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

Fitness Trackers and Smart Pedometers/Accelerometers (571) Mobile Health (mhealth) (2982) Quantified Self and Wellness (79) mHealth for Wellness, Behavior Change and Prevention (2922) Wearable Devices and Sensors (903)

Published on in Vol 5, No 3 (2017): March

Estimating Accuracy at Exercise Intensities: A Comparative Study of Self-Monitoring Heart Rate and Physical Activity Wearable Devices

Estimating Accuracy at Exercise Intensities: A Comparative Study of Self-Monitoring Heart Rate and Physical Activity Wearable Devices

Estimating Accuracy at Exercise Intensities: A Comparative Study of Self-Monitoring Heart Rate and Physical Activity Wearable Devices

Authors of this article:

Erin E Dooley1 Author Orcid Image ;   Natalie M Golaszewski1 Author Orcid Image ;   John B Bartholomew1 Author Orcid Image
Article Authors Cited by (178) Tweetations (17) Metrics

Journals

  1. Xie J, Wen D, Liang L, Jia Y, Gao L, Lei J. Evaluating the Validity of Current Mainstream Wearable Devices in Fitness Tracking Under Various Physical Activities: Comparative Study. JMIR mHealth and uHealth 2018;6(4):e94 View
  2. Al-Qatatsheh A, Morsi Y, Zavabeti A, Zolfagharian A, Salim N, Z. Kouzani A, Mosadegh B, Gharaie S. Blood Pressure Sensors: Materials, Fabrication Methods, Performance Evaluations and Future Perspectives. Sensors 2020;20(16):4484 View
  3. Djordjevic D, Cawood B, Rispin S, Shah A, Yim L, Hayward C, Ho J. CardiacProfileR: an R package for extraction and visualisation of heart rate profiles from wearable fitness trackers. Biophysical Reviews 2019;11(1):119 View
  4. Lin H, Sardana M, Zhang Y, Liu C, Trinquart L, Benjamin E, Manders E, Fusco K, Kornej J, Hammond M, Spartano N, Pathiravasan C, Kheterpal V, Nowak C, Borrelli B, Murabito J, McManus D. Association of Habitual Physical Activity With Cardiovascular Disease Risk. Circulation Research 2020;127(10):1253 View
  5. Navalta J, Montes J, Bodell N, Salatto R, Manning J, DeBeliso M, Boullosa D. Concurrent heart rate validity of wearable technology devices during trail running. PLOS ONE 2020;15(8):e0238569 View
  6. Lv J, Cao Y, Lin B, Yang Y, Sun Y, Li S, Yi Y, Wang F, Zhang D. Polymer M-Z Thermal Optical Switch at 532-nm Based on Wet Etching and UV-Writing Waveguide. Polymers 2019;11(6):995 View
  7. McConnell M, Turakhia M, Harrington R, King A, Ashley E. Mobile Health Advances in Physical Activity, Fitness, and Atrial Fibrillation. Journal of the American College of Cardiology 2018;71(23):2691 View
  8. Murakami H, Kawakami R, Nakae S, Yamada Y, Nakata Y, Ohkawara K, Sasai H, Ishikawa-Takata K, Tanaka S, Miyachi M. Accuracy of 12 Wearable Devices for Estimating Physical Activity Energy Expenditure Using a Metabolic Chamber and the Doubly Labeled Water Method: Validation Study. JMIR mHealth and uHealth 2019;7(8):e13938 View
  9. van de Vegte Y, van der Harst P, Verweij N. Heart Rate Recovery 10 Seconds After Cessation of Exercise Predicts Death. Journal of the American Heart Association 2018;7(8) View
  10. Tang M, Xia P, He Z, Zhao Z, Chen X, Yang T, Zhang Z, Zhan Q, Li X, Fang Z. Wavelet-based real-time calculation of multiple physiological parameters on an embedded platform. Physiological Measurement 2020;41(2):025010 View
  11. Bollinger C, Duong T, Genain G, Almaric N, Moga A, Richard W, Vandier S. Metrology and sensors as dermo‐cosmetic technology opportunities for a change of paradigm. Skin Research and Technology 2021;27(2):257 View
  12. Moon J, Steinhubl S. Digital Medicine in Thyroidology: A New Era of Managing Thyroid Disease. Endocrinology and Metabolism 2019;34(2):124 View
  13. Düking P, Giessing L, Frenkel M, Koehler K, Holmberg H, Sperlich B. Wrist-Worn Wearables for Monitoring Heart Rate and Energy Expenditure While Sitting or Performing Light-to-Vigorous Physical Activity: Validation Study. JMIR mHealth and uHealth 2020;8(5):e16716 View
