}))
       if (!res.ok) {
-        setError((data && (data.error || data.detail)) || `Failed to remove user (${res.status})`)
+        setError(
+          (data && (data.error || data.detail)) ||
+            `Failed to remove user (${res.status})`,
+        )
         // revert local remove if server failed
         setEmails((prev) => (prev.includes(email) ? prev : [...prev, email]))
       } else {
@@ -128,7 +152,10 @@ export default function ManageUsersPopup({ open, onClose, srId, initialEmails =
 
   const handlePaste = (e: React.ClipboardEvent<HTMLInputElement>) => {
     const pasted = e.clipboardData.getData('text') || ''
-    const parts = pasted.split(/[\s,;]+/).map((p) => p.trim()).filter(Boolean)
+    const parts = pasted
+      .split(/[\s,;]+/)
+      .map((p) => p.trim())
+      .filter(Boolean)
     if (parts.length > 1) {
       e.preventDefault()
       parts.forEach((p) => addEmailLocal(p))
@@ -142,13 +169,19 @@ export default function ManageUsersPopup({ open, onClose, srId, initialEmails =
       <div className="relative z-10 w-full max-w-2xl rounded-lg bg-white p-6 shadow-lg">
         <div className="flex items-start justify-between">
           <div>
-            <h3 className="text-lg font-semibold text-gray-900">{dict.users.manageTitle}</h3>
-            <p className="mt-1 text-sm text-gray-600">{dict.users.manageDesc}</p>
+            <h3 className="text-lg font-semibold text-gray-900">
+              {dict.users.manageTitle}
+            </h3>
+            <p className="mt-1 text-sm text-gray-600">
+              {dict.users.manageDesc}
+            </p>
           </div>
         </div>
 
         <div className="mt-4">
-          <label className="mb-2 block text-sm font-medium text-gray-700">{dict.users.usersLabel}</label>
+          <label className="mb-2 block text-sm font-medium text-gray-700">
+            {dict.users.usersLabel}
+          </label>
 
           <div className="flex flex-wrap gap-2">
             {emails.map((e) => (
@@ -162,7 +195,11 @@ export default function ManageUsersPopup({ open, onClose, srId, initialEmails =
                   className="rounded-full p-1 hover:bg-gray-200"
                   aria-label={`Remove ${e}`}
                 >
-                  <svg className="h-3 w-3" viewBox="0 0 20 20" fill="currentColor">
+                  <svg
+                    className="h-3 w-3"
+                    viewBox="0 0 20 20"
+                    fill="currentColor"
+                  >
                     <path
                       fillRule="evenodd"
                       d="M6.28 5.22a.75.75 0 011.06 0L10 7.88l2.66-2.66a.75.75 0 111.06 1.06L11.06 8.94l2.66 2.66a.75.75 0 11-1.06 1.06L10 10l-2.66 2.66a.75.75 0 11-1.06-1.06L8.94 8.94 6.28 6.28a.75.75 0 010-1.06z"
@@ -194,8 +231,14 @@ export default function ManageUsersPopup({ open, onClose, srId, initialEmails =
             </button>
           </div>
 
-          {error ? <div className="mt-2 text-sm text-red-600">{error}</div> : null}
-          {loadingEmail ? <div className="mt-2 text-sm text-gray-600">{dict.users.processing} {loadingEmail}...</div> : null}
+          {error ? (
+            <div className="mt-2 text-sm text-red-600">{error}</div>
+          ) : null}
+          {loadingEmail ? (
+            <div className="mt-2 text-sm text-gray-600">
+              {dict.users.processing} {loadingEmail}...
+            </div>
+          ) : null}
         </div>
 
         <div className="mt-6 flex justify-end">
diff --git a/frontend/components/can-sr/stacking-card.tsx b/frontend/components/can-sr/stacking-card.tsx
index cd0ea7ed..cd442734 100644
--- a/frontend/components/can-sr/stacking-card.tsx
+++ b/frontend/components/can-sr/stacking-card.tsx
@@ -13,7 +13,12 @@ interface StackingCardProps {
   className?: string
 }
 
-export default function StackingCard({ title, description, href, className }: StackingCardProps) {
+export default function StackingCard({
+  title,
+  description,
+  href,
+  className,
+}: StackingCardProps) {
   const [open, setOpen] = useState(false)
   const dict = useDictionary()
 
