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A newer version of the Streamlit SDK is available: 1.55.0

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metadata

title: COVID-19 Precision Prevention - Digital Twin Model
emoji: 🦠
colorFrom: blue
colorTo: green
sdk: streamlit
sdk_version: 1.32.0
app_file: app_combined.py
pinned: false

COVID-19 Precision Prevention: Digital Twin Model

Interactive 3D visualization system for precision COVID-19 prevention strategies using viral load (Ct value) data.

Features

Tab 1: Contact Tracing (Alpha Variant) - Determine optimal retrospective tracing duration based on confirmed case Ct values
Tab 2: Quarantine & Isolation (Omicron Variant) - Optimize quarantine duration based on Ct values and booster vaccination status
AI Assistant - GPT-4 powered intelligent analysis and recommendations
3D Visualization - Interactive exploration of effectiveness across different scenarios

Data Source

Based on research from: "A Bayesian Digital Twin Model for Precision Control of Emerging Infectious Diseases Using Viral Load Data" (Lin et al., 2025)

Usage

Enter your OpenAI API Key in the sidebar
Adjust parameters (Ct value, days, vaccination status)
Explore 3D visualizations
Get AI-powered strategy recommendations