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

Wearables and MHealth Reviews (227) Innovations and Technology for Physical Activity Education (594) Fitness Trackers and Smart Pedometers/Accelerometers (506) Wearable Devices and Sensors (703)

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 Fuller 1, 2, 3 Author Orcid Image ;   Emily Colwell 1 Author Orcid Image ;   Jonathan Low 1 Author Orcid Image ;   Kassia Orychock 1 Author Orcid Image ;   Melissa Ann Tobin 4 Author Orcid Image ;   Bo Simango 1 Author Orcid Image ;   Richard Buote 4 Author Orcid Image ;   Desiree Van Heerden 5 Author Orcid Image ;   Hui Luan 6 Author Orcid Image ;   Kimberley Cullen 1, 2 Author Orcid Image ;   Logan Slade 4 Author Orcid Image ;   Nathan G A Taylor 7 Author Orcid Image
Article Authors Cited by (168) Tweetations (98) Metrics

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  106. He D, Wang Z, Khalil E, Donmez B, Qiao G, Kumar S. Classification of Driver Cognitive Load: Exploring the Benefits of Fusing Eye-Tracking and Physiological Measures. Transportation Research Record: Journal of the Transportation Research Board 2022;2676(10):670 View
  107. Martinko A, Karuc J, Jurić P, Podnar H, Sorić M. Accuracy and Precision of Consumer-Grade Wearable Activity Monitors for Assessing Time Spent in Sedentary Behavior in Children and Adolescents: Systematic Review. JMIR mHealth and uHealth 2022;10(8):e37547 View
  108. Strain T, Wijndaele K, Pearce M, Brage S. Considerations for the Use of Consumer-Grade Wearables and Smartphones in Population Surveillance of Physical Activity. Journal for the Measurement of Physical Behaviour 2022;5(1):8 View
  109. SMULLIGAN K, WINGERSON M, SEEHUSEN C, WILSON J, HOWELL D. Postconcussion Dizziness Severity Predicts Daily Step Count during Recovery among Adolescent Athletes. Medicine & Science in Sports & Exercise 2022;54(6):905 View
  110. Huber S, Knols R, Held J, Christen T, de Bruin E. Agreement, Reliability, and Concurrent Validity of an Outdoor, Wearable-Based Walk Ratio Assessment in Healthy Adults and Chronic Stroke Survivors. Frontiers in Physiology 2022;13 View
  111. Brahmbhatt D, Ross H, Moayedi Y. Digital Technology Application for Improved Responses to Health Care Challenges: Lessons Learned From COVID-19. Canadian Journal of Cardiology 2022;38(2):279 View
  112. Lugones-Sanchez C, Recio-Rodriguez J, Agudo-Conde C, Repiso-Gento I, G Adalia E, Ramirez-Manent J, Sanchez-Calavera M, Rodriguez-Sanchez E, Gomez-Marcos M, Garcia-Ortiz L. Long-term Effectiveness of a Smartphone App Combined With a Smart Band on Weight Loss, Physical Activity, and Caloric Intake in a Population With Overweight and Obesity (Evident 3 Study): Randomized Controlled Trial. Journal of Medical Internet Research 2022;24(2):e30416 View
  113. Flood S, Thompson B, Faulkner G, Vanderloo L, Blackett B, Dolf M, Latimer-Cheung A, Duggan M, Di Sebastiano K, Lane K, Brouwers M, McKenna J, Chulak-Bozzer T, Fuller D, Ruissen G, Sturrock S, Tomasone J. Development of a ParticipACTION App–Based Intervention for Improving Postsecondary Students’ 24-Hour Movement Guideline Behaviors: Protocol for the Application of Intervention Mapping. JMIR Research Protocols 2023;12:e39977 View
  114. Wüthrich F, Nabb C, Mittal V, Shankman S, Walther S. Actigraphically measured psychomotor slowing in depression: systematic review and meta-analysis. Psychological Medicine 2022;52(7):1208 View
  115. Patel V, Orchanian-Cheff A, Wu R. Evaluating the Validity and Utility of Wearable Technology for Continuously Monitoring Patients in a Hospital Setting: Systematic Review. JMIR mHealth and uHealth 2021;9(8):e17411 View
  116. Steel C, Crist K, Grimes A, Bejarano C, Ortega A, Hibbing P, Schipperijn J, Carlson J. Validity of a Global Positioning System-Based Algorithm and Consumer Wearables for Classifying Active Trips in Children and Adults. Journal for the Measurement of Physical Behaviour 2021;4(4):321 View
