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

Digital Health Reviews (3858) Reviews (291) mHealth for Data Collection and Research (1780) Wearable Devices and Sensors (1662) Digital Biomarkers and Digital Phenotyping (476)

Published on in Vol 28 (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/73812, first published .
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Association Between Digital Biomarkers of Health and Anxiety: Systematic Review and Meta-Analysis

Association Between Digital Biomarkers of Health and Anxiety: Systematic Review and Meta-Analysis

Authors of this article:

Yolanda Lau1 Author Orcid Image ;   Natalia Chemas2 Author Orcid Image ;   Heema Ajeet Gokani1 Author Orcid Image ;   Rachel Morrell1 Author Orcid Image ;   Harisd Phannarus1, 3 Author Orcid Image ;   Claudia Cooper4 Author Orcid Image ;   Zuzana Walker1, 5 Author Orcid Image ;   Harriet Demnitz-King1, 4 Author Orcid Image ;   Natalie L Marchant1 Author Orcid Image
Article Authors Cited by (6) Tweetations (4) Metrics

Journals

  1. Durmus S. Techno-Hypochondria: A Concept Analysis of Wearable Technology-Induced Health Anxiety Among Healthcare Professionals—Implications for Nursing Management. Healthcare 2026;14(13):1971 View
  2. Park K, Park E, Park W, Jeon E. From Reactive to Proactive Healthcare: Synergizing Wearable Biomarkers and Machine Learning in Digital Therapeutics. Bioengineering 2026;13(9):977 View
  3. Giudice R, Rodriguez-Perez Y, Blanco-Rodriguez A, Arguello-Lacayo L, Alvarez-Campa A. Beyond Behavioral Observation: Digital Biomarkers and Precision Sedation for Non-Verbal Dental Patients: Narrative Review. Journal of Clinical Medical Research 2026;7(3):1 View
  4. Zhou T, Li Y, Xing M, Hu Y, Liu X, Jiao X, Liang J, Ye L. Digital health technologies for chronic disease self-management: A qualitative systematic review. Patient Education and Counseling 2027;154:109863 View
  5. Azadifar S, Sameh A, Nauha L, Kärmeniemi M, Niemelä M, Farrahi V. Severity of depression and anxiety symptoms is reflected in physiological and behavioral metrics collected from a consumer-grade wearable ring. BMC Medicine 2026;24(1) View
  6. Song H, Choi Y, Park J, Hwang H, Kim J, Park C. Integration of Ecological Momentary Assessment and Intervention With Wearable-Based Digital Phenotypes to Treat Anxiety in Young Adults: Mixed Methods Experimental Study. JMIR mHealth and uHealth 2026;14:e88919 View