fall-risk-assessment

Federation AUS, enterprise ASP.NET Core 8 & SQL Server EMR simulation platform built for clinical education. Features 14+ hospital modules: ADDS deterioration alerts, GCS Neurological, Braden & Fall Risk scoring, Regular/PRN MAR, IV & Fluid Balance, Food Intake, Victorian Maternity Record (VMR), RISKMAN OHS incident reports & supervisor lab resets

Biomedical engineering project using a subject-independent Random Forest classifier trained on wearable accelerometer and gyroscope data to detect falls from daily activity, validated end-to-end on self-recorded phone sensor data.

Implementation of the IEEE IATMSI 2026 paper on geriatric faller identification using foot-mounted inertial sensors and a hybrid 1D-CNN + Bi-LSTM architecture.

A Bidirectional Gated Recurrent Unit Model for Extracting Dynamic Balance Variables During Gait from a Single Inertial Measurement Unit