MedIntel - AI-Powered Healthcare Risk Assessment & Clinical Decision Support System

Overview

MedIntel is a full-stack healthcare web application that uses Machine Learning to predict disease risks (Heart Disease, Diabetes, Kidney Disease) and provides personalized recommendations.

Features

• Patient health data input
• ML-based risk prediction with percentages and risk levels
• Health score calculation
• Personalized recommendations
• History tracking of assessments
• Beautiful, responsive UI

Project Structure

MedIntel/
├── app/
│   ├── __init__.py       # Flask app initialization
│   ├── models.py         # Database models
│   ├── routes.py         # API endpoints
│   ├── templates/        # HTML templates
│   │   └── index.html
│   ├── static/           # CSS, JS, images
│   │   ├── css/style.css
│   │   └── js/app.js
│   └── ml/               # ML models and predictor
│       ├── train_models.py
│       └── predictor.py
├── run.py                # App entry point
└── requirements.txt      # Dependencies

Setup Instructions

1. Install dependencies:

   pip install -r requirements.txt
   

2. Train ML models (first-time setup):

   python app/ml/train_models.py
   

3. Run the application:

   python run.py
   

4. Open in browser: Navigate to http://localhost:5001

Technologies Used

• Frontend: HTML5, CSS3, Vanilla JavaScript
• Backend: Flask (Python)
• Database: SQLite
• Machine Learning: Scikit-learn, NumPy, Pandas, Joblib