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This paper is in the following e-collection/theme issue:

Research Letter (147) Consumer & Patient Education and Shared-Decision Making (1301) Depression and Mood Disorders; Suicide Prevention (2518) Diagnostic Tools in Mental Health (454) Machine Learning (3329) Digital Biomarkers and Digital Phenotyping (470) Voice Phenotyping and Vocal Biomarkers (36)

Published on in Vol 10 (2026)

This is a member publication of University College London (Jisc)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/85906, first published .
Woman on laptop with facial recognition and audio waveform analysis

Machine Learning–Based Audiovisual Phenotyping for Measuring Communication, Shared Decision-Making, and Trust

Machine Learning–Based Audiovisual Phenotyping for Measuring Communication, Shared Decision-Making, and Trust

Authors of this article:

Shely Khaikin1 Author Orcid Image ;   Vineet Tiruvadi2, 3 Author Orcid Image ;   Jeffrey Brooks3 Author Orcid Image ;   Alice Baird3 Author Orcid Image ;   Anne-Catherine Grela-Mpoko1 Author Orcid Image ;   Lindsey Hoffman1 Author Orcid Image ;   Jadyn Crossley1 Author Orcid Image ;   Menachem Leasy4 Author Orcid Image ;   Jaime Fineman5 Author Orcid Image ;   Margot Savoy6 Author Orcid Image ;   Laura Igarabuza4 Author Orcid Image ;   Anuradha Paranjape7 Author Orcid Image ;   Cheryl YS Foo8 Author Orcid Image ;   Michael L Birnbaum9, 10 Author Orcid Image ;   Yaara Zisman-Ilani11, 12, 13 Author Orcid Image
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Journals

  1. Kim J. Artificial Intelligence in Shared Decision-Making Education: A Scoping Review with Ethical Implications for Designing Virtual Standardized Patients. Korean Journal of Medical Ethics 2026;29(3):163 View