Moderna Vaccination AI
Project Overview
Developed by Imperial X Team, this hackathon project introduces an innovative solution to address vaccination hesitancy through AI-powered analytics and visualization tools. The project integrates real-time data analysis with practical medical information to support healthcare providers in their vaccination efforts.
Key Components
1. Vaccination Dashboard
The interactive dashboard serves as a comprehensive visualization platform for vaccination data:
- Regional mapping system with dynamic data display across England
- Customizable filtering system for analyzing:
- Virus impact percentages
- Vaccination hesitancy levels (Moderate, High, Severe)
- Demographic breakdowns by age and gender
- Real-time data updates with smooth transitions between different views
- Interactive elements allowing for detailed data exploration
2. Social Media Analysis
This component monitors and analyzes vaccination-related discussions across social platforms:
- Automated tracking of high-impact posts and key opinion leaders
- Sentiment analysis categorizing content as positive or negative
- Multiple visualization timeframes:
- Daily bi-directional bar charts
- Weekly trend analysis
- Monthly pattern recognition
- Impact scoring system measuring post reach and influence
- Automated data collection and storage through Supabase integration
3. Vaccination Hesitancy Mapping
An advanced AI-driven system for analyzing and improving patient-doctor interactions:
- Conversation analysis capabilities:
- Real-time sentiment tracking
- Key moment identification
- Hesitancy trigger detection
- Strategic intervention tools:
- Customized checklists for healthcare providers
- Communication flow frameworks
- Simulated dialogue scenarios
- Historical tracking and analysis storage
Technical Infrastructure
- Database: Supabase implementation for real-time data management
- AI Agents: Automated data collection and analysis
- Visualization: Interactive charts and maps
- Dashboard is using React
- Integration: Seamless connection between all components
Impact and Applications
The system provides healthcare professionals with:
- Data-driven insights into community vaccination trends
- Tools for identifying and addressing hesitancy factors
- Personalized strategies for patient communication
- Historical data for tracking intervention effectiveness
This comprehensive solution combines cutting-edge AI technology with practical medical information, creating a powerful tool for addressing vaccine hesitancy in modern healthcare settings.
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