@@ -28,7 +33,9 @@ export default function StackingCard({ title, description, href, className }: St
         >
           <div onClick={() => setOpen(!open)} className="flex-1">
             <h3 className="text-lg font-semibold text-gray-900">{title}</h3>
-            {description && <p className="mt-1 text-sm text-gray-600">{description}</p>}
+            {description && (
+              <p className="mt-1 text-sm text-gray-600">{description}</p>
+            )}
           </div>
 
           <div className="ml-4 flex items-center space-x-3">
@@ -41,19 +48,18 @@ export default function StackingCard({ title, description, href, className }: St
               {open ? 'Minimize' : 'Expand'}
             </button> */}
 
-            <Link href={`/${lang}${href}`} className="rounded-md border border-emerald-500 bg-emerald-50 px-3 py-2 text-sm font-medium text-emerald-700 hover:bg-emerald-100">
-              
+            <Link
+              href={`/${lang}${href}`}
+              className="rounded-md border border-emerald-500 bg-emerald-50 px-3 py-2 text-sm font-medium text-emerald-700 hover:bg-emerald-100"
+            >
               {dict.common.open}
-              
             </Link>
           </div>
         </div>
 
         <CollapsibleContent>
           <div className="rounded-b-lg border border-t-0 border-gray-200 bg-white/95 p-4 text-sm text-gray-700">
-            <p className="mb-3">
-              {description || dict.cansr.viewDetails}
-            </p>
+            <p className="mb-3">{description || dict.cansr.viewDetails}</p>
             {/* <div className="flex justify-end">
               <Link href={href}>
                 <Button className="rounded-md bg-emerald-600 text-white hover:bg-emerald-700">Go to step</Button>
diff --git a/frontend/components/chat/model-selector.tsx b/frontend/components/chat/model-selector.tsx
index 4e333680..d1c82428 100644
--- a/frontend/components/chat/model-selector.tsx
+++ b/frontend/components/chat/model-selector.tsx
@@ -31,7 +31,6 @@ export function ModelSelector({
   selectedModel,
   onModelChange,
 }: ModelSelectorProps) {
-
   const dict = useDictionary()
 
   // Azure OpenAI model configurations with descriptions
@@ -69,7 +68,7 @@ export function ModelSelector({
           throw new Error('Failed to fetch models')
         }
 
-        const {config} = await response.json()
+        const { config } = await response.json()
         // Backend may return either:
         // - available_deployments: ["gpt-5-mini", ...] (preferred)
         // - available_models: ["GPT-5-Mini", ...] (models.yaml display keys)
@@ -104,7 +103,9 @@ export function ModelSelector({
   useEffect(() => {
     const modelIds = availableModels.map((m) => m.id)
     if (modelIds.length > 0 && !modelIds.includes(selectedModel)) {
-      const defaultModel = modelIds.includes('gpt-5-mini') ? 'gpt-5-mini' : modelIds[0]
+      const defaultModel = modelIds.includes('gpt-5-mini')
+        ? 'gpt-5-mini'
+        : modelIds[0]
       onModelChange(defaultModel)
     }
   }, [availableModels, selectedModel, onModelChange])
diff --git a/frontend/dictionaries/en.json b/frontend/dictionaries/en.json
index 20da2d31..d3ffe803 100644
--- a/frontend/dictionaries/en.json
+++ b/frontend/dictionaries/en.json
@@ -239,4 +239,4 @@
     "uploadFailed": "Upload failed",
     "saveFailed": "Save failed"
   }
-}
\ No newline at end of file
+}
diff --git a/frontend/dictionaries/fr.json b/frontend/dictionaries/fr.json
index 21d2d111..a8af31e8 100644
--- a/frontend/dictionaries/fr.json
+++ b/frontend/dictionaries/fr.json
@@ -239,4 +239,4 @@
     "uploadFailed": "Échec du téléversement",
     "saveFailed": "Échec de l'enregistrement"
   }
-}
\ No newline at end of file
+}
diff --git a/frontend/eslint.config.mjs b/frontend/eslint.config.mjs
index e92c45a2..d11caaae 100644
--- a/frontend/eslint.config.mjs
+++ b/frontend/eslint.config.mjs
@@ -19,13 +19,7 @@ const eslintConfig = [
 
