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

Wearables and MHealth Reviews (282) Wearable Devices and Sensors (988) Sleep Monitoring, Sleep Quality, Sleep Disorders (226) Fitness Trackers and Smart Pedometers/Accelerometers (610) Wearable Devices and Sensors (988) mHealth for Data Collection and Research (1077) mHealth for Data Collection and Research (1077) Fitness Trackers and Smart Pedometers/Accelerometers (610) Sleep Monitoring, Sleep Quality, Sleep Disorders (226)

Published on in Vol 12 (2024)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/52192, first published .
Accuracy of Fitbit Charge 4, Garmin Vivosmart 4, and WHOOP Versus Polysomnography: Systematic Review

Accuracy of Fitbit Charge 4, Garmin Vivosmart 4, and WHOOP Versus Polysomnography: Systematic Review

Accuracy of Fitbit Charge 4, Garmin Vivosmart 4, and WHOOP Versus Polysomnography: Systematic Review

Authors of this article:

An-Marie Schyvens1, 2 Author Orcid Image ;   Nina Catharina Van Oost3 Author Orcid Image ;   Jean-Marie Aerts3 Author Orcid Image ;   Federica Masci3 Author Orcid Image ;   Brent Peters4 Author Orcid Image ;   An Neven4 Author Orcid Image ;   Hélène Dirix4 Author Orcid Image ;   Geert Wets4 Author Orcid Image ;   Veerle Ross4, 5 Author Orcid Image ;   Johan Verbraecken1, 2 Author Orcid Image
Article Authors Cited by (17) Tweetations (18) Metrics

Journals

  1. Doherty C, Baldwin M, Keogh A, Caulfield B, Argent R. Keeping Pace with Wearables: A Living Umbrella Review of Systematic Reviews Evaluating the Accuracy of Consumer Wearable Technologies in Health Measurement. Sports Medicine 2024;54(11):2907 View
  2. Zhao X, He Y, Zhang J, Lin S, Zou H, Ma Y. Effects of Insufficient Sleep on Myopia in Children: A Systematic Review and Meta-Analysis. Nature and Science of Sleep 2024;Volume 16:1387 View
  3. Uchida T, Kurosawa T. Objective and Subjective Sleep Characteristics of Japanese University Students: Analysis Using Questionnaires and Wearable Trackers. Japanese Psychological Research 2025;67(2):162 View
  4. Harai N, Okuma H, Tsuchiya K, Matsuoka S, Kashiwagi K. Increased Steps in Japanese Older Adults Associated with Improved Winter Sleep Quality. Gerontology and Geriatric Medicine 2024;10 View
  5. Kovrov G, Posokhov S, Chernikova A, Funtova I, Shishkina A, Khivintseva E, Zakharov A, Shirolapov I. Validation of ballistocardiography data for predicting the sleep efficiency in healthy individuals and patients with insomnia. S.S. Korsakov Journal of Neurology and Psychiatry 2024;124(10):60 View
  6. Saeb S, Nelson B, Barman P, Verma N, Allen H, de Zambotti M, Baker F, Arra N, Sridhar N, Sullivan S, Plowman S, Rainaldi E, Kapur R, Shin S. Performance of the Verily Study Watch for measuring sleep compared to polysomnography. Frontiers in Sleep 2024;3 View
  7. Novacic K, Pischke C, von Gall C. Body mass index is associated with subjective workload and REM sleep timing in young healthy adults. Open Health 2025;6(1) View
  8. Hickman R, Lai Jie D, Shergill S, Laborde S, D’Oliveira T. Validation of the Caen Chronotype Questionnaire: Exploring the added value of amplitude and correlations with actigraphy. Chronobiology International 2025;42(3):378 View
  9. Scott H, Green M, Jones K, Loffler K, Lovato N, Toson B, Bensen-Boakes D, Perlis M, Drummond S, Kaambwa B, Lack L. Comparing the efficacy of technology-enabled treatments for insomnia: study protocol for a randomized controlled trial. Sleep Advances 2025;6(1) View
  10. Holmqvist S, Kaplan M, Chaturvedi R, Shou H, Giovannetti T. Longitudinal and Combined Smartwatch and Ecological Momentary Assessment in Racially Diverse Older Adults: Feasibility, Adherence, and Acceptability Study. JMIR Human Factors 2025;12:e69952 View
  11. Joensen E, Frederiksen L, Frederiksen S, Valeur E, Giordano R, Hertel E, Petersen K. Sex and Sleep Quality Effects on the Relationship Between Sleep Disruption and Pain Sensitivity. European Journal of Pain 2025;29(5) View
  12. Nelson B, Saeb S, Barman P, Verma N, Allen H, de Zambotti M, Baker F, Arra N, Sridhar N, Sullivan S, Plowman S, Rainaldi E, Kapur R, Shin S. Performance Evaluation of the Verily Numetric Watch Sleep Suite for Digital Sleep Assessment Against In‐Lab Polysomnography. Journal of Sleep Research 2025 View
  13. 苏占国 , 苏倚平 . 运动-睡眠-学业协同发展的理论模型构建与作用机制研究. 教育学刊 2025 View
  14. Schyvens A, Peters B, Van Oost N, Aerts J, Masci F, Neven A, Dirix H, Wets G, Ross V, Verbraecken J. A performance validation of six commercial wrist-worn wearable sleep-tracking devices for sleep stage scoring compared to polysomnography. Sleep Advances 2025;6(2) View
  15. Lou T, Chen Q, Tian M. Comparative efficacy of non-pharmacological interventions on kinesiophobia in patients with chronic non-specific low back pain: a study protocol for a systematic review and network meta-analysis. BMJ Open 2025;15(4):e096099 View
  16. Liu N, Ma Q, Zhou M, Yang L, Wang W, Wang Y. Efficacy and exploratory analysis of potential mechanisms of stellate ganglion block in alleviating sleep disturbance in generalized anxiety disorder: a randomized controlled trial excluding comorbid depression. Frontiers in Neurology 2025;16 View

Books/Policy Documents

  1. Tamantini C, Umbrico A, Orlandini A. AIxIA 2024 – Advances in Artificial Intelligence. View