  14. Rapalis A, Petrėnas A, Šimaitytė M, Bailón R, Marozas V. Towards pulse rate parametrization during free-living activities using smart wristband. Physiological Measurement 2018;39(5):055007 View
  15. Knight A, Bidargaddi N. Commonly available activity tracker apps and wearables as a mental health outcome indicator: A prospective observational cohort study among young adults with psychological distress. Journal of Affective Disorders 2018;236:31 View
  16. Sañudo B, De Hoyo M, Muñoz-López A, Perry J, Abt G. Pilot Study Assessing the Influence of Skin Type on the Heart Rate Measurements Obtained by Photoplethysmography with the Apple Watch. Journal of Medical Systems 2019;43(7) View
  17. Godino J, Wing D, de Zambotti M, Baker F, Bagot K, Inkelis S, Pautz C, Higgins M, Nichols J, Brumback T, Chevance G, Colrain I, Patrick K, Tapert S, Ferri R. Performance of a commercial multi-sensor wearable (Fitbit Charge HR) in measuring physical activity and sleep in healthy children. PLOS ONE 2020;15(9):e0237719 View
  18. Stubberud A, Omland P, Tronvik E, Olsen A, Sand T, Linde M. Wireless Surface Electromyography and Skin Temperature Sensors for Biofeedback Treatment of Headache: Validation Study with Stationary Control Equipment. JMIR Biomedical Engineering 2018;3(1):e1 View
  19. Herkert C, Kraal J, van Loon E, van Hooff M, Kemps H. Usefulness of Modern Activity Trackers for Monitoring Exercise Behavior in Chronic Cardiac Patients: Validation Study. JMIR mHealth and uHealth 2019;7(12):e15045 View
  20. Rozanski G, Aqui A, Sivakumaran S, Mansfield A. Consumer Wearable Devices for Activity Monitoring Among Individuals After a Stroke: A Prospective Comparison. JMIR Cardio 2018;2(1):e1 View
  21. Nelson B, Allen N. Accuracy of Consumer Wearable Heart Rate Measurement During an Ecologically Valid 24-Hour Period: Intraindividual Validation Study. JMIR mHealth and uHealth 2019;7(3):e10828 View
  22. Lee J, Lee D, Oh T, Kim K, Choi S, Lim S, Park Y, Park D, Jang H, Moon J. Clinical Feasibility of Continuously Monitored Data for Heart Rate, Physical Activity, and Sleeping by Wearable Activity Trackers in Patients with Thyrotoxicosis: Protocol for a Prospective Longitudinal Observational Study. JMIR Research Protocols 2018;7(2):e49 View
  23. Gaynor M, Sawyer A, Jenkins S, Wood J. Variable agreement between wearable heart rate monitors during exercise in cystic fibrosis. ERJ Open Research 2019;5(4):00006-2019 View
  24. Støve M, Holm R, Kjaersgaard A, Duncker K, Jensen M, Larsen B. Measurement latency significantly contributes to reduced heart rate measurement accuracy in wearable devices. Journal of Medical Engineering & Technology 2020;44(3):125 View
  25. Gilgen-Ammann R, Schweizer T, Wyss T. Accuracy of the Multisensory Wristwatch Polar Vantage's Estimation of Energy Expenditure in Various Activities: Instrument Validation Study. JMIR mHealth and uHealth 2019;7(10):e14534 View
  26. Montoye A, Vusich J, Mitrzyk J, Wiersma M. Heart Rate Alters, But Does Not Improve, Calorie Predictions in Fitbit Activity Monitors. Journal for the Measurement of Physical Behaviour 2018;1(1):9 View
  27. Reddy R, Pooni R, Zaharieva D, Senf B, El Youssef J, Dassau E, Doyle III F, Clements M, Rickels M, Patton S, Castle J, Riddell M, Jacobs P. Accuracy of Wrist-Worn Activity Monitors During Common Daily Physical Activities and Types of Structured Exercise: Evaluation Study. JMIR mHealth and uHealth 2018;6(12):e10338 View
  28. Lee J, Lee D, Oh T, Kim K, Choi S, Lim S, Park Y, Park D, Jang H, Moon J. Clinical Feasibility of Monitoring Resting Heart Rate Using a Wearable Activity Tracker in Patients With Thyrotoxicosis: Prospective Longitudinal Observational Study. JMIR mHealth and uHealth 2018;6(7):e159 View
