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

Wearables and MHealth Reviews (259) Innovations and Technology for Physical Activity Education (702) Fitness Trackers and Smart Pedometers/Accelerometers (541) Wearable Devices and Sensors (818)

Published on in Vol 8, No 9 (2020): September

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/18694, first published .
Reliability and Validity of Commercially Available Wearable Devices for Measuring Steps, Energy Expenditure, and Heart Rate: Systematic Review

Reliability and Validity of Commercially Available Wearable Devices for Measuring Steps, Energy Expenditure, and Heart Rate: Systematic Review

Reliability and Validity of Commercially Available Wearable Devices for Measuring Steps, Energy Expenditure, and Heart Rate: Systematic Review

Authors of this article:

Daniel Fuller1, 2, 3 Author Orcid Image ;   Emily Colwell1 Author Orcid Image ;   Jonathan Low1 Author Orcid Image ;   Kassia Orychock1 Author Orcid Image ;   Melissa Ann Tobin4 Author Orcid Image ;   Bo Simango1 Author Orcid Image ;   Richard Buote4 Author Orcid Image ;   Desiree Van Heerden5 Author Orcid Image ;   Hui Luan6 Author Orcid Image ;   Kimberley Cullen1, 3 Author Orcid Image ;   Logan Slade4 Author Orcid Image ;   Nathan G A Taylor7 Author Orcid Image
Article Authors Cited by (273) Tweetations (102) Metrics

