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

Wearables and MHealth Reviews (283) Innovations and Technology for Physical Activity Education (814) Fitness Trackers and Smart Pedometers/Accelerometers (610) Wearable Devices and Sensors (990)

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 (368) Tweetations (89) Metrics

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  317. Coman M, Adam A, Gheorghe C, Mocanu M, Stoica L, Iordan D, Onu I, Teodor D. Body Composition and Cardiorespiratory Fitness Characteristics Among Female University Students: A Cross-Sectional Study. Balneo and PRM Research Journal 2024;15(Vol.15, no. 4):753 View
  318. Tsamassiotis S, Schwarze M, Gehring P, Karkosch R, Tücking L, Einfeldt A, Jakubowitz E. Accelerometers can correctly count orthopaedic patients' early post‐operative steps while using walking aids. Journal of Experimental Orthopaedics 2025;12(1) View
  319. Hayashi K, Miki K, Shiro Y, Tetsunaga T, Takasusuki T, Hosoi M, Yukioka M. Utilization of telemedicine in conjunction with wearable devices for patients with chronic musculoskeletal pain: a randomized controlled clinical trial. Scientific Reports 2025;15(1) View
  320. Ding R, Wang Y, Yu Y, Meng X, Gong Q, Tang Y, Wang J, Mu X, Li H, Zhou H, Wang S, Liu P. Effectiveness of a Multifaceted Intervention (TEMP) for Prevention of Occupational Heat-Related Illness among Outdoor Workers in the Power Grid Industry: A Cluster Randomized Controlled Trial. Environmental Health Perspectives 2025;133(1) View
  321. David S, Costa A, Hohenfeld C, Romanzetti S, Mirzazade S, Pahl J, Haberl L, Schneider K, Kilders A, Eggermann T, Trautwein C, Hildebrand F, Schulz J, Reetz K, Haeger A. Modulating effects of fitness and physical activity on Alzheimer's disease: Implications from a six-month randomized controlled sports intervention. Journal of Alzheimer’s Disease 2025;103(2):552 View
  322. Christensen J, Blackburn B, Kapron C, Pelt C, Peters C, Archibeck M, Anderson L, Gililland J. Unicompartmental Knee Arthroplasty Patients Recover More like Total Hip Patients than Total Knee Patients: A Prospective Longitudinal Study. The Journal of Arthroplasty 2025 View
  323. Park J, Aqajari S, Rahmani A, Lee J. Predicting Sleep Quality in Family Caregivers of Dementia Patients From Diverse Populations Using Wearable Sensor Data. CIN: Computers, Informatics, Nursing 2025;43(2) View
  324. Condominas E, Sanchez-Niubo A, Domènech-Abella J, Haro J, Bailon R, Giné-Vázquez I, Riquelme G, Matcham F, Lamers F, Kontaxis S, Laporta E, Garcia E, Peñarrubia Maria M, White K, Oetzmann C, Annas P, Hotopf M, Penninx B, Narayan V, Folarin A, Leightley D, Cummins N, Ranjan Y, de Girolamo G, Preti A, Simblett S, Wykes T, Myin-Germeys I, Dobson R, Siddi S. Exploring the dynamic relationships between nocturnal heart rate, sleep disruptions, anxiety levels, and depression severity over time in recurrent major depressive disorder. Journal of Affective Disorders 2025;376:139 View
  325. Hung S, Serwa K, Rosenthal G, Eng J, Sbrollini A. Validity of heart rate measurements in wrist-based monitors across skin tones during exercise. PLOS ONE 2025;20(2):e0318724 View
  326. Loh E, Huang W, Sultana R, Kong S, Ng C, Tan S, Chin C, Yap J, Yeo K. Association of blood pressure and left ventricular mass with subclinical coronary atherosclerosis. Open Heart 2025;12(1):e002791 View
  327. Mendt S, Zout G, Rabuffetti M, Gunga H, Bunker A, Barteit S, Maggioni M. Laboratory comparison of consumer-grade and research-established wearables for monitoring heart rate, body temperature, and physical acitivity in sub-Saharan Africa. Frontiers in Physiology 2025;16 View
  328. Beckett D, Curtis R, Szeto K, Maher C. Changing User Experience of Wearable Activity Monitors Over 7 Years: Repeat Cross-Sectional Survey Study. Journal of Medical Internet Research 2025;27:e56251 View
  329. Grimes A, Todd R, Sours O, Valleroy E, Akagi-Bustin Z, Hillard N, Lightner J. Comparison of Wear Compliance Across Three Accelerometer Protocols in Adolescents. Health Promotion Practice 2025 View
  330. Reithe H, Marty B, Torrado J, Førsund E, Husebo B, Erdal A, Kverneng S, Sheard E, Tzoulis C, Patrascu M. Cross-evaluation of wearable data for use in Parkinson’s disease research: a free-living observational study on Empatica E4, Fitbit Sense, and Oura. BioMedical Engineering OnLine 2025;24(1) View
  331. Bianchini E, Rinaldi D, De Carolis L, Galli S, Alborghetti M, Hansen C, Suppa A, Salvetti M, Pontieri F, Vuillerme N. Reliability of Average Daily Steps Measured Through a Consumer Smartwatch in Parkinson Disease Phenotypes, Stages, and Severities: Cross-Sectional Study. JMIR Formative Research 2025;9:e63153 View
  332. Chandrasekaran R, Sadiq T M, Moustakas E. Usage Trends and Data Sharing Practices of Healthcare Wearable Devices Among US Adults: Cross-Sectional Study. Journal of Medical Internet Research 2025;27:e63879 View