  29. Buis L, McCant F, Gierisch J, Bastian L, Oddone E, Richardson C, Kim H, Evans R, Hooks G, Kadri R, White-Clark C, Damschroder L. Understanding the Effect of Adding Automated and Human Coaching to a Mobile Health Physical Activity App for Afghanistan and Iraq Veterans: Protocol for a Randomized Controlled Trial of the Stay Strong Intervention. JMIR Research Protocols 2019;8(1):e12526 View
  30. Thomson E, Nuss K, Comstock A, Reinwald S, Blake S, Pimentel R, Tracy B, Li K. Heart rate measures from the Apple Watch, Fitbit Charge HR 2, and electrocardiogram across different exercise intensities. Journal of Sports Sciences 2019;37(12):1411 View
  31. Müller A, Wang N, Yao J, Tan C, Low I, Lim N, Tan J, Tan A, Müller-Riemenschneider F. Heart Rate Measures From Wrist-Worn Activity Trackers in a Laboratory and Free-Living Setting: Validation Study. JMIR mHealth and uHealth 2019;7(10):e14120 View
  32. Zenko Z, O'Brien J, Berman C, Ariely D. Comparison of affect-regulated, self-regulated, and heart-rate regulated exercise prescriptions: Protocol for a randomized controlled trial. Psychology of Sport and Exercise 2017;32:124 View
  33. Stock J, Pohlig R, Botieri M, Edwards D, Dominick G. Heart Rate Equivalency of the Fitbit Charge HR During Continuous Aerobic Exercise. Journal for the Measurement of Physical Behaviour 2018;1(3):122 View
  34. Nuss K, Sanford J, Archambault L, Schlemer E, Blake S, Courtney J, Hulett N, Li K. Accuracy of Heart Rate and Energy Expenditure Estimations of Wrist-Worn and Arm-Worn Apple Watches. Journal for the Measurement of Physical Behaviour 2019;2(3):166 View
  35. WELK G, BAI Y, LEE J, GODINO J, SAINT-MAURICE P, CARR L. Standardizing Analytic Methods and Reporting in Activity Monitor Validation Studies. Medicine & Science in Sports & Exercise 2019;51(8):1767 View
  36. Sun J, Liu Y. Using Smart Bracelets to Assess Heart Rate Among Students During Physical Education Lessons: Feasibility, Reliability, and Validity Study. JMIR mHealth and uHealth 2020;8(8):e17699 View
  37. Thiebaud R, Funk M, Patton J, Massey B, Shay T, Schmidt M, Giovannitti N. Validity of wrist-worn consumer products to measure heart rate and energy expenditure. DIGITAL HEALTH 2018;4 View
  38. Karmen C, Reisfeld M, McIntyre M, Timmermans R, Frishman W. The Clinical Value of Heart Rate Monitoring Using an Apple Watch. Cardiology in Review 2019;27(2):60 View
  39. Garge G, Balakrishna C, Datta S. Consumer Health Care: Current Trends in Consumer Health Monitoring. IEEE Consumer Electronics Magazine 2018;7(1):38 View
  40. Zhang Y, Weaver R, Armstrong B, Burkart S, Zhang S, Beets M. Validity of Wrist-Worn photoplethysmography devices to measure heart rate: A systematic review and meta-analysis. Journal of Sports Sciences 2020;38(17):2021 View
  41. Falter M, Budts W, Goetschalckx K, Cornelissen V, Buys R. Accuracy of Apple Watch Measurements for Heart Rate and Energy Expenditure in Patients With Cardiovascular Disease: Cross-Sectional Study. JMIR mHealth and uHealth 2019;7(3):e11889 View
  42. Ding E, Han D, Whitcomb C, Bashar S, Adaramola O, Soni A, Saczynski J, Fitzgibbons T, Moonis M, Lubitz S, Lessard D, Hills M, Barton B, Chon K, McManus D. Accuracy and Usability of a Novel Algorithm for Detection of Irregular Pulse Using a Smartwatch Among Older Adults: Observational Study. JMIR Cardio 2019;3(1):e13850 View
  43. Lam C, Milne-Ives M, Van Velthoven M, Meinert E. Internet of Things–Enabled Technologies for Weight Management in Children and Adolescents: Protocol for a Systematic Review. JMIR Research Protocols 2020;9(3):e16930 View
  44. Soon S, Svavarsdottir H, Downey C, Jayne D. Wearable devices for remote vital signs monitoring in the outpatient setting: an overview of the field. BMJ Innovations 2020;6(2):55 View
  45. Fuller D, Colwell E, Low J, Orychock K, Tobin M, Simango B, Buote R, Van Heerden D, Luan H, Cullen K, Slade L, Taylor N. Reliability and Validity of Commercially Available Wearable Devices for Measuring Steps, Energy Expenditure, and Heart Rate: Systematic Review. JMIR mHealth and uHealth 2020;8(9):e18694 View
