STEM-BIO-AI
Rubric-based trust evaluator for bio/medical AI repositories with dual-path evidence, governance overlay, and institutional audit outputs.
About This Work
A T4 score means strong observable evidence signals. It does not mean the repository is safe for clinical deployment — that requires independent expert validation.
Repository Overview
A T4 score means strong observable evidence signals. It does not mean the repository is safe for clinical deployment — that requires independent expert validation.
README Core
Bio and medical AI repositories vary enormously in evidence quality — from rigorous academic tools to marketing-grade demos that carry clinical language with no data provenance, no reproducibility path, and no clinical-use disclaimer. Manual review is slow and inconsistent.
STEM BIO-AI scans the observable repository surface — README, docs, code structure, CI configuration, dependency manifests, changelogs — and maps detected signals to a structured evidence tier (T0–T4). The scan runs in seconds on a local clone, produces machine-readable JSON and PDF reports, and makes every scoring decision traceable to a specific file, line, and pattern.
A T4 score means strong observable evidence signals. It does not mean the repository is safe for clinical deployment — that requires independent expert validation.
Use & Documentation
Detailed installation, commands, examples, and deeper usage notes live in the repository README and docs.
README Map
- Why STEM BIO-AI
- Quick Start
- Triage Tiers
- Scoring Model
- Architecture
- Output Artifacts
Key Signals
- Provider output cannot override score.final score or score.formal tier
- Every advisory item must cite exact finding id strings from allowed finding ids
- Raw repository source text is not included in provider packets
- Responses containing clinical safety, efficacy, regulatory, or medical-advice claims are rejected
- allowed finding ids is capped at 40 entries per packet
Announcements
synced May 05, 2026