  117. Adamakis M. Validity of Wearable Monitors and Smartphone Applications for Measuring Steps in Semi-Structured and Free-Living Settings. Technologies 2023;11(1):29 View
  118. Price A, Lin Y, Levin A, Tumietto F, Almeida R, Almeida A, Ciofi-Silva C, Fontana L, Oliveira N, Parisi N, Mainardi G, Cordeiro L, Roselli M, Shepherd P, Morelli L, Mehrabi N, Price K, Chan W, Srinivas S, Harrison T, Chu M, Padoveze M, Chu L. Perceived Workload Using Separate (Filtering Facepiece Respirator and Face Shield) and Powered Air-Purifying Respirator and Integrated Lightweight Protective Air-Purifying Respirator: Protocol for an International Multisite Human Factors Randomized Crossover Feasibility Study. JMIR Research Protocols 2022;11(12):e36549 View
  119. Khan H, Nguyen T, Shafiq G, Mirza J, Javed M. A Secure Wearable Framework for Stress Detection in Patients Affected by Communicable Diseases. IEEE Sensors Journal 2023;23(2):981 View
  120. Gagnon J, Khau M, Lavoie-Hudon L, Vachon F, Drapeau V, Tremblay S. Comparing a Fitbit Wearable to an Electrocardiogram Gold Standard as a Measure of Heart Rate Under Psychological Stress: A Validation Study. JMIR Formative Research 2022;6(12):e37885 View
  121. Siddi S, Giné-Vázquez I, Bailon R, Matcham F, Lamers F, Kontaxis S, Laporta E, Garcia E, Arranz B, Dalla Costa G, Guerrero A, Zabalza A, Buron M, Comi G, Leocani L, Annas P, Hotopf M, Penninx B, Magyari M, Sørensen P, Montalban X, Lavelle G, Ivan A, Oetzmann C, White K, Difrancesco S, Locatelli P, Mohr D, Aguiló J, Narayan V, Folarin A, Dobson R, Dineley J, Leightley D, Cummins N, Vairavan S, Ranjan Y, Rashid Z, Rintala A, Girolamo G, Preti A, Simblett S, Wykes T, Myin-Germeys I, Haro J. Biopsychosocial Response to the COVID-19 Lockdown in People with Major Depressive Disorder and Multiple Sclerosis. Journal of Clinical Medicine 2022;11(23):7163 View
  122. Huhn S, Matzke I, Koch M, Gunga H, Maggioni M, Sié A, Boudo V, Ouedraogo W, Compaoré G, Bunker A, Sauerborn R, Bärnighausen T, Barteit S. Using wearable devices to generate real-world, individual-level data in rural, low-resource contexts in Burkina Faso, Africa: A case study. Frontiers in Public Health 2022;10 View
  123. Memon A, Kilby J, Breñosa J, Espinosa J, Ashraf I. Analysis and Implementation of Human Mobility Behavior Using Similarity Analysis Based on Co-Occurrence Matrix. Sensors 2022;22(24):9898 View
  124. Spartano N. What Are the Next Steps for Developing a National Steps Guideline?. JAMA Network Open 2021;4(9):e2125267 View
  125. Gupta S, Mahmoud A, Massoomi M. A Clinician’s Guide to Smartwatch “Interrogation”. Current Cardiology Reports 2022;24(8):995 View
  126. Lee W, Schwartz N, Bansal A, Khor S, Hammarlund N, Basu A, Devine B. A Scoping Review of the Use of Machine Learning in Health Economics and Outcomes Research: Part 1—Data From Wearable Devices. Value in Health 2023;26(2):292 View
  127. Oesterle T, Karpyak V, Coombes B, Athreya A, Breitinger S, Correa da Costa S, (Dana) Gerberi D. Systematic review: Wearable remote monitoring to detect nonalcohol/nonnicotine‐related substance use disorder symptoms. The American Journal on Addictions 2022;31(6):535 View
  128. Gómez-Sánchez L, Gómez-Sánchez M, Lugones-Sánchez C, Rodríguez-Sánchez E, Tamayo-Morales O, Gonzalez-Sánchez S, Magallón-Botaya R, Ramirez-Manent J, Recio-Rodriguez J, Agudo-Conde C, García-Ortiz L, Gómez-Marcos M. Long-Term Effectiveness of a Smartphone App and a Smart Band on Arterial Stiffness and Central Hemodynamic Parameters in a Population with Overweight and Obesity (Evident 3 Study): Randomised Controlled Trial. Nutrients 2022;14(22):4758 View
  129. Henriksen A, Svartdal F, Grimsgaard S, Hartvigsen G, Hopstock L. Polar Vantage and Oura Physical Activity and Sleep Trackers: Validation and Comparison Study. JMIR Formative Research 2022;6(5):e27248 View
