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

Preprints (earlier versions) of this paper are available at, 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


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  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
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  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
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  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
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  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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  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
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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