Team-apicalypse

HEALTH IT SYSTEMS PROJECT NAME- PHRELIS:ADVANCED MEDICAL INTELLIGENCE TEAM NAME-Apicalypse

DEPLOYED LINK-N.A 2-minute Demonstration Video link-https://drive.google.com/file/d/1Oei6iPnm21abbFYT2fWbSiRxrPO0FJ_f/view?usp=sharing PPT Link-https://drive.google.com/file/d/1wH63sMR4DIt5nEqgsThxg6ZV7LjT0ftA/view?usp=sharing

🏥 PHRELIS – Predictive Hospital Resource & Emergency Load Intelligence System

PHRELIS is an AI-powered hospital operating system that performs intelligent emergency triage, dynamically allocates beds, ventilators, medical staff, and ambulances, and predicts emergency inflow to prevent hospital overload.

---

📌 Project Overview

Modern hospitals face:

• Emergency patient surges
• ICU bed & ventilator shortages
• Doctor and nurse overload
• Delayed ambulance dispatch
• Reactive instead of predictive operations

PHRELIS transforms hospital operations by enabling:

• AI-assisted emergency triage (ESI-based)
• Automated ICU / ER bed allocation
• Intelligent ventilator assignment
• Real-time doctor & staff allocation
• Smart ambulance dispatch
• Predictive emergency inflow analytics
• Live system-wide updates via WebSockets

---

🚀 Core Features

🩺 Smart Triage & Admission

• Accepts SpO₂, heart rate, and symptoms
• Automatically determines ESI level
• Assigns:
  • ICU / ER bed
  • Ventilator (critical cases)
  • Attending doctor
  • Nursing staff
• Generates AI-based clinical justification

---

👨‍⚕️ Staff & Doctor Allocation

• Doctors assigned based on:
  • Availability
  • Specialty relevance
  • Current workload
• Nurses allocated using safe patient-to-staff ratios
• Prevents staff overload and burnout
• Updates assignments in real time

---

🚑 Ambulance Dispatch System

• Automatically dispatches ambulances for:
  • Critical ESI-1 & ESI-2 patients
  • Emergency referrals
• Tracks:
  • Available ambulances
  • Active deployments
• Live ambulance readiness indicators

🧪 Usage Instructions

• Open the Smart Triage Portal.
• Enter patient vitals:
  • SpO₂ (%)
  • Heart Rate (BPM)
  • Symptoms (comma-separated)
• Click Assess & Admit Patient.
• PHRELIS automatically:
  • Assigns the ESI triage level
  • Allocates an ICU / ER bed
  • Allocates a ventilator for critical patients
  • Assigns an available doctor and nursing staff
  • Dispatches an ambulance if required
• All updates appear instantly on the dashboard via real-time synchronization.

🛠 Tech Stack

Frontend

• Next.js (React)
• TypeScript
• Tailwind CSS
• WebSockets (real-time UI updates)

Backend

• FastAPI
• SQLAlchemy ORM
• SQLite / PostgreSQL
• LangChain + Google Gemini (AI reasoning)
• WebSockets

⚙️ Setup & Installation Instructions

1️⃣ Clone the Repository

git clone https://github.com/your-username/phrelis-hospital-os.git cd phrelis-hospital-os

2️⃣ Backend Setup (FastAPI)

Navigate to the backend directory:

cd backend

Create and activate a virtual environment:

python -m venv venv source venv/bin/activate # Windows: venv\Scripts\activate

Install backend dependencies:

pip install -r requirements.txt

Create a .env file in the backend directory:

GOOGLE_API_KEY=your_google_gemini_api_key

Start the FastAPI server:

uvicorn main:app --reload

Backend will run at:

http://localhost:8000

3️⃣ Frontend Setup (Next.js)

Navigate to the frontend directory:

cd frontend Install frontend dependencies: npm install

Start the development server:

npm run dev

Frontend will run at:

http://localhost:3000

Screenshots: