its-kios09/eid-duplicate-detection-agent

AI-powered multi-step agent that detects and prevents duplicate patient records in HIV Early Infant Diagnosis (EID) and Viral Load (VL) testing systems across healthcare facilities in Kenya. # EID/VL Duplicate Detection Agent **AI-Powered Healthcare Data Quality for Kenya** View Demo • Documentation • Quick Start --- ### 📊 Impact Metrics ``` ┌─────────────────────────────────────────────────────────────┐ │ 99% Time Reduction │ $195K Annual Savings │ 95% Accuracy │ └─────────────────────────────────────────────────────────────┘ ``` **Detection Time:** 2 hours → 8 seconds **Duplicates Found:** 131 of 1,010 records **High-Risk Cases:** 3 requiring immediate action **Facilities Analyzed:** 59 across Kenya --- ## 🎯 Problem Statement In Kenya's HIV testing programs, patients access Early Infant Diagnosis (EID) and Viral Load (VL) services at multiple facilities using different names and IDs, creating duplicate records that: - 💰 **Waste $195,000+ annually** on redundant testing - 📉 **Compromise patient care** by breaking treatment continuity - 📊 **Distort PEPFAR/MOH reporting** with inaccurate metrics - ⏱️ **Require 2+ hours** of manual review per case **Current State:** - 4.5% duplicate rate across records - 56% of duplicates go undetected - Manual detection catches only 44% - No real-time prevention at registration --- ## 💡 Solution A **multi-agent AI system** built with Elasticsearch Agent Builder that detects, analyzes, and prevents duplicate patient records through intelligent orchestration of specialized agents. ### Three Specialized Agents Working Together: **🔍 Detection Agent** - Finds duplicates using ES|QL pattern matching - Cross-facility analysis - Demographic consistency checking - Temporal anomaly detection **⚖️ Risk Assessor Agent** - Calculates risk scores (0-100) - Classifies: CRITICAL/HIGH/MEDIUM/LOW - Generates evidence packages - Identifies fraud patterns **📋 Action Recommender Agent** - Provides specific next steps - Facility intervention suggestions - Policy recommendations - Implementation guidance --- ## 🚀 Quick Start ### For Hackathon Judges (15 minutes) Complete setup guide: **JUDGES_SETUP.md** ### …