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

Voice Phenotyping and Vocal Biomarkers (40) Digital Mental Health Interventions, e-Mental Health and Cyberpsychology (3432) mHealth for Data Collection and Research (1811) Digital Biomarkers and Digital Phenotyping (485) Ecological Momentary Assessment (EMA) (535) Affective Computing (39)

Published on in Vol 11 (2026)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/103398, first published .
Young woman with glasses smiling at her smartphone outdoors

Digital Phenotyping of Voice Biomarkers for Psychological States in College Students: Longitudinal Mobile App Study

Digital Phenotyping of Voice Biomarkers for Psychological States in College Students: Longitudinal Mobile App Study

Authors of this article:

York Li1, 2 Author Orcid Image ;   Tara Maddala2 Author Orcid Image ;   Shreeya Behera2, 3 Author Orcid Image ;   Robert D Henry4, 5 Author Orcid Image ;   Adam Whitney2 Author Orcid Image ;   Jason Carlson2 Author Orcid Image ;   Jeremy P Jamieson6 Author Orcid Image
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York Li   1, 2 ;   Tara Maddala   2 , PhD ;   Shreeya Behera   2, 3 , PhD ;   Robert D Henry   4, 5 , PhD ;   Adam Whitney   2 , PhD ;   Jason Carlson   2 , MPH ;   Jeremy P Jamieson   6 , PhD

1 School of Information Sciences (iSchool), University of Illinois Urbana-Champaign, Champaign, IL, United States

2 Pandora Bio, Sunnyvale, CA, United States

3 Department of Statistics and Data Science, Northwestern University, Evanston, IL, United States

4 Tobacco Settlement Endowment Trust (TSET) Health Promotion Research Center, University of Oklahoma, Tulsa, OK, United States

5 Department of Biostatistics & Epidemiology, University of Oklahoma Health Campus, Tulsa, OK, United States

6 Department of Psychology, University of Rochester, Rochester, NY, United States

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