k-ganda/NJIA

# NJIA ## A trauma-informed AI assistant that bridges the gap between clinical care and forensic justice for SGBV survivors. --- ### One-Sentence Summary NJIA is a human-centered AI system that transforms a single trauma-informed survivor interview into structured, forensic-ready medical documentation. --- ## Overview Survivors of Sexual and Gender-Based Violence (SGBV) are often forced to recount their trauma multiple times—to clinicians, police officers, and legal professionals—resulting in re-traumatization and fragmented documentation. In many low-resource settings, clinical notes lack the forensic rigor required for successful prosecution, contributing to persistently low conviction rates. **NJIA** addresses this gap by introducing an **AI-assisted forensic documentation pipeline** that allows a survivor to speak once, while the system handles the administrative and technical burden of medical-legal record creation. The system is designed for **offline, privacy-preserving deployment**, making it suitable for frontline clinics and community health settings. --- ## Core Principles - **Trauma-Informed Design**: Survivors speak once; AI manages documentation. - **Human-in-the-Loop**: Clinicians retain full authority and review control. - **Justice-Centered AI**: Outputs are optimized for medico-legal integrity. - **Privacy by Design**: No real survivor data is used; all inputs are synthetic. - **Reproducibility**: Fully executable pipeline using open, auditable tools. --- ## Project Architecture Survivor Audio ↓ Audio Preprocessing ↓ MedASR-Compatible Transcription ↓ MedGemma Clinical Reasoning (HAI-DEF) ↓ Forensic Clinical Formatting (P3 Mapping) --- ## Repository Structure NJIA/ │ ├── 1_input_audio/ │ └── Synthetic survivor interview audio files │ ├── 2_preprocessing/ │ ├── audio_cleaning.ipynb │ └── cleaned_audio/ │ ├── 3_medASR_transcription.ipynb │ └── MedASR-compatible transcription pipeline │ ├── 4_text_postprocessing.ipynb │ └── MedGemma-p …