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Add unit tests for CNN, ConCare, Transformer models and metrics funct…#11

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v1xerunt merged 1 commit into
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Nov 19, 2025
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Add unit tests for CNN, ConCare, Transformer models and metrics funct…#11
v1xerunt merged 1 commit into
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@v1xerunt v1xerunt commented Nov 19, 2025

…ions; implement OMOP dataset tests and quickstart vignettes for EHRShot and eICU-CRD datasets


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Adds OMOP/eICU/EHRShot datasets and tasks, new CNN/Transformer/AdaCare/ConCare models, multiclass/multilabel/regression metrics, extensive tests, and vignettes; improves processors, trainer, and docs.

  • Datasets & Tasks:
    • Add EHRShotDataset, eICUDataset, OMOPDataset with YAML configs.
    • New tasks: BenchmarkEHRShot, MortalityPredictionEICU(+alt), MortalityPredictionOMOP, ReadmissionPredictionOMOP.
  • Models:
    • Implement CNN, Transformer, AdaCare, ConCare and supporting layers/utilities.
  • Metrics & Core:
    • Add multiclass_metrics_fn, multilabel_metrics_fn, regression_metrics_fn.
    • Enhance TimeseriesProcessor (z-score normalization + fit), MultiClassLabelProcessor (1-based), collate_fn_dict_with_padding (length keys), Trainer (monitor handling), minor BaseDataset tweaks.
  • Tests:
    • New unit tests for models, metrics, and OMOP end-to-end; add OMOP test data helper.
  • Docs & Site:
    • New vignettes: ehrshot_quickstart, eicu_quickstart; update MedCode/Overview; pkgdown config and GitHub Pages workflow; add NEWS and CRAN comments.
  • Housekeeping:
    • Update DESCRIPTION/NAMESPACE, ignores, and minor CI adjustments.

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@v1xerunt v1xerunt merged commit b9ab482 into main Nov 19, 2025
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…ions; implement OMOP dataset tests and quickstart vignettes for EHRShot and eICU-CRD datasets
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