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  203. Ibrahim N, Rampal S, Lee W, Pek E, Suhaimi A. Evaluation of Wrist-Worn Photoplethysmography Trackers with an Electrocardiogram in Patients with Ischemic Heart Disease: A Validation Study. Cardiovascular Engineering and Technology 2023 View
  204. Talha M, Kyrarini M, Buriro E. A Survey of the Diagnosis of Peripheral Neuropathy Using Intelligent and Wearable Systems. Technologies 2023;11(6):163 View
  205. Schroeder N, Romine W, Kemp S. A scoping review of wrist-worn wearables in education. Computers and Education Open 2023;5:100154 View
  206. Hendriks P, van den Bosch A, Kors J, Geenen L, Baggen V, Eindhoven J, Kauling R, Cuypers J, Boersma E, Roos-Hesselink J. Heart rate: an accessible risk indicator in adult congenital heart disease. Heart 2023:heartjnl-2023-323233 View
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  211. Nourse R, Dingler T, Kelly J, Kwasnicka D, Maddison R. The Role of a Smart Health Ecosystem in Transforming the Management of Chronic Health Conditions. Journal of Medical Internet Research 2023;25:e44265 View
  212. Wang T, Wu H, Wang W, Chen C, Chien W, Chu C, Wu Y. Assessment of Heart Rate Monitoring During Exercise With Smart Wristbands and a Heart Rhythm Patch: Validation and Comparison Study. JMIR Formative Research 2023;7:e52519 View
  213. Peterson N, Bate D, Macintosh J, Trujillo Tanner C. Wearable Activity Trackers That Motivate Women to Increase Physical Activity: Mixed Methods Study. JMIR Formative Research 2023;7:e48704 View
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  219. Willingham T, Stowell J, Collier G, Backus D. Leveraging Emerging Technologies to Expand Accessibility and Improve Precision in Rehabilitation and Exercise for People with Disabilities. International Journal of Environmental Research and Public Health 2024;21(1):79 View
  220. Amat S, Busquier S, Orieshkin D. Detection, Measurement and Classification of Discontinuities of Signals Captured with Noise. Axioms 2024;13(1):63 View
  221. Junghans-Rutelonis A, Sim L, Harbeck-Weber C, Dresher E, Timm W, Weiss K. Feasibility of wearable activity tracking devices to measure physical activity and sleep change among adolescents with chronic pain—a pilot nonrandomized treatment study. Frontiers in Pain Research 2024;4 View
  222. Suau Q, Bianchini E, Bellier A, Chardon M, Milane T, Hansen C, Vuillerme N. Current Knowledge about ActiGraph GT9X Link Activity Monitor Accuracy and Validity in Measuring Steps and Energy Expenditure: A Systematic Review. Sensors 2024;24(3):825 View
  223. Shah R, Dixon C, Fowler M, Driesse T, Liang X, Summerour C, Gross D, Spangler H, Lynch D, Batsis J. Using Voice Assistant Systems to Improve Dietary Recall among Older Adults: Perspectives of Registered Dietitians. Journal of Nutrition in Gerontology and Geriatrics 2024;43(1):1 View
  224. Suzuki T, Rewley J, Sugibuchi K, Suzuki Y, Suzumura S, Tsurugi N, Okamura D, Node K, Mizuno A. Feedbacks Using behaviOral econOmic theories on STEP countS in Cardiovascular Disease Patients (FOOTSTEPS) Using Novel Daily Step Counts Retrieving System. International Heart Journal 2024;65(1):100 View
  225. Ali S, Khan R. IoT-Based Technologies for Addressing the Unique Healthcare Needs of the Elderly Population. International Journal of Artificial Intelligence and Machine Learning 2024;4(1):94 View
  226. McElwain N, Fisher M, Nebeker C, Bodway J, Islam B, Hasegawa-Johnson M. Evaluating Users’ Experiences of a Child Multimodal Wearable Device: Mixed Methods Approach. JMIR Human Factors 2024;11:e49316 View
  227. Ogata H, Negishi Y, Koizumi N, Nagayama H, Kaneko M, Kiyono K, Omi N. Individually optimized estimation of energy expenditure in rescue workers using a tri-axial accelerometer and heart rate monitor. Frontiers in Physiology 2024;15 View
  228. Ransom D, Tudor B, Irani S, Rehman M, Mularoni P, Ahumada L. Longitudinal Data Collection via Consumer-Grade Wearable Sensors in Adolescent Student-Athletes: Feasibility and Potential (Preprint). JMIR Formative Research 2023 View
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  231. Matsuda T, Miyamori T, Fujino Y, Nozu S, Kajiwara Y. Reliability and validity of muscle activity analysis using wearable electromyographs. Journal of Physical Therapy Science 2024;36(3):123 View
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  234. Triana A, Saramäki J, Glerean E, Hayward N. Neuroscience meets behavior: A systematic literature review on magnetic resonance imaging of the brain combined with real‐world digital phenotyping. Human Brain Mapping 2024;45(4) View
  235. Lang A, Bruhn R, Fehling M, Heidenreich A, Reisdorf J, Khanyaree I, Henningsen M, Remschmidt C. Feasibility Study on Menstrual Cycles With Fitbit Device (FEMFIT): Prospective Observational Cohort Study. JMIR mHealth and uHealth 2024;12:e50135 View
  236. Dederichs R, Voß J, Falz R. eHealth-Anwendungen zur Förderung körperlicher Aktivität nach viszeralen Operationen. Die Chirurgie 2024;95(6):443 View
  237. Zhang T, Guo H, Qi W, Xi L. Wearable photoacoustic watch for humans. Optics Letters 2024;49(6):1524 View
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  241. Nam H, Han S, Leigh J, Bang M. Smartwatch-based functional assessment for upper extremity impairment after musculoskeletal injuries: A pilot study. Hong Kong Journal of Occupational Therapy 2024;37(1):31 View
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  243. White J, Finnegan O, Tindall N, Nelakuditi S, Brown D, Pate R, Welk G, de Zambotti M, Ghosal R, Wang Y, Burkart S, Adams E, Chandrashekhar M, Armstrong B, Beets M, Weaver R, Yamada Y. Comparison of raw accelerometry data from ActiGraph, Apple Watch, Garmin, and Fitbit using a mechanical shaker table. PLOS ONE 2024;19(3):e0286898 View
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Books/Policy Documents

  1. Regalia G, Resnati D, Tognetti S. Encyclopedia of Sensors and Biosensors. View
  2. Marques A, Souto-Miranda S. Wearable Sensing and Intelligent Data Analysis for Respiratory Management. View
  3. Charlton P, Marozas V. Photoplethysmography. View
  4. Niwa M. Mobile Health (mHealth). View
  5. Bedolla J, Pines J. Evidence‐Based Emergency Care. View
  6. Prayaga C, Prayaga L, Wade A, Chamblee J, Rank K. Proceedings of the 4th International Conference on Data Science, Machine Learning and Applications. View
  7. Upson S, Kusupati V, Bime C. Comprehensive Precision Medicine. View