PHARMA CORE is a next-generation clinical intelligence engine designed to predict, analyze, and explain complex Drug-Drug Interactions (DDI). By bridging the gap between classical Machine Learning (Logistic Regression) and state-of-the-art Generative AI (Google Gemini), it provides healthcare professionals with instant risk assessments and deep biological insights.

The platform is built using a modern, scalable tech stack:

• Backend: FastAPI (Python)
• Frontend: HTML5, Vanilla CSS (Glassmorphism UI), JavaScript (ES6+)
• GenAI: Google Gemini Pro API
• Machine Learning: Scikit-Learn (Logistic Regression) & XGBoost
• Database: SQLite3 / SQLAlchemy
• Data Processing: Pandas
• Containerization: Docker & Docker Compose

• ⚡ Real-time Predictive Engine: Instant severity prediction (Severe, Moderate, Mild) using a Logistic Regression model with 83.2% accuracy.
• 🧠 GenAI Clinical Explanations: Powered by Google Gemini, provides streaming, word-by-word clinical justifications for interaction risks.
• 🛡️ Glassmorphism UI: A premium, futuristic dashboard built for high-performance clinical data visualization.
• 📜 Interaction History: Persistent tracking of previous diagnostics for rapid clinical review.
• 📦 Scalable Architecture: Fully containerized using Docker for seamless deployment across any environment.
• 🔄 Data Integration: Robust pipeline to merge and process clinical interaction datasets.

Follow these steps to get the platform up and running on your local machine:

git clone https://github.com/Monu034/Drug-Interaction-Intelligence-Platform.git
cd Drug-Interaction-Intelligence-Platform

Create a .env file in the root directory and add your Google Gemini API key:

GOOGLE_API_KEY=your_gemini_api_key_here

Ensure you have Python 3.9+ installed, then run:

# Install dependencies
pip install -r requirements.txt

# Start the application
python -m app.main

The application will be available at http://localhost:8000.

If you have Docker and Docker Compose installed:

docker-compose up --build

The application will be accessible at http://localhost:8000.

Below is a preview of the PHARMA CORE intelligence dashboard in action, showcasing the glassmorphism interface and real-time clinical analysis.

Note: The dashboard provides real-time streaming explanations of drug interactions, helping clinicians understand the underlying biological mechanisms.