   // Global ignores (Flat Config)
   {
-    ignores: [
-      '.next/**',
-      'node_modules/**',
-      'out/**',
-      'dist/**',
-      'build/**',
-    ],
+    ignores: ['.next/**', 'node_modules/**', 'out/**', 'dist/**', 'build/**'],
   },
 
   // Add custom rules override
diff --git a/frontend/proxy.ts b/frontend/proxy.ts
index 97d086fb..a0213fcc 100644
--- a/frontend/proxy.ts
+++ b/frontend/proxy.ts
@@ -1,37 +1,39 @@
-import { NextResponse, NextRequest } from "next/server";
-import { match } from "@formatjs/intl-localematcher";
-import Negotiator from "negotiator";
+import { NextResponse, NextRequest } from 'next/server'
+import { match } from '@formatjs/intl-localematcher'
+import Negotiator from 'negotiator'
+
+const locales = ['en', 'fr']
+const defaultLocale = 'en'
 
-const locales = ["en", "fr"];
-const defaultLocale = "en"
- 
 function getLocale(request: NextRequest) {
   // Get Accept-Language header
-  const headers = { "accept-language": request.headers.get("accept-language") ?? "" };
+  const headers = {
+    'accept-language': request.headers.get('accept-language') ?? '',
+  }
   // Get requested locales (sorted in decreasing preference)
-  const requestedLocales = new Negotiator({ headers }).languages();
+  const requestedLocales = new Negotiator({ headers }).languages()
 
   // Match to en or fr
-  return match(requestedLocales, locales, defaultLocale);
+  return match(requestedLocales, locales, defaultLocale)
 }
- 
+
 export function proxy(request: NextRequest) {
   // Check if there is any supported locale in the pathname
-  const { pathname } = request.nextUrl;
+  const { pathname } = request.nextUrl
   const pathnameHasLocale = locales.some(
-    (locale) => pathname.startsWith(`/${locale}/`) || pathname === `/${locale}`
-  );
- 
-  if (pathnameHasLocale) return;
- 
+    (locale) => pathname.startsWith(`/${locale}/`) || pathname === `/${locale}`,
+  )
+
+  if (pathnameHasLocale) return
+
   // Redirect if there is no locale
-  const locale = getLocale(request);
-  request.nextUrl.pathname = `/${locale}${pathname}`;
+  const locale = getLocale(request)
+  request.nextUrl.pathname = `/${locale}${pathname}`
   // e.g. incoming request is /login
   // The new URL is now /en/login
-  return NextResponse.redirect(request.nextUrl);
+  return NextResponse.redirect(request.nextUrl)
 }
- 
+
 export const config = {
   matcher: [
     /*
@@ -44,4 +46,4 @@ export const config = {
      */
     '/((?!api|_next/static|_next/image|favicon.ico|images).*)',
   ],
-}
\ No newline at end of file
+}
diff --git a/frontend/tsconfig.json b/frontend/tsconfig.json
index e7ff3a26..705f5ce5 100644
--- a/frontend/tsconfig.json
+++ b/frontend/tsconfig.json
@@ -1,11 +1,7 @@
 {
   "compilerOptions": {
     "target": "ES2017",
-    "lib": [
-      "dom",
-      "dom.iterable",
-      "esnext"
-    ],
+    "lib": ["dom", "dom.iterable", "esnext"],
     "allowJs": true,
     "skipLibCheck": true,
     "strict": true,
@@ -23,9 +19,7 @@
       }
     ],
     "paths": {
-      "@/*": [
-        "./*"
-      ]
+      "@/*": ["./*"]
     }
   },
   "include": [
@@ -35,7 +29,5 @@
     ".next/types/**/*.ts",
     ".next/dev/types/**/*.ts"
   ],
-  "exclude": [
-    "node_modules"
-  ]
+  "exclude": ["node_modules"]
 }
diff --git a/frontend/types/js-yaml.d.ts b/frontend/types/js-yaml.d.ts
index ee3cdc50..27273d88 100644
--- a/frontend/types/js-yaml.d.ts
+++ b/frontend/types/js-yaml.d.ts
@@ -2,4 +2,3 @@ declare module 'js-yaml' {
   export function load(str: string | null | undefined, opts?: any): any
   export function dump(obj: any, opts?: any): string
 }
-