  333. Caputo M. Sleep Duration and All-Cause Mortality. Journal of Insurance Medicine 2025;52(1):6 View
  334. Taherdoost H. Wearable Healthcare and Continuous Vital Sign Monitoring with IoT Integration. Computers, Materials & Continua 2024;81(1):79 View
  335. Kim Y, Kim S, Nam H. Application of Smart Watch-Based Functional Evaluation for Upper Extremity Impairment: A Preliminary Study on Older Emirati Stroke Population. Sensors 2025;25(5):1554 View
  336. Lu L, Jake-Schoffman D, Lavoie H, Agharazidermani M, Boyer K. Preadolescent Children Using Real-Time Heart Rate During Moderate to Vigorous Physical Activity: A Feasibility Study. JMIR Human Factors 2025;12:e58715 View
  337. Belabbaci N, Anaadumba R, Alam M. Recent Advancements in Wearable Hydration Monitoring Technologies: A Scoping Review of Sensors, Trends, and Future Directions (Preprint). JMIR mHealth and uHealth 2024 View
  338. Voss C, Bremer E, Sharma R, Martin Ginis K, Arbour-Nicitopoulos K. Validity of the Fitbit wearable activity monitor to estimate step counts in free-living conditions in ambulatory children and youth living with disability. Disability and Rehabilitation 2025:1 View
  339. ROSENFELDT A, JANSEN A, LOPEZ-LENNON C, ZIMMERMAN E, IMREY P, DIBBLE L, ALBERTS J. Physical Activity Declines over a 12-Month Period in Parkinson’s Disease: Considerations for Longitudinal Activity Monitoring. Medicine & Science in Sports & Exercise 2025;57(4):738 View
  340. Chen X, Wang F, Zhang H, Lin Y, Zhu S, Yang Y. Effectiveness of wearable activity trackers on physical activity among adolescents in school-based settings: a systematic review and meta-analysis. BMC Public Health 2025;25(1) View
  341. Ledebur K, Wiedermann M, Puta C, Thurner S, Klimek P, Brockmann D. Wearable data reveals distinct characteristics of individuals with persistent symptoms after a SARS-CoV-2 infection. npj Digital Medicine 2025;8(1) View
  342. Weston K, Little J, Weston M, McCreary S, Kitchin V, Gill A, Niven A, McNarry M, Mackintosh K. Application of Exercise Snacks across Youth, Adult and Clinical Populations: A Scoping Review. Sports Medicine - Open 2025;11(1) View
  343. Leonard-Corzo K, Bachman S, Blankenship J, Clay I, Lyden K. Returning individual wearable sensor results to participants: perspectives on challenges and lessons learned. Frontiers in Digital Health 2025;7 View
  344. Lee K, Kim D, Shin S, Choi H, Jang A, Chung J. Smartwatch-Derived VO2max Prediction Model for Korean Adults: Utilizing Heart Rate and GPS Data from the 12-Minute Cooper Test. Healthcare 2025;13(7):722 View
  345. Iwashita Y, Takeda S, Kawashima S, Sato S, Nebuya S. Utility of a Card-Type Respiratory Rate Measuring Device for Spontaneously Breathing Patients. Diagnostics 2025;15(7):864 View
  346. Rauter S, Novak A, Verdel N. The Influence of Sleep, Menstrual Cycles, and Training Loads on Heart Rate Variability: A Four-Year Case Study on an Elite Female Slalom Kayaker. Applied Sciences 2025;15(7):3806 View
  347. Mink F, Lutz W, Rafaeli E, Hehlmann M, Schwartz B, Uhl J. Validation and Application of Wrist-Worn Wearable Physiological Measures in Psychotherapy. Cognitive Therapy and Research 2025 View
  348. Ash G, Mak S, Haughton A, Augustine M, Bodurtha P, Axtell R, Borsari B, Liu J, Lou S, Xin X, Fucito L, Jeon S, Stults-Kolehmainen M, Gerstein M. College Community-Based Physical Activity Support at a Northeast USA Public University During COVID-19: Retrospective Longitudinal Analysis of Intra- Versus Inter-Personal Components for Uptake and Outcome Association (Preprint). JMIR mHealth and uHealth 2023 View
  349. Choe J, Kang M. Apple watch accuracy in monitoring health metrics: a systematic review and meta-analysis. Physiological Measurement 2025;46(4):04TR01 View
  350. Wu K, Kugelman D, Goel R, Dilbone E, Shenoy D, Ryan S, Wellman S, Bolognesi M, Seyler T. Wearable health technology finds improvements in daily physical activity levels following total knee arthroplasty: A prospective study. Knee Surgery, Sports Traumatology, Arthroscopy 2025 View
  351. Alzghaibi H. Perspectives of people with diabetes on AI-integrated wearable devices: perceived benefits, barriers, and opportunities for self-management. Frontiers in Medicine 2025;12 View
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  353. Morrison M, Adisa J, Trimiar O, Norfleet J, Basner M, Cordoza M. Considerations for the Use of Commercial Wearables to Assess Sleep and Rest-Activity Rhythms. Biological Research For Nursing 2025 View
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  355. Gu L, Qian C. The application of smart wearable devices in the detection of sports energy consumption: A review. Intelligent Sports and Health 2025;1(2):67 View

