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

Fitness Trackers and Smart Pedometers/Accelerometers (571) mHealth for Wellness, Behavior Change and Prevention (2922) Wearable Devices and Sensors (903)

Published on in Vol 6, No 4 (2018): April

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/9754, first published .
Evaluating the Validity of Current Mainstream Wearable Devices in Fitness Tracking Under Various Physical Activities: Comparative Study

Evaluating the Validity of Current Mainstream Wearable Devices in Fitness Tracking Under Various Physical Activities: Comparative Study

Evaluating the Validity of Current Mainstream Wearable Devices in Fitness Tracking Under Various Physical Activities: Comparative Study

Authors of this article:

Junqing Xie1 Author Orcid Image ;   Dong Wen2 Author Orcid Image ;   Lizhong Liang3 Author Orcid Image ;   Yuxi Jia4 Author Orcid Image ;   Li Gao5 Author Orcid Image ;   Jianbo Lei2, 6 Author Orcid Image
Article Authors Cited by (211) Tweetations (21) Metrics

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  128. Hinze A, Bowen J, König J. Wearable technology for hazardous remote environments: Smart shirt and Rugged IoT network for forestry worker health. Smart Health 2022;23:100225 View
  129. Hewitt B, Deranek K, McLeod A, Gudi A. Exercise motives impact on physical activities measured using wearable devices. Health Promotion International 2022;37(3) View
  130. Nuske H, Goodwin M, Kushleyeva Y, Forsyth D, Pennington J, Masino A, Finkel E, Bhattacharya A, Tan J, Tai H, Atkinson‐Diaz Z, Bonafide C, Herrington J. Evaluating commercially available wireless cardiovascular monitors for measuring and transmitting real‐time physiological responses in children with autism. Autism Research 2022;15(1):117 View
  131. Collombon E, Peels D, Bolman C, de Bruijn G, Lechner L. Adding Mobile Elements to Online Physical Activity Interventions for Adults Aged Over 50 Years: Prototype Development Study. JMIR Formative Research 2023;7:e42394 View
  132. Bube B, Zanón B, Lara Palma A, Klocke H. Wearable Devices in Diving: Scoping Review. JMIR mHealth and uHealth 2022;10(9):e35727 View
  133. Argent R, Hetherington-Rauth M, Stang J, Tarp J, Ortega F, Molina-Garcia P, Schumann M, Bloch W, Cheng S, Grøntved A, Brønd J, Ekelund U, Sardinha L, Caulfield B. Recommendations for Determining the Validity of Consumer Wearables and Smartphones for the Estimation of Energy Expenditure: Expert Statement and Checklist of the INTERLIVE Network. Sports Medicine 2022;52(8):1817 View
  134. Netchaeva E, Ilies R, Magni M, Yao J. What we are pushed to do versus what we want to do: Comparing the unique effects of citizenship pressure and actual citizenship behavior on fatigue and family behaviors. Journal of Vocational Behavior 2023;141:103845 View
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  139. Rahimpour E, Lotfipour F, Jouyban A. A Minireview on Nanoparticle-Based Sensors for the Detection of Coronaviruses. Bioanalysis 2021;13(24):1837 View
  140. Martín-Martín J, Wang L, De-Torres I, Escriche-Escuder A, González-Sánchez M, Muro-Culebras A, Roldán-Jiménez C, Ruiz-Muñoz M, Mayoral-Cleries F, Biró A, Tang W, Nikolova B, Salvatore A, Cuesta-Vargas A. The Validity of the Energy Expenditure Criteria Based on Open Source Code through two Inertial Sensors. Sensors 2022;22(7):2552 View
  141. Chevance G, Golaszewski N, Tipton E, Hekler E, Buman M, Welk G, Patrick K, Godino J. Accuracy and Precision of Energy Expenditure, Heart Rate, and Steps Measured by Combined-Sensing Fitbits Against Reference Measures: Systematic Review and Meta-analysis. JMIR mHealth and uHealth 2022;10(4):e35626 View
  142. Xintarakou A, Sousonis V, Asvestas D, Vardas P, Tzeis S. Remote Cardiac Rhythm Monitoring in the Era of Smart Wearables: Present Assets and Future Perspectives. Frontiers in Cardiovascular Medicine 2022;9 View
  143. Liu J, Wei J, Heidari A, Kuang F, Zhang S, Gui W, Chen H, Pan Z. Chaotic simulated annealing multi-verse optimization enhanced kernel extreme learning machine for medical diagnosis. Computers in Biology and Medicine 2022;144:105356 View
  144. Montalvo S, Martinez A, Arias S, Lozano A, Gonzalez M, Dietze-Hermosa M, Boyea B, Dorgo S. Commercial Smart Watches and Heart Rate Monitors: A Concurrent Validity Analysis. Journal of Strength and Conditioning Research 2023;37(9):1802 View
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  146. Domingos C, Picó-Pérez M, Magalhães R, Moreira M, Sousa N, Pêgo J, Santos N. Free-Living Physical Activity Measured With a Wearable Device Is Associated With Larger Hippocampus Volume and Greater Functional Connectivity in Healthy Older Adults: An Observational, Cross-Sectional Study in Northern Portugal. Frontiers in Aging Neuroscience 2021;13 View
  147. 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
  148. Miao F, Wu D, Liu Z, Zhang R, Tang M, Li Y. Wearable sensing, big data technology for cardiovascular healthcare: current status and future prospective. Chinese Medical Journal 2023;136(9):1015 View
  149. Mac Cárthaigh S, Perry J, Griffin C. Do objective data support the claim that problematic smartphone use has a clinically meaningful impact upon adolescent sleep duration?. Behaviour & Information Technology 2023;42(15):2626 View
  150. Soulard J, Carlin T, Knitza J, Vuillerme N. Wearables for Measuring the Physical Activity and Sedentary Behavior of Patients With Axial Spondyloarthritis: Systematic Review. JMIR mHealth and uHealth 2022;10(8):e34734 View
  151. Fennell C, Eremus T, Puyana M, Sañudo B. The Importance of Physical Activity to Augment Mood during COVID-19 Lockdown. International Journal of Environmental Research and Public Health 2022;19(3):1270 View
