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

Digital Health Reviews (3860) Mobile Health (mhealth) (5314) Electronic/Mobile Data Capture, Internet-based Survey & Research Methodology (1777) mHealth for Data Collection and Research (1782) Digital Biomarkers and Digital Phenotyping (476)

Published on in Vol 28 (2026)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/84146, first published .
Close-up of hands holding a smartphone, showing the dual camera system.

Smartphone-Based Digital Phenotyping Across Health Conditions: Scoping Review

Smartphone-Based Digital Phenotyping Across Health Conditions: Scoping Review

Authors of this article:

Arlen Dumas1 Author Orcid Image ;   Joanne Hokayem2 Author Orcid Image ;   Georgia Goodman3 Author Orcid Image ;   Krishna Venkatasubramanian1 Author Orcid Image ;   Peter Chai2 Author Orcid Image
Article Authors Cited by (5) Tweetations (1) Metrics

Journals

  1. Meistro F, D’Angelo P, Spadari A, Rinnovati R. Smartphone-Based Technologies in Equine Sports Medicine: Supporting Athlete Management—A Review. Sensors 2026;26(13):4002 View
  2. Lee T, Choi K, Lee H. Smartphone-Based Digital Phenotyping for Identifying Elevated Depressive Symptom Levels Using Machine Learning. Applied Sciences 2026;16(15):7457 View
  3. Kucab E, Szpanelewski K, Kołodziej R, Kołodziej A, Klecha J, Dziki K, Kula I, Ciemięga J, Adamiec W, Danilczuk D, Półchłopek S, Lulek S. DIGITAL PHENOTYPING IN SCHIZOPHRENIA: CLINICAL APPLICATIONS, ETHICAL CHALLENGES, AND SOCIETAL IMPLICATIONS. A COMPREHENSIVE REVIEW. International Journal of Innovative Technologies in Social Science 2026;4(2(50)) View
  4. Zhao W, Go K. Short-Term Emotion Change Prediction With Compact and Informative Mobile Sensing Inputs. IEEE Access 2026;14:149189 View
  5. Honeychurch K. Beyond the Camera: Applications of Embedded Smartphone Sensors in the Analytical Sciences. Sci 2026;8(10):303 View