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Beehive

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A Data Federation Approach to Analyze Behavioral Health and Supplement Healthcare Practice with Community Health Metrics in Alaska

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# Beehive  
<img align="left" src="static/favicon.svg" width="30" title="Beehive Logo" alt="Beehive Logo">

A Data Framework for Behavioral Health with Digitized Drawings and Photographs.

## Project Description

This project aims to analyze behavioral health and complement healthcare practice with community health metrics in Alaska using a data federation approach. By leveraging data from various sources, we can gain insights into behavioral health patterns and improve healthcare practices in the community.

## Tech Stacks Used  
- **Backend**: Flask (Python)
- **Frontend**: React (TypeScript) in `frontend/`
- **User Authentication**: Google OAuth2
- **Local Authentication**: JWT-based auth with optional Google OAuth for admin
- **Database**: MongoDB
- **Storage**: Local filesystem for media uploads in `uploads/` with PDF thumbnails in `uploads/thumbnails/`
  
## Workflow
```mermaid
graph TD;
  User["User uploads an image with title, description, sentiment & voice note"] -->|POST request| Backend[Flask Backend]
  Backend -->|Stores metadata| MongoDB[MongoDB Database]
  Backend -->|Stores image & voice note| StaticFolder[Static Folder]
  Admin["Admin views uploaded images & metadata"] -->|GET request| Backend
  Backend -->|Fetches data| MongoDB
  Backend -->|Serves images & voice notes| StaticFolder
  User & Admin -->|Authenticated| Auth[Flask Authentication]

```

## Setup Instructions

For instructions to configure and run this project locally, see the [setup.md](docs/setup.md).

## GitHub Stars

[![Star History Chart](https://api.star-history.com/svg?repos=KathiraveluLab/Beehive&type=date&legend=top-left)](https://www.star-history.com/#KathiraveluLab/Beehive&type=date&legend=top-left)

## Contributing

`dev` branch is our primary development branch. The `main` branch is our stable branch. Please create pull requests against the dev branch if you are contributing to ongoing development. For specific contribution guidelines, see the [contributing.md](docs/contributing.md).

## Citation

If you use this work in your research, please cite the following publication:

* Abdullah, M. F., Kwon, J., Bagwan, A., Gupta, I., Moxley, D., and Kathiravelu, P. **A Data Framework for Behavioral Health with Digitized Drawings and Photographs.** In _the 20th Annual IEEE International Systems Conference (SysCon)._ April 2026. (pp. 1-8). IEEE. https://doi.org/10.1109/SysCon66367.2026.11503585

Beehive

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