oniichan-11/Cardiovascular-Risk-Assessment-Analytics

AI-powered CVD risk assessment tool for Ghana healthcare with SQL analytics, ML predictions, and interactive dashboard # Cardiovascular-Risk-Assessment-Analytics # 🫀 Cardiovascular Risk Assessment AI Tool ## AI-Powered Decision Support for Ghana Healthcare Context --- ## 📋 Table of Contents - Overview - Features - Tech Stack - Quick Start - Project Structure - Database & SQL Analytics - Machine Learning Model - Deployment - Research Impact - Contributing - License - Contact --- ## 🎯 Overview This project demonstrates **AI-powered clinical decision support for cardiovascular disease screening** in resource-limited healthcare settings. It combines: ✅ **Machine Learning** - Random Forest classifier (92% ROC-AUC) ✅ **Database Design** - 1,207 lines of production-grade SQL ✅ **Interactive Dashboard** - Real-time risk stratification ✅ **Healthcare Economics** - 99% cost reduction vs. traditional screening ✅ **Clinical Integration** - PharmD medication recommendations ✅ **Health Equity Focus** - Ghana NHIS integration **Problem Solved:** CVD is the #1 NCD killer in Ghana (21.5% case fatality rate). Traditional diagnostic screening costs GH¢2,150+ per patient. This AI tool reduces cost to GH¢21.50 (99% reduction) while maintaining 92% accuracy. **Target Users:** Pharmacists, healthcare administrators, clinical decision makers --- ## ✨ Features ### Core Capabilities - **Individual Risk Assessment** - Real-time CVD risk prediction for new patients - **Cohort Analysis** - Epidemiological insights across populations - **Clinical Decision Support** - Evidence-based medication recommendations - **Interactive Visualizations** - Age distributions, risk factors, disease correlations - **Data Transparency** - Download analysis results ### Technical Features - **Machine Learning Pipeline** - scikit-learn Random Forest with hyperparameter tuning - **SQL Analytics** - 26 professional queries across epidemiology, economics, and outcomes - **Responsive Design** - Works on desktop, tablet, mobile - **Dark/Light Theme** - Accessibility-focused design - **Real-time Updates** - Live data proce …