BioSync is an AI/ML prototype that detects early, "weak" health risk signals by analyzing real-world, self-reported data (i.e., everyday inputs described by a person, not medical records).
By leveraging a sophisticated Bayesian inference engine and linear regression models, BioSync transforms raw symptom log and journal entries into actionable insights across multiple risk domains, helping users understand their holistic well-being before issues become acute.
Visualize neurological activity and structural integrity in real-time.
- Neural Activity Index: Monitors electrical brain activity patterns.
- Brain Symmetry Index: Analyzes left-right hemisphere synchronization.
- Volumetric Analysis: Tracks Hippocampal and Gray Matter volume trends.
A powerful inference engine that maps reported symptoms to potential conditions across 6 key risk domains:
- Metabolic: Blood sugar, thyroid function.
- Cardiovascular: Heart health, circulation.
- Neurological: Cognitive function, nerve health.
- Psycho-emotional: Stress, mood, mental resilience.
- Musculoskeletal: Joint health, mobility.
- Immune/Inflammatory: Systemic inflammation, autoimmune markers.
An AI-driven conversational interface that allows users to:
- Log symptoms naturally (e.g., "I've been feeling dizzy and tired lately").
- Receive immediate, data-backed insights.
- Get personalized "Next Steps" and recommendations.
- Correlation Matrix: Explore relationships between different health vectors (e.g., Sleep vs. Stress).
- Trend Analysis: View historical data to spot long-term patterns.
- Real-time Metrics: Gauges and charts for instant health status updates.
- Frontend Framework: React
- Build Tool: Vite
- Styling:
- Tailwind CSS for utility-first styling.
- Vanilla CSS for custom animations and component-specific styles.
- Data Visualization:
- Chart.js & React-Chartjs-2 for complex charts.
- Icons: Lucide React for clean, consistent iconography.
- Linting: ESLint with recommended configurations.
- Node.js (v18 or higher recommended)
- npm (v9 or higher)
-
Clone the repository
git clone https://github.com/your-username/healthsig.git cd healthsig -
Install dependencies
npm install
-
Run the development server
npm run dev
The application will actvie at
http://localhost:5173. -
Build for production
npm run build
src/components/: React components (Dashboard, Charts, Chat).BioSyncDashboard.jsx: Main dashboard layout.HealthChat.jsx: Chat interface.
src/engine/: Core logic & analysis engines.medicalKnowledgeBase.js: Symptom-Condition mappings.riskScorer.js: Bayesian probability calculator.
src/data/: Mock data for demos and testing.src/App.jsx: Main application entry point.src/main.jsx: React DOM rendering.
Contributions are welcome! Please follow these steps:
- Fork the repository.
- Create a new branch (
git checkout -b feature/AmazingFeature). - Commit your changes (
git commit -m 'Add some AmazingFeature'). - Push to the branch (
git push origin feature/AmazingFeature). - Open a Pull Request.
Distributed under the MIT License. See LICENSE for more information.