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AI-driven multi-disease risk assessment platform using Machine Learning, Explainable AI, and secure medical data analysis. Supports Diabetes, CKD, Parkinson’s and clinical insights for early detection and better healthcare decisions.

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🏥 AI-Driven Disease Risk Assessment Platform

An advanced healthcare decision-support system powered by Machine Learning models to assess and predict the risk of multiple diseases using patient clinical and lifestyle data. This platform enhances early risk detection and supports doctors and individuals in informed decision-making.

🚀 Key Features

  • ✔ Multi-Disease Assessment (Diabetes, CKD, Parkinson’s — expanding soon)
  • ✔ Explainable AI – Clinical interpretation for every result
  • ✔ Evidence-based health recommendations
  • ✔ Dynamic UI with Light/Dark Themes
  • ✔ Secure Medical PDF Analysis (AI Extract + Insights)
  • ✔ Real-Time Confidence-Based Risk Evaluation

🩺 Supported Disease Modules

Disease Status Risk Analysis Interpretation Recommendations
Diabetes Mellitus
Chronic Kidney Disease (CKD)
Parkinson’s Disease
Medical Document Analysis

📊 Demo Screenshots

  • Diabetes Assessment (Form & Results) WhatsApp Image 2025-11-19 at 23 03 30 WhatsApp Image 2025-11-19 at 23 04 05 WhatsApp Image 2025-11-19 at 23 04 21 WhatsApp Image 2025-11-19 at 23 05 06 WhatsApp Image 2025-11-19 at 23 05 37 WhatsApp Image 2025-11-19 at 23 05 47

  • CKD Assessment WhatsApp Image 2025-11-19 at 20 22 50

  • Parkinson’s Assessment WhatsApp Image 2025-11-19 at 20 22 20

WhatsApp Image 2025-11-19 at 20 22 34

  • Medical PDF Analyzer Module

🧠 Machine Learning & Tech Stack

Layer Tools Used
Frontend React.js + Tailwind CSS
Backend FastAPI (Python) / Node.js
ML Models Logistic Regression, Random Forest, Ensemble Models
Explanation Engine SHAP / Clinical Logic Rules
Deployment Vercel / Render / Docker (Planned)

💻 Setup & Installation

# Clone Repository
git clone https://github.com/amitabh-7t/Medical-Disease-Risk-Assessment-System
cd Medical-Disease-Risk-Assessment-System

# Install dependencies
npm install

# Run app locally
npm run dev

Backend API integration instructions will be added as modules are finalized.

🔮 Future Enhancements

  • Automated medical OCR for report extraction
  • Doctor Dashboard + Patient History Tracking
  • Multi-Disease Correlation Engine
  • PDF/Email export for results
  • Improved Risk Scoring using ensemble predictive models

⚠ Medical Disclaimer

This application is intended strictly for educational & research purposes.
It is not a replacement for clinical diagnosis or professional medical advice.

👑 Author

Amitabh Thakur
Founder — Humans Care Foundation
AI/ML Engineer | Innovator | Healthcare Future Builder
🌐 Bangalore, India

⭐ Contribution

We welcome developers, medical experts & AI enthusiasts
to collaborate and expand this healthcare intelligence system.

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AI-driven multi-disease risk assessment platform using Machine Learning, Explainable AI, and secure medical data analysis. Supports Diabetes, CKD, Parkinson’s and clinical insights for early detection and better healthcare decisions.

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