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

Mobile Health (mhealth) (5167) Digital Health, Telehealth and e-Innovation in Clinical Settings (722) mHealth for Data Collection and Research (1722) Electronic Health Records (1722) Wearable Devices and Sensors (1580) Internet of Things (162) Engagement with and Adherence to Digital Health Interventions, Law of Attrition (807)

Published on in Vol 27 (2025)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/78507, first published .
Woman checking fitness tracker smartwatch during workout

Predicting Engagement Patterns With Connected Wearable Devices in a Health System: Survival Analysis

Predicting Engagement Patterns With Connected Wearable Devices in a Health System: Survival Analysis

Authors of this article:

Allistair Clark1 Author Orcid Image ;   Gillian Gresham2 Author Orcid Image ;   Joshua Pevnick1 Author Orcid Image ;   Raymond Duncan3 Author Orcid Image ;   Mitchell Kamrava4 Author Orcid Image ;   Michael Sobolev2 Author Orcid Image
Article Authors Cited by (4) Tweetations (1) Metrics

Journals

  1. Stachteas P, Bantidos M, Papoutsidakis N, Nasoufidou A, Karakasis P, Sidiropoulos G, Kofos C, Patoulias D, Ediaroglou V, Stavropoulos G, Karagiannidis E, Fyntanidou B, Tsalikakis D, Smyrnakis E, Kassimis G, Papadopoulos C, Fragakis N. Monitoring Atrial Fibrillation Using Wearable Digital Technologies: The Emerging Role of Smartwatches. Journal of Clinical Medicine 2025;15(1):14 View
  2. Sobolev M, Clark A, Kamrava M, Pevnick J, Spiegel B, Duncan R, Gresham G. Patient engagement with consumer wearable devices in the electronic health record. Frontiers in Digital Health 2026;8 View
  3. Zhao Q, Jiang W, Zhang C, Ouyang M, Wu N, Guo Y. Advancing health equity in proactive health management: from data underrepresentation and algorithmic bias to a closed-loop governance framework. Frontiers in Public Health 2026;14 View
  4. Michael D, Hemmingson T, Pauly K, Diestel C, Chase P, Whitsel L, Fiszman M, Patel P, Karlsen M. Optimal Data Collection in Lifestyle Medicine at the Point of Care: A Position Statement From the American College of Lifestyle Medicine. American Journal of Lifestyle Medicine 2026 View