  46. Werhahn S, Dathe H, Rottmann T, Franke T, Vahdat D, Hasenfuß G, Seidler T. Designing meaningful outcome parameters using mobile technology: a new mobile application for telemonitoring of patients with heart failure. ESC Heart Failure 2019;6(3):516 View
  47. Hruska B, Pressman S, Bendinskas K, Gump B. Do vacations alter the connection between stress and cardiovascular activity? The effects of a planned vacation on the relationship between weekly stress and ambulatory heart rate. Psychology & Health 2020;35(8):984 View
  48. Massoomi M, Handberg E. Increasing and Evolving Role of Smart Devices in Modern Medicine. European Cardiology Review 2019;14(3):181 View
  49. Vinciguerra S, Vinciguerra M. Smart devices and healthy aging. Nutrition and Healthy Aging 2019;5(1):13 View
  50. Evenson K, Spade C. Review of Validity and Reliability of Garmin Activity Trackers. Journal for the Measurement of Physical Behaviour 2020;3(2):170 View
  51. Nelson B, Low C, Jacobson N, Areán P, Torous J, Allen N. Guidelines for wrist-worn consumer wearable assessment of heart rate in biobehavioral research. npj Digital Medicine 2020;3(1) View
  52. Feehan L, Geldman J, Sayre E, Park C, Ezzat A, Yoo J, Hamilton C, Li L. Accuracy of Fitbit Devices: Systematic Review and Narrative Syntheses of Quantitative Data. JMIR mHealth and uHealth 2018;6(8):e10527 View
  53. Kong Y, Chon K. Heart Rate Tracking Using a Wearable Photoplethysmographic Sensor During Treadmill Exercise. IEEE Access 2019;7:152421 View
  54. Ray T, Choi J, Bandodkar A, Krishnan S, Gutruf P, Tian L, Ghaffari R, Rogers J. Bio-Integrated Wearable Systems: A Comprehensive Review. Chemical Reviews 2019;119(8):5461 View
  55. Gorny A, Liew S, Tan C, Müller-Riemenschneider F. Fitbit Charge HR Wireless Heart Rate Monitor: Validation Study Conducted Under Free-Living Conditions. JMIR mHealth and uHealth 2017;5(10):e157 View
  56. Chow H, Yang C. Accuracy of Optical Heart Rate Sensing Technology in Wearable Fitness Trackers for Young and Older Adults: Validation and Comparison Study. JMIR mHealth and uHealth 2020;8(4):e14707 View
  57. Budig M, Höltke V, Keiner M. Accuracy of optical heart rate measurement and distance measurement of a fitness tracker and their consequential use in sports. German Journal of Exercise and Sport Research 2019;49(4):402 View
  58. Henriksen A, Haugen Mikalsen M, Woldaregay A, Muzny M, Hartvigsen G, Hopstock L, Grimsgaard S. Using Fitness Trackers and Smartwatches to Measure Physical Activity in Research: Analysis of Consumer Wrist-Worn Wearables. Journal of Medical Internet Research 2018;20(3):e110 View
  59. Dunn J, Runge R, Snyder M. Wearables and the Medical Revolution. Personalized Medicine 2018;15(5):429 View
  60. 이미현 , Saejong Park , Hyojin Lee . Accuracy of swimming wearable watches for estimating energy expenditure. IJASS(International Journal of Applied Sports Sciences) 2018;30(1):80 View
  61. Akinci B, Zenginler Yazgan Y, Altinoluk T. The effectiveness of three different recovery methods on blood lactate, acute muscle performance, and delayed-onset muscle soreness: a randomized comparative study. The Journal of Sports Medicine and Physical Fitness 2020;60(3) View
  62. Polhemus A, Novák J, Ferrao J, Simblett S, Radaelli M, Locatelli P, Matcham F, Kerz M, Weyer J, Burke P, Huang V, Dockendorf M, Temesi G, Wykes T, Comi G, Myin-Germeys I, Folarin A, Dobson R, Manyakov N, Narayan V, Hotopf M. Human-Centered Design Strategies for Device Selection in mHealth Programs: Development of a Novel Framework and Case Study. JMIR mHealth and uHealth 2020;8(5):e16043 View
  63. Xiang L, Zeng X, Xia F, Jin W, Liu Y, Hu Y. Recent Advances in Flexible and Stretchable Sensing Systems: From the Perspective of System Integration. ACS Nano 2020;14(6):6449 View
