AI-Driven Emergency Healthcare Platform Development by Ayema AmirAI-Driven Emergency Healthcare Platform Development by Ayema Amir

AI-Driven Emergency Healthcare Platform Development

Ayema Amir

Ayema Amir

Smart Health Emergency System 🚑

A project that utilizes AI and data-driven solutions to revolutionize emergency healthcare by providing an AI-powered triage and ambulance routing platform.

Project Overview

The Smart Health Emergency System is an innovative platform designed to transform emergency care. This initial version addresses critical challenges in healthcare emergency response with three core components:
AI Triage Engine: An intelligent system for patient risk classification.
Route Optimization: A fast and efficient algorithm for optimal ambulance routing.
Clinical Dashboard: A real-time monitoring and decision support tool for medical professionals.

Core Implementation

1. Fuzzy Triage Engine

This engine processes six vital patient parameters to classify risk.
Parameters: Temperature, SpOâ‚‚, Heart Rate, Blood Pressure, Age
Rules: Uses 529 medically-valid rules based on fuzzy logic (implemented with Python/simpful) to classify a patient's status.
Output: Provides a status (Stable/Serious/Critical) and a risk score from 0-100.

2. A* Route Optimization

This component ensures ambulances are routed optimally to their destination.
Integration: Utilizes a real-world road network (osmnx).
Logic: Penalizes unsuitable paths like footpaths or residential streets to provide realistic and safe routes.
Performance: Achieves a rapid response time of 2-4 seconds for emergency routing.

3. Clinical Dashboard

A real-time dashboard for enhanced clinical decision-making.
Features:
Live patient status monitoring
Risk distribution analytics
Interactive maps displaying ambulance routing

Tech Stack

Python: Primary programming language
Streamlit: For building the interactive dashboard
Simpful: For the fuzzy logic triage engine
OSMnx: For integrating and analyzing the road network data
NetworkX: For graph and network analysis
Folium: For visualizing interactive maps
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Posted Sep 19, 2026

Developed an AI-driven triage and routing platform for emergency healthcare.