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Description:

In this project, heterogeneous Heterogeneous medical data collected from Bipolar Disorder patients is continuously acquired via FDA-approved wearable system Zephyr BioHarnessTM BT for 24 hours.


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titleBackground/History


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

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Past research in the field that you’re building upon

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titlePurpose

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.

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titleBenefits

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.

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titleHow
Secure Data Download → QA/QC → EDA → ML/AI for Modeling and Classification.
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titleFurther reading

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Additional information

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What:

  • Examining wearable vest data

How:

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https://github.com/aid4mh/zephyr_data_analysis/

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titleAdditional information
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