  64. Mühlen J, Stang J, Lykke Skovgaard E, Judice P, Molina-Garcia P, Johnston W, Sardinha L, Ortega F, Caulfield B, Bloch W, Cheng S, Ekelund U, Brønd J, Grøntved A, Schumann M. Recommendations for determining the validity of consumer wearable heart rate devices: expert statement and checklist of the INTERLIVE Network. British Journal of Sports Medicine 2021;55(14):767 View
  65. Shumate T, Link M, Furness J, Kemp-Smith K, Simas V, Climstein M. Validity of the Polar Vantage M watch when measuring heart rate at different exercise intensities. PeerJ 2021;9:e10893 View
  66. Luo Y, Jia T, Fang J, Liu D, Saikam V, Sheng X, Iyer S. Rapid, user-friendly, and inexpensive detection of azidothymidine. Analytical and Bioanalytical Chemistry 2021;413(7):1999 View
  67. Kobayashi M, Shinohara T, Usuda S. Accuracy of wrist-worn heart rate monitors during physical therapy sessions among hemiparetic inpatients with stroke. Journal of Physical Therapy Science 2021;33(1):45 View
  68. Auepanwiriyakul C, Waibel S, Songa J, Bentley P, Faisal A. Accuracy and Acceptability of Wearable Motion Tracking for Inpatient Monitoring Using Smartwatches. Sensors 2020;20(24):7313 View
  69. Maharaj A, Gutierrez A, Cueto C, Cadavid S. Automated measurement of repetitive behavior using the Microsoft Kinect: a proof of concept. Behavioral Interventions 2020;35(4):488 View
  70. Gorzelitz J, Farber C, Gangnon R, Cadmus-Bertram L. Accuracy of Wearable Trackers for Measuring Moderate- to Vigorous-Intensity Physical Activity: A Systematic Review and Meta-Analysis. Journal for the Measurement of Physical Behaviour 2020;3(4):346 View
  71. Teixeira E, Fonseca H, Diniz-Sousa F, Veras L, Boppre G, Oliveira J, Pinto D, Alves A, Barbosa A, Mendes R, Marques-Aleixo I. Wearable Devices for Physical Activity and Healthcare Monitoring in Elderly People: A Critical Review. Geriatrics 2021;6(2):38 View
  72. Leopold J, Davis R, Antman E. Data from Digital Health Devices Informs Ideal Cardiovascular Health. Journal of Personalized Medicine 2021;11(3):189 View
  73. Fine J, Branan K, Rodriguez A, Boonya-ananta T, Ajmal , Ramella-Roman J, McShane M, Coté G. Sources of Inaccuracy in Photoplethysmography for Continuous Cardiovascular Monitoring. Biosensors 2021;11(4):126 View
  74. Leung W, Case L, Jung J, Yun J. Factors associated with validity of consumer-oriented wearable physical activity trackers: a meta-analysis. Journal of Medical Engineering & Technology 2021;45(3):223 View
  75. Muggeridge D, Hickson K, Davies A, Giggins O, Megson I, Gorely T, Crabtree D. Measurement of Heart Rate Using the Polar OH1 and Fitbit Charge 3 Wearable Devices in Healthy Adults During Light, Moderate, Vigorous, and Sprint-Based Exercise: Validation Study. JMIR mHealth and uHealth 2021;9(3):e25313 View
  76. Giorgi A, Ronca V, Vozzi A, Sciaraffa N, di Florio A, Tamborra L, Simonetti I, Aricò P, Di Flumeri G, Rossi D, Borghini G. Wearable Technologies for Mental Workload, Stress, and Emotional State Assessment during Working-Like Tasks: A Comparison with Laboratory Technologies. Sensors 2021;21(7):2332 View
  77. Fuller D, Anaraki J, Simango B, Rayner M, Dorani F, Bozorgi A, Luan H, A Basset F. Predicting lying, sitting, walking and running using Apple Watch and Fitbit data. BMJ Open Sport & Exercise Medicine 2021;7(1):e001004 View
  78. Lee M, Park J, Seo M, Kang S, Lee J. A New Equation to Estimate Energy Expenditure Using Heart Rate in Children. Sustainability 2021;13(9):5092 View
  79. Akbar F, Mark G, Prausnitz S, Warton E, East J, Moeller M, Reed M, Lieu T. Physician Stress During Electronic Health Record Inbox Work: In Situ Measurement With Wearable Sensors. JMIR Medical Informatics 2021;9(4):e24014 View
  80. Zhang Y, Chen X, Pang X, Cheng S, Li X, Xie P. Multiscale multivariate transfer entropy and application to functional corticocortical coupling. Journal of Neural Engineering 2021;18(4):046056 View
  81. Dritsa D, Biloria N. Mapping the urban environment using real-time physiological monitoring. Archnet-IJAR: International Journal of Architectural Research 2021;15(3):467 View