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
  8. Schoedel R, Mehl M. Handbook of Research Methods in Social and Personality Psychology. View
  9. Rasid A, Musa R, Majeed A, Abdullah M, Raj N, Mohamad Z. Selected Proceedings from the 2nd International Conference on Intelligent Manufacturing and Robotics, ICIMR 2024, 22-23 August, Suzhou, China. View

Conference Proceedings

  1. Duong T, Uher D, Montes J, Zanotto D. 2022 9th IEEE RAS/EMBS International Conference for Biomedical Robotics and Biomechatronics (BioRob). Ecological Validation of Machine Learning Models for Spatiotemporal Gait Analysis in Free-living Environments Using Instrumented Insoles View
  2. Van Brummelen J, Urwin L, Johnston O, Sayed M, Brostow G. Proceedings of the CHI Conference on Human Factors in Computing Systems. Don’t Look Now: Audio/Haptic Guidance for 3D Scanning of Landmarks View
  3. Henry J, Kendrick C, Cui X, Arnab S. 2024 IEEE 12th International Conference on Serious Games and Applications for Health (SeGAH). Assessing the validity of wearable technology as game input for exergames View
  4. Hamamoto L, Meyer O, Natarajan P, Young M, John A, Mehta K. 2024 IEEE Global Humanitarian Technology Conference (GHTC). Reimagining Wearables to Bolster Sustainable Development in Low-Resource Settings View