  152. Brown L, Taylor D, Bryan C, Wiley J, Pruiksma K, Khazem L, Baker J, Young J, O'Leary K. Digital phenotyping to improve prediction of suicidal urges in treatment: Study protocol. Aggression and Violent Behavior 2022;66:101733 View
  153. Yang M, Ye Z, Ren Y, Farhat M, Chen P. Recent Advances in Nanomaterials Used for Wearable Electronics. Micromachines 2023;14(3):603 View
  154. Kim M, Ryu J, Kang M, Park J, Ahn Y, Kim Y. Development and Adaptability of Smartphone-based Dietary Coaching Program for Patients Undergoing Diabetes and Prediabetes with Continuous Glucose Monitoring Device. Journal of Health Informatics and Statistics 2023;48(1):36 View
  155. Christensen J, Blackburn B, Anderson L, Gililland J, Peters C, Archibeck M, Pelt C. Recovery Curve for Patient Reported Outcomes and Objective Physical Activity After Primary Total Knee Arthroplasty—A Multicenter Study Using Wearable Technology. The Journal of Arthroplasty 2023;38(6):S94 View
  156. Babinski M, Duperval R, Altenor K, von Oettingen J, Wheeler B. Impact of Sleep and Activity on Glycemic Control and Quality of Life in Haitian Children and Youth with Type 1 Diabetes. Pediatric Diabetes 2023;2023:1 View
  157. Concheiro-Moscoso P, Groba B, Alvarez-Estevez D, Miranda-Duro M, Pousada T, Nieto-Riveiro L, Mejuto-Muiño F, Pereira J. Quality of Sleep Data Validation From the Xiaomi Mi Band 5 Against Polysomnography: Comparison Study. Journal of Medical Internet Research 2023;25:e42073 View
  158. Seo W, Kang E, Rhie Y, Loh B. Device-Measured Sleep Duration Age 9–11 Years Among Urban Korean Children. Chronobiology in Medicine 2023;5(3):97 View
  159. Liang J, He Y, Xie J, Fan X, Liu Y, Wen Q, Shen D, Xu J, Gu S, Lei J. Mining electronic health records using artificial intelligence: Bibliometric and content analyses for current research status and product conversion. Journal of Biomedical Informatics 2023;146:104480 View
  160. Carter L, Ford C. Promoting physical activity in clinical practice through wearable technology. Journal of the American Association of Nurse Practitioners 2023;35(12):765 View
  161. Abd-alrazaq A, AlSaad R, Harfouche M, Aziz S, Ahmed A, Damseh R, Sheikh J. Wearable Artificial Intelligence for Detecting Anxiety: Systematic Review and Meta-Analysis. Journal of Medical Internet Research 2023;25:e48754 View
  162. Makar P, Kawczyński A, Silva R, Yildiz M, Silva A, Akyildiz Z. Validity and reliability of Polar M400 GPS watches for measuring distances covered by team sports players. Heliyon 2023;9(10):e20920 View
  163. Kim H, Cho B, Jung J, Kim J. Attitudes and perspectives of nurses and physicians in South Korea towards the clinical use of person-generated health data. DIGITAL HEALTH 2023;9 View
  164. Balas Z, Tokarz K, Zieliński B, Guźniczak T. Research on the behaviour of Bluetooth Low Energy protocol in the heart rate monitoring application. Procedia Computer Science 2023;225:63 View
  165. 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
  166. Grech E, Briguglio M, Said E. A field experiment on gamification of physical activity – Effects on motivation and steps. International Journal of Human-Computer Studies 2024;184:103205 View
  167. YILDIZ M, GÜNEL İ. Investigation of the Validity and Reliability of Two Smart Bands Selected That Count Steps at Different Walking Speed. Pamukkale Journal of Sport Sciences 2023;14(3):279 View
  168. 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
  169. Sañudo B, Sanchez-Trigo H, Domínguez R, Flores-Aguilar G, Sánchez-Oliver A, Moral J, Oviedo-Caro M. A randomized controlled mHealth trial that evaluates social comparison-oriented gamification to improve physical activity, sleep quantity, and quality of life in young adults. Psychology of Sport and Exercise 2024;72:102590 View
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  171. Zhong Z, Tan X, An X, Li J, Cai J, Jiang Y, Taufique S, Li B, Shi Q, Zhao M, Wang Y, Luo Q, Wang H. Administration of blue light in the morning and no blue-ray light in the evening improves the circadian functions of non-24-hour shift workers. Chronobiology International 2024;41(2):267 View
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  175. Feng X, Hadizadeh M, Cheong J. Effects of Family-Professional Partnerships in Adapted Physical Education on the Fundamental Motor Skills, Adaptive Behaviors, and Physical Activity Levels of Children with Autism Spectrum Disorder and on Parent Satisfaction. Journal of Autism and Developmental Disorders 2024 View
  176. Tóth K, Takács P, Balatoni I. Users’ Expectations of Smart Devices during Physical Activity—A Literature Review. Applied Sciences 2024;14(8):3518 View
  177. Spartano N, Zhang Y, Liu C, Chernofsky A, Lin H, Trinquart L, Borrelli B, Pathiravasan C, Kheterpal V, Nowak C, Vasan R, Benjamin E, McManus D, Murabito J. Agreement Between Apple Watch and Actical Step Counts in a Community Setting: Cross-Sectional Investigation From the Framingham Heart Study. JMIR Biomedical Engineering 2024;9:e54631 View
  178. Pulantara I, Wang Y, Burke L, Sereika S, Bizhanova Z, Kariuki J, Cheng J, Beatrice B, Loar I, Cedillo M, Conroy M, Parmanto B. Data Collection and Management of mHealth, Wearables, and Internet of Things in Digital Behavioral Health Interventions With the Awesome Data Acquisition Method (ADAM): Development of a Novel Informatics Architecture. JMIR mHealth and uHealth 2024;12:e50043 View
  179. Khoa B, Huynh T. Why do generation X customers use wearable fitness technology equipment after recovering from coronavirus? The role of perceived health risks. Heliyon 2024;10(12):e32978 View
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Books/Policy Documents

