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medbrain-squad-scribe
aydin237/medbrain-squad-scribe
medbrain-squad-scribe is a machine learning model from aydin237. Use it for the machine learning task on the model card, and read the license before you ship it in a product. It is set up for peft. The card lists the license as mit.
LoRA fine-tuned adapter for MedGemma 1.5 4B, trained to convert raw clinical shorthand and doctor dictation into structured SOAP JSON format.
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At a glance
- Library
- peft
- License
- mit
- Access
- Public
- Created
- Mar 8, 2026
- Updated
- Mar 8, 2026
- SHA
- e7ea63c2
Base models
Model card
From the Hugging Face model README
MedBrainSquad — Scribe Agent Adapter
LoRA fine-tuned adapter for MedGemma 1.5 4B, trained to convert raw clinical shorthand and doctor dictation into structured SOAP JSON format.
Project
Part of the MedBrainSquad Clinical Safety Net — a three-tier adversarial multi-agent pipeline for safe, hallucination-resistant clinical documentation.
🔗 Full project: github.com/aydiny/medbrain-squad 🔗 Auditor Adapter: aydin237/medbrain-squad-auditor
Training Details
- Base model: google/medgemma-1.5-4b-it
- Method: LoRA (Rank 16, Alpha 32)
- Dataset: 500-row Teacher-Student distillation dataset (Gemini 3.0 Pro teacher → MedGemma student)
- Hardware: Dual NVIDIA T4 (Kaggle)
- Framework: HuggingFace PEFT + TRL
Intended Use
Research and development of clinical NLP pipelines. Demonstrates adversarial multi-agent safety architecture for regulated healthcare environments (NHS/EU GDPR).
⚠️ Limitations & Disclaimer
- Research prototype — not validated for clinical deployment
- Base model (MedGemma 1.5 4B) subject to Google HAID Terms
- Known hallucination risk in edge cases — mitigated by Auditor agent in the full pipeline
- Trained on synthetic data only
- Library
- peft
- License
- mit
- Created
- Mar 8, 2026
- Updated
- Mar 8, 2026