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

Wearables and MHealth Reviews (281) Digital Biomarkers and Digital Phenotyping (215) Reviews in Digital Mental Health (256) mHealth for Wellness, Behavior Change and Prevention (3029) mHealth for Data Collection and Research (1035) Anxiety and Stress Disorders (1138) Depression and Mood Disorders; Suicide Prevention (1466) Wearable Devices and Sensors (947)

Published on in Vol 12 (2024)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/40689, first published .
Digital Phenotyping for Stress, Anxiety, and Mild Depression: Systematic Literature Review

Digital Phenotyping for Stress, Anxiety, and Mild Depression: Systematic Literature Review

Digital Phenotyping for Stress, Anxiety, and Mild Depression: Systematic Literature Review

Authors of this article:

Adrien Choi1 Author Orcid Image ;   Aysel Ooi1 Author Orcid Image ;   Danielle Lottridge1 Author Orcid Image
Article Authors Cited by (6) Tweetations (4) Metrics

Journals

  1. Karas M, Huang D, Clement Z, Millner A, Kleiman E, Bentley K, Zuromski K, Fortgang R, DeMarco D, Haim A, Donovan A, Buonopane R, Bird S, Smoller J, Nock M, Onnela J. Smartphone Screen Time Characteristics in People With Suicidal Thoughts: Retrospective Observational Data Analysis Study. JMIR mHealth and uHealth 2024;12:e57439 View
  2. Lim D, Jeong J, Song Y, Cho C, Yeom J, Lee T, Lee J, Lee H, Kim J. Accurately predicting mood episodes in mood disorder patients using wearable sleep and circadian rhythm features. npj Digital Medicine 2024;7(1) View
  3. Odom J, Lee K, Currie E, Allen-Watts K, Harrell E, Bechthold A, Engler S, Curry K, Kamal A, Ritchie C, Demiris G, Wright A, Bakitas M, Azuero A. Feasibility and Acceptability of Collecting Passive Smartphone Data for Potential Use in Digital Phenotyping Among Family Caregivers and Patients With Advanced Cancer. JCO Clinical Cancer Informatics 2025;(9) View
  4. Rocchi G, Vocaj E, Moawad S, Antonucci A, Grigioni C, Giuffrida V, Bordini J. Optimizing personalized psychological well-being interventions through digital phenotyping: results from a randomized non-clinical trial. Frontiers in Psychology 2025;15 View
  5. Bello C, Eisler P, Heidegger T. Perioperative Anxiety: Current Status and Future Perspectives. Journal of Clinical Medicine 2025;14(5):1422 View
  6. Heckler W, Feijó L, de Carvalho J, Barbosa J. Digital phenotyping for mental health based on data analytics: A systematic literature review. Artificial Intelligence in Medicine 2025;163:103094 View