Description:
In this project, heterogeneous medical data collected from Bipolar Disorder patients is continuously acquired via FDA-approved wearable system Zephyr BioHarnessTM BT for 24 hours.
The wearable is a vest that incorporates a set of electrophysiological and biomechanical sensors including and not limited to: Heart Rate, Breathing Rate, IR Skin Temperature, Posture, Activity...etc.
The collected data was recorded from patients in Ottawa (n = 40) and others at CAMH (n = 13).
Background/History
Any information that can help understand the project better
Past research in the field that you’re building upon
Research that inspired you to start this project
Any additional information that can help show progress or movement
Purpose
This project is being conducted to have a better understanding of the physiological and kinematic manifestations of Bipolar Disorder at different stages.
The aim is to have a clear data-driven model that serves as diagnostic and treatment progress monitoring tool for Bipolar Disorder patients and caregivers.
Benefits
This project will be beneficial to the caregivers (doctors and nurses) primarily, and for the patients and their family members being a part of the biofeedback loop that aids in their treatment.
The developed models and analytical workflows may be deployed in wearable medical devices or on secure cloud to provide diagnostic and therapeutic feedback, as well as insights on BD progress for the progress of mental health research.
How
Secure Data Download → QA/QC → EDA → ML/AI for Modeling and Classification.
Further reading
Any papers or article that I can use to understand better
Additional information
Anything that you think is relevant that doesn’t fit under any of the sections above.
What:
- Examining wearable vest data
How:
Resource Stack
Resource | Location |
---|---|
Point of Contact | |
GDrive | https://drive.google.com/drive/u/0/folders/1oWQsZ2oUdIux_aDrOJTJEtOsCzQvo6JD |
Project Tracking | https://github.com/aid4mh/zephyr_data_analysis/projects/1 |
Code Repo |