"Sensorless" (passive) sensing is an adaptive approach that repurposes data from existing devices or data extracted from sensors embedded in everyday objects to passively measure stress, and performance.

​

PROJECTS

AI-enbled multimodal stress sensing: Combining biochemical (cortisol) sensors with biomechanical passive stress sensors. [NSF - SenSE]

Biomechanical stress sensing: https://doi.org/10.1145/2556288.2557243

Biochemical stress sensing: http://baogroup.stanford.edu/index.php/research-highlights/550-science-seeks-a-better-way-to-measure-stress-anxiety-and-depression

​

Clinical Stress: Use PC mouse to detect stress and predict burnout among clinical workers. 

​

Mentaid: Cortisol Stress Sensing. Studying the best locations for skin-like sensors for cortisol detection from sweat.

​

Fast & Furious: Turning the car into an affective sensor.
https://doi.org/10.1145/3173574.3174239

OLDER PROJECTS

Biomechanical Stress
Stress Tracker - Detecting acute stress with a trackpad.

Moustress - https://doi.org/10.1145/2556288.2557243