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Machine Learning-Based Audiovisual Phenotyping for Measuring Communication, Shared Decision-Making, and Trust
Shely Khaikin1, Vineet Tiruvadi2,3, Jeffrey Brooks3
1Shared Decision Making Laboratory, Temple University, Philadelphia, PA, United States.
JMIR Formative Research
|March 13, 2026
Abstract
Unlabelled:
Machine learning-based audiovisual phenotyping can reveal hidden discrepancies between patients' self-reported experiences and nonverbal expressions, offering a promising tool for objectively assessing communication quality and advancing health equity.