  1. Esparza Y W, Aladro-Gonzalvo A, Pérez-Medina J, Jimenes K, Baldeon J. Advances in Human Factors and Systems Interaction. View
  2. Boland M, Alam F, Bronlund J. Trends in Personalized Nutrition. View
  3. Mahloko L, Adebesin F. Responsible Design, Implementation and Use of Information and Communication Technology. View
  4. Zhuang N, Weng S, Bao S, Li X, Huang J, Wang P. Entertainment Computing – ICEC 2022. View
  5. Orte S, Migliorelli C, Sistach-Bosch L, Subías-Beltrán P, Cecilia Fritzsche P, Galofré M, Gómez-Martínez M, Miralles F, Marí D, Ribas V. Artificial Intelligence in Medicine and Surgery - An Exploration of Current Trends, Potential Opportunities, and Evolving Threats - Volume 2. View
  6. Jain U, Balayan S, Chauhan N. Multifaceted Bio-sensing Technology. View
  7. Murmu C. HCI International 2023 Posters. View
  8. Domínguez-Miranda S, Rodríguez-Aguilar R. Computer Science and Engineering in Health Services. View
  9. Caramaschi S, Bezançon J, Olsson C, Salvi D. Pervasive Computing Technologies for Healthcare. View
  10. Gray K, Kirwan M. Digital Technology in Public Health and Rehabilitation Care. View