  82. Mauldin K, Gieng J, Saarony D, Hu C. Performing nutrition assessment remotely via telehealth. Nutrition in Clinical Practice 2021;36(4):751 View
  83. Sardana M, Lin H, Zhang Y, Liu C, Trinquart L, Benjamin E, Manders E, Fusco K, Kornej J, Hammond M, Spartano N, Pathiravasan C, Kheterpal V, Nowak C, Borrelli B, Murabito J, McManus D. Association of Habitual Physical Activity With Home Blood Pressure in the Electronic Framingham Heart Study (eFHS): Cross-sectional Study. Journal of Medical Internet Research 2021;23(6):e25591 View
  84. Reece J, Bunn J, Choi M, Navalta J. Assessing Heart Rate Using Consumer Technology Association Standards. Technologies 2021;9(3):46 View
  85. Tsou M, Lung S, Cheng C. Demonstrating the Applicability of Smartwatches in PM2.5 Health Impact Assessment. Sensors 2021;21(13):4585 View
  86. Wan E, Ghanbari H, Akoum N, Itzhak Attia Z, Asirvatham S, Chung E, Dagher L, Al-Khatib S, Stuart Mendenhall G, McManus D, Pathak R, Passman R, Peters N, Schwartzman D, Svennberg E, Tarakji K, Turakhia M, Trela A, Yarmohammadi H, Marrouche N. HRS White Paper on Clinical Utilization of Digital Health Technology. Cardiovascular Digital Health Journal 2021;2(4):196 View
  87. VORWERG S, STAMM O, MENANT A, ALEX S, MÜLLER-WERDAN U. Observational study in cardiac rehabilitation groups phase III: a comparison of perceived and measured training intensity during a moderate-intensity workout. European Journal of Physical and Rehabilitation Medicine 2021;57(3) View
  88. Pérez-Robledo F, Bermejo-Gil B, Sánchez-González J, Domínguez-García A. Validación del dispositivo de monitorización de actividad TomTom Touch Fitness Tracker® para medir la frecuencia cardíaca durante el esfuerzo. Fisioterapia 2022;44(4):218 View
  89. Kim K, Lee J, Ahn C, Yu H, Choi J, Lee H, Lee W, Moon J. Association between Thyroid Function and Heart Rate Monitored by Wearable Devices in Patients with Hypothyroidism. Endocrinology and Metabolism 2021;36(5):1121 View
  90. Hoevenaars D, Yocarini I, Paraschiakos S, Holla J, de Groot S, Kraaij W, Janssen T. Accuracy of Heart Rate Measurement by the Fitbit Charge 2 During Wheelchair Activities in People With Spinal Cord Injury: Instrument Validation Study. JMIR Rehabilitation and Assistive Technologies 2022;9(1):e27637 View
  91. Braun-Trocchio R, Williams A, Harrison K, Warfield E, Renteria J. The Effects of Heart Rate Monitoring on Ratings of Perceived Exertion and Attention Allocation in Individuals of Varying Fitness Levels. Frontiers in Sports and Active Living 2022;3 View
  92. Tropschuh B, Windecker S, Reinhart G. Study-based evaluation of accuracy and usability of wearable devices in manual assembly. Production & Manufacturing Research 2022;10(1):569 View
  93. Kim C, Kim S, Suh M. Accuracy and Validity of Commercial Smart Bands for Heart Rate Measurements During Cardiopulmonary Exercise Test. Annals of Rehabilitation Medicine 2022;46(4):209 View
  94. Fronczek L, Mende M, Scott M, Nenkov G, Gustafsson A. Friend or foe? Can anthropomorphizing self-tracking devices backfire on marketers and consumers?. Journal of the Academy of Marketing Science 2023;51(5):1075 View
  95. Harimurti S, Hesar M, Soekoco A, Jessika J, Rizalputri L, Althof R, Refantero G, Utari L, Idrissi A, Gries T, Yuliarto B, Ingebrandt S, Anshori I. Review—Human-Body Powered Biosensing Textiles: Body-Power Generating Wearables Based on Textiles for Human Biomonitoring. Journal of The Electrochemical Society 2022;169(6):067502 View
  96. Roy D, Mazumder O, Jaiswal D, Ghose A, Khandelwal S, Mandana K, Sinha A. In-silico cardiovascular hemodynamic model to simulate the effect of physical exercise. Biomedical Signal Processing and Control 2023;80:104364 View
  97. Mach S, Storozynski P, Halama J, Krems J. Assessing mental workload with wearable devices – Reliability and applicability of heart rate and motion measurements. Applied Ergonomics 2022;105:103855 View
