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clinical-decision-support-agent
mou11/clinical-decision-support-agent
clinical-decision-support-agent is a text generation model from mou11. Use it when you need the model to write or continue text. The card lists the license as mit.
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At a glance
- Task
- Text Generation
- License
- mit
- Model type
- llm-agent
- Access
- Public
- Created
- May 15, 2026
- Updated
- May 19, 2026
- SHA
- 96bcbf51
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Model card
From the Hugging Face model README
🏥 Clinical Decision Support Agent
🎯 Live Demo
👉 Try it on Hugging Face Spaces
🔍 Overview
A production-grade Medical AI Agent that takes patient symptoms as natural language input, searches real PubMed medical literature automatically, and generates structured clinical recommendations with citations. Built with LangGraph for agent orchestration and Groq (LLaMA 3.3 70B) for clinical reasoning.
📊 Results
| Metric | Score |
|---|---|
| BERTScore Precision | 0.8449 |
| BERTScore Recall | 0.8887 |
| BERTScore F1 | 0.8663 |
🧪 Test Cases
| Case | Symptoms | Urgency Level |
|---|---|---|
| Case 1 | Fever, cough, chest pain | High ✅ |
| Case 2 | Stiff neck, fever, confusion | Emergency ✅ |
| Case 3 | Chest pain radiating to left arm, diabetes | Emergency ✅ |
✨ Features
- ✅ Real-time PubMed literature search via NCBI API
- ✅ LLM-powered clinical reasoning (LLaMA 3.3 70B via Groq)
- ✅ Structured output: conditions, tests, treatments, urgency
- ✅ Multi-turn conversation memory
- ✅ BERTScore quality evaluation
- ✅ Interactive Gradio web interface
🏗️ Architecture
Patient Symptoms → Extract Search Query (LLM) → Search PubMed (NCBI API) → Generate Recommendation (LLaMA 3.3 70B) → Format Report → Gradio UI
🛠️ Tech Stack
| Component | Tool |
|---|---|
| Agent Orchestration | LangGraph |
| LLM | Groq — LLaMA 3.3 70B |
| Medical Literature | PubMed NCBI API |
| Evaluation | BERTScore |
| UI | Gradio |
| Platform | Kaggle T4 GPU |
🚀 How to Run
- Get a free Groq API key at console.groq.com
- Clone the Space and install requirements
- Set your Groq API key as environment variable
- Run
python app.py
⚠️ Medical Disclaimer
This system is for educational and research purposes only. It does not provide medical advice. Always consult a qualified healthcare professional for medical decisions.
📌 Part of Medical AI Portfolio
- ✅ Pneumonia Detection (ViT + Grad-CAM)
- ✅ Clinical Decision Support Agent (LangGraph + RAG) — this project
- ✅ Medical LLM Fine-tuning (QLoRA)
- ✅ Medical Report Generator (Hallucination Detection + FHIR)
- 🔄 Model Optimization Pipeline (ONNX + TensorRT)
- Task
- Text Generation
- Type
- llm-agent
- License
- mit
- Created
- May 15, 2026
- Updated
- May 19, 2026