  130. Tiwari A, Cassani R, Kshirsagar S, Tobon D, Zhu Y, Falk T. Modulation Spectral Signal Representation for Quality Measurement and Enhancement of Wearable Device Data: A Technical Note. Sensors 2022;22(12):4579 View
  131. Ash G, Stults-Kolehmainen M, Busa M, Gaffey A, Angeloudis K, Muniz-Pardos B, Gregory R, Huggins R, Redeker N, Weinzimer S, Grieco L, Lyden K, Megally E, Vogiatzis I, Scher L, Zhu X, Baker J, Brandt C, Businelle M, Fucito L, Griggs S, Jarrin R, Mortazavi B, Prioleau T, Roberts W, Spanakis E, Nally L, Debruyne A, Bachl N, Pigozzi F, Halabchi F, Ramagole D, Janse van Rensburg D, Wolfarth B, Fossati C, Rozenstoka S, Tanisawa K, Börjesson M, Casajus J, Gonzalez-Aguero A, Zelenkova I, Swart J, Gursoy G, Meyerson W, Liu J, Greenbaum D, Pitsiladis Y, Gerstein M. Establishing a Global Standard for Wearable Devices in Sport and Exercise Medicine: Perspectives from Academic and Industry Stakeholders. Sports Medicine 2021;51(11):2237 View
  132. Ngueleu A, Barthod C, Best K, Routhier F, Otis M, Batcho C. Criterion validity of ActiGraph monitoring devices for step counting and distance measurement in adults and older adults: a systematic review. Journal of NeuroEngineering and Rehabilitation 2022;19(1) View
  133. Chandrasekaran R, Katthula V, Moustakas E. Too old for technology? Use of wearable healthcare devices by older adults and their willingness to share health data with providers. Health Informatics Journal 2021;27(4):146045822110580 View
  134. Chaudhari S, Ghanvatkar S, Kankanhalli A. Personalization of Intervention Timing for Physical Activity: Scoping Review. JMIR mHealth and uHealth 2022;10(2):e31327 View
  135. Attig C, Franke T. Why Do People Abandon Activity Trackers? The Role of User Diversity in Discontinued Use. International Journal of Human–Computer Interaction 2023;39(8):1662 View
  136. Held N, Perrotta A, Mueller T, Pfoh-MacDonald S. Agreement of the Apple Watch® and Fitbit Charge® for recording step count and heart rate when exercising in water. Medical & Biological Engineering & Computing 2022;60(5):1323 View
  137. Klier K, Wagner M. Agreement of Sleep Measures—A Comparison between a Sleep Diary and Three Consumer Wearable Devices. Sensors 2022;22(16):6189 View
  138. Yang L, Friedenreich C. From evidence to implementation of lifestyle behaviour in cancer prevention and control: A Preventive Medicine Golden Jubilee Commentary. Preventive Medicine 2023;166:107342 View
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  141. Musa S, Ellis R, Chafe B, Sturrock S, Maher R, Cullen K, Fuller D. Wearable Device Validity in Measuring Steps, Energy Expenditure, and Heart Rate Across Age, Gender, and Body Mass Index: Data Analysis From a Systematic Review. Journal of Physical Activity and Health 2023;20(2):100 View
  142. Benedetti D, Olcese U, Bruno S, Barsotti M, Maestri Tassoni M, Bonanni E, Siciliano G, Faraguna U. Obstructive Sleep Apnoea Syndrome Screening Through Wrist-Worn Smartbands: A Machine-Learning Approach. SSRN Electronic Journal 2021 View
  143. Buekers J, Arbillaga-Etxarri A, Gimeno-Santos E, Donaire-Gonzalez D, Chevance G, Aerts J, Garcia-Aymerich J. Heart rate and oxygen uptake kinetics obtained from continuous measurements with wearable devices during outdoor walks of patients with COPD. DIGITAL HEALTH 2023;9:205520762311629 View
  144. Silverio A, Suarez C, Silverio L, Dino J, Duran J, Catambing G. An Unobtrusive, Wireless and Wearable Single-Site Blood Pressure Monitor Based on an Armband Using Electrocardiography (ECG) and Reflectance Photoplethysmography (PPG) Signal Processing. Electronics 2023;12(7):1538 View
  145. Romagnoli S, Ripanti F, Morettini M, Burattini L, Sbrollini A. Wearable and Portable Devices for Acquisition of Cardiac Signals while Practicing Sport: A Scoping Review. Sensors 2023;23(6):3350 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