MedIntel – Smart Health Monitor

Setup Instructions

1. Install dependencies

pip install -r requirements.txt

2. Configure environment

Edit .env and add your Groq API key:

GROQ_API_KEY=your_key_here

3. Run the app

python run.py

The app will start at http://localhost:5000

A default admin account is created automatically:

• Email: admin@medintel.com
• Password: admin123

4. Project Structure

medintel/
├── app.py              # Main Flask app & all routes
├── models.py           # Database models (SQLAlchemy)
├── health_score.py     # AI health score engine
├── run.py              # Startup script (creates DB + admin)
├── requirements.txt
├── .env                # GROQ_API_KEY goes here
├── heart.csv           # Heart disease training data
├── ml_models/          # Trained ML models (auto-generated)
├── static/css/
│   └── style.css
└── templates/
    ├── base.html
    ├── index.html
    ├── login.html / register.html
    ├── dashboard.html
    ├── doctor_dashboard.html
    ├── admin.html
    └── ... (all other pages)

Roles

• Patient – health data, BMI, AI predictions, appointments, prescriptions
• Doctor – view patients, manage appointments, write prescriptions
• Admin – system overview panel

Bugs Fixed

1. base.html – Missing <script> tag (JS was running as raw HTML text)
2. app.py – Admin users had no dashboard redirect (infinite loop)
3. app.py – prediction route didn't pass details to template on GET
4. app.py – if not user: block was broken after a bad edit
5. app.py – load_model() now falls back to root directory for .pkl files
6. app.py – All deprecated User.query.get() calls updated to db.session.get()