  98. Cook D, Duncan G, Sprint G, Fritz R. Using Smart City Technology to Make Healthcare Smarter. Proceedings of the IEEE 2018;106(4):708 View
  99. Kwon S, Kim Y, Bai Y, Burns R, Brusseau T, Byun W. Validation of the Apple Watch for Estimating Moderate-to-Vigorous Physical Activity and Activity Energy Expenditure in School-Aged Children. Sensors 2021;21(19):6413 View
  100. Gerhalter T, Müller C, Maron E, Thielen M, Schätzl T, Mähler A, Schütte T, Boschmann M, Herzer R, Spuler S, Gazzerro E. “suMus,” a novel digital system for arm movement metrics and muscle energy expenditure. Frontiers in Physiology 2023;14 View
  101. 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
  102. Stewart T, Villaneuva K, Hahn A, Ortiz-Delatorre J, Wolf C, Nguyen R, Bolter N, Kern M, Bagley J. Actual vs. perceived exertion during active virtual reality game exercise. Frontiers in Rehabilitation Sciences 2022;3 View
  103. Hsiao Y, Tzeng H, Chu C, Lan H, Chiang H. A Novel Intensity-Based Approach to Increasing Prefrontal Cerebral Oxygenation by Walking Exercise. Journal of Personalized Medicine 2022;12(4):510 View
  104. Martín-Escudero P, Cabanas A, Dotor-Castilla M, Galindo-Canales M, Miguel-Tobal F, Fernández-Pérez C, Fuentes-Ferrer M, Giannetti R. Are Activity Wrist-Worn Devices Accurate for Determining Heart Rate during Intense Exercise?. Bioengineering 2023;10(2):254 View
  105. Zielinska A, Mullins E, Lees C. The feasibility of multimodality remote monitoring of maternal physiology during pregnancy. Medicine 2022;101(26):e29566 View
  106. Tricás-Vidal H, Lucha-López M, Hidalgo-García C, Vidal-Peracho M, Monti-Ballano S, Tricás-Moreno J. Health Habits and Wearable Activity Tracker Devices: Analytical Cross-Sectional Study. Sensors 2022;22(8):2960 View
  107. Cheng S, Chen X, Zhang Y, Wang Y, Li X, Li X, Xie P. Multiscale information interaction at local frequency band in functional corticomuscular coupling. Cognitive Neurodynamics 2023;17(6):1575 View
  108. Valenza G. Biomedical Signal Processing: The Cornerstone of Artificial Intelligence in Healthcare Wearables. Biomedical Materials & Devices 2023;1(2):680 View
  109. Lui G, Loughnane D, Polley C, Jayarathna T, Breen P. The Apple Watch for Monitoring Mental Health–Related Physiological Symptoms: Literature Review. JMIR Mental Health 2022;9(9):e37354 View
  110. Liu J, Spakowicz D, Ash G, Hoyd R, Ahluwalia R, Zhang A, Lou S, Lee D, Zhang J, Presley C, Greene A, Stults-Kolehmainen M, Nally L, Baker J, Fucito L, Weinzimer S, Papachristos A, Gerstein M, Papin J. Bayesian structural time series for biomedical sensor data: A flexible modeling framework for evaluating interventions. PLOS Computational Biology 2021;17(8):e1009303 View
  111. 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
  112. Giggins O, Doyle J, Smith S, Crabtree D, Fraser M. Measurement of Heart Rate Using the Withings ScanWatch Device During Free-living Activities: Validation Study. JMIR Formative Research 2022;6(9):e34280 View
  113. Germini F, Noronha N, Borg Debono V, Abraham Philip B, Pete D, Navarro T, Keepanasseril A, Parpia S, de Wit K, Iorio A. Accuracy and Acceptability of Wrist-Wearable Activity-Tracking Devices: Systematic Review of the Literature. Journal of Medical Internet Research 2022;24(1):e30791 View
  114. Alfonso C, Garcia-Gonzalez M, Parrado E, Gil-Rojas J, Ramos-Castro J, Capdevila L. Agreement between two photoplethysmography-based wearable devices for monitoring heart rate during different physical activity situations: a new analysis methodology. Scientific Reports 2022;12(1) View
  115. Jachymek M, Jachymek M, Kiedrowicz R, Kaźmierczak J, Płońska-Gościniak E, Peregud-Pogorzelska M. Wristbands in Home-Based Rehabilitation—Validation of Heart Rate Measurement. Sensors 2021;22(1):60 View
  116. Lee H, Lee M, Park S. Accuracy of Wearable Devices for Estimating Energy Expenditure and Heart Rate During Golf. Exercise Science 2022;31(3):411 View
  117. 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
  118. Khanal S, Sampaio J, Exel J, Barroso J, Filipe V. Using Computer Vision to Track Facial Color Changes and Predict Heart Rate. Journal of Imaging 2022;8(9):245 View
  119. Cai Y, Wang Z, Zhang W, Kong W, Jiang J, Zhao R, Wang D, Feng L, Ni G. Estimation of Heart Rate and Energy Expenditure Using a Smart Bracelet during Different Exercise Intensities: A Reliability and Validity Study. Sensors 2022;22(13):4661 View
  120. Pipek L, Nascimento R, Acencio M, Teixeira L. Comparison of SpO2 and heart rate values on Apple Watch and conventional commercial oximeters devices in patients with lung disease. Scientific Reports 2021;11(1) View
  121. Merrigan J, Stovall J, Stone J, Stephenson M, Finomore V, Hagen J. Validation of Garmin and Polar Devices for Continuous Heart Rate Monitoring During Common Training Movements in Tactical Populations. Measurement in Physical Education and Exercise Science 2023;27(3):234 View
  122. Nahavandi D, Alizadehsani R, Khosravi A, Acharya U. Application of artificial intelligence in wearable devices: Opportunities and challenges. Computer Methods and Programs in Biomedicine 2022;213:106541 View
  123. Cibrian F, Monteiro E, Ankrah E, Beltran J, Tavakoulnia A, Schuck S, Hayes G, Lakes K, Martinuzzi A. Parents’ perspectives on a smartwatch intervention for children with ADHD: Rapid deployment and feasibility evaluation of a pilot intervention to support distance learning during COVID-19. PLOS ONE 2021;16(10):e0258959 View
  124. Burford K, Golaszewski N, Bartholomew J. “I shy away from them because they are very identifiable”: A qualitative study exploring user and non-user's perceptions of wearable activity trackers. DIGITAL HEALTH 2021;7 View
  125. Ji D, Guo X, Fu W, Ding Z, Wang C, Zhang Q, Ramakrishna S, Qin X. The marriage of biochemistry and nanotechnology for non-invasive real-time health monitoring. Materials Science and Engineering: R: Reports 2022;149:100681 View
  126. Gilgen-Ammann R, Roos L, Wyss T, Veenstra B, Delves S, Beeler N, Buller M, Friedl K. Validation of ambulatory monitoring devices to measure energy expenditure and heart rate in a military setting. Physiological Measurement 2021;42(8):085008 View
  127. Kaplan D, Palitsky R, Dunsiger S, Wu W, Parker A, Troubh J, Whitworth J, Bock B. Biological and psychological predictors of heart rate patterns during physical activity. Psychology of Sport and Exercise 2023;65:102346 View
  128. Hajj‐Boutros G, Landry‐Duval M, Comtois A, Gouspillou G, Karelis A. Wrist‐worn devices for the measurement of heart rate and energy expenditure: A validation study for the Apple Watch 6, Polar Vantage V and Fitbit Sense. European Journal of Sport Science 2023;23(2):165 View
  129. 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
  130. Leung W, Case L, Sung M, Jung J. A meta-analysis of Fitbit devices: same company, different models, different validity evidence. Journal of Medical Engineering & Technology 2022;46(2):102 View
  131. Lam C, Milne-Ives M, Harrington R, Jani A, Helena van Velthoven M, Harding T, Meinert E, Mulvaney S. Internet of things–Enabled technologies as an intervention for childhood obesity: A systematic review. PLOS Digital Health 2022;1(4):e0000024 View
  132. Zhou S, Li K, Ogihara A, Wang X. Perceptions of traditional Chinese medicine doctors about using wearable devices and traditional Chinese medicine diagnostic instruments: A mixed-methodology study. DIGITAL HEALTH 2022;8:205520762211022 View
  133. Givens A, Bernards J, Kelly K. Characterization of Female US Marine Recruits: Workload, Caloric Expenditure, Fitness, Injury Rates, and Menstrual Cycle Disruption during Bootcamp. Nutrients 2023;15(7):1639 View
  134. Costa-García Á, Okajima S, Yang N, Shimoda S. Artifact removal from sEMG signals recorded during fully unsupervised daily activities. DIGITAL HