GitHub - senmajur/Jittr: Jittr is a browser extension and interactive simulation that tracks mouse movement and click behavior, using machine learning on real ADHD datasets to highlight attention patterns and ADHD‑like signals — turning everyday digital activity into insights for cognitive health.

Branches Tags

Name		Name	Last commit message	Last commit date
Latest commit History 2 Commits
cognitive_load		cognitive_load
icons		icons
stress/Data/user 1		stress/Data/user 1
.DS_Store		.DS_Store
.gitignore		.gitignore
README.txt		README.txt
XGboost.py		XGboost.py
adhd_mouse_only_pipeline.pkl		adhd_mouse_only_pipeline.pkl
background.js		background.js
content.js		content.js
exp1_key.csv		exp1_key.csv
exp1_mouse.csv		exp1_mouse.csv
exp2_key.csv		exp2_key.csv
exp2_mouse.csv		exp2_mouse.csv
exp_merged_labeled.xlsx		exp_merged_labeled.xlsx
exp_oversampled.xlsx		exp_oversampled.xlsx
logistic_regression.py		logistic_regression.py
logistic_regression2.py		logistic_regression2.py
logistic_regression3.py		logistic_regression3.py
logreg_accuracy_tuned.pkl		logreg_accuracy_tuned.pkl
logreg_pipeline.pkl		logreg_pipeline.pkl
manifest.json		manifest.json
mouseData.js		mouseData.js
oversample.py		oversample.py
popup.html		popup.html
popup.js		popup.js
presentation.html		presentation.html
serve_model.py		serve_model.py
simulation.html		simulation.html
simulation.js		simulation.js
start_model_server.py		start_model_server.py
styles.css		styles.css
xgb_pipeline.pkl		xgb_pipeline.pkl
~$exp_oversampled.xlsx		~$exp_oversampled.xlsx

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# 🛰️ JITTR — Neural Mouse Tracking for Cognitive Health

Jittr is a browser extension and interactive simulation that analyzes **mouse movements and clicks** to surface **ADHD-like behavioral patterns**. By tracking metrics such as reaction time, path efficiency, and motion variability, Jittr applies a **machine learning model trained on real ADHD datasets** to provide a **probability score** of ADHD-like signals.

⚠️ **Disclaimer**: Jittr is a research prototype — not a medical diagnosis tool.

## Features
- Real-time mouse tracking and analytics
- ADHD-like pattern detection
- Interactive simulation game
- Privacy-first: all data stays local

## Installation
1. Install the Jittr Chrome extension and launch the simulation interface.
2. Click **Load unpacked** → select the Jittr project folder
3. Launch Jittr from the Chrome extensions bar

## Usage
- Open the popup and click "Launch Simulation" to start the game
- Use the metrics panel to view your performance

## Development
- See `serve_model.py` for backend model serving
- See `simulation.js` for simulation logic

About

Jittr is a browser extension and interactive simulation that tracks mouse movement and click behavior, using machine learning on real ADHD datasets to highlight attention patterns and ADHD‑like signals — turning everyday digital activity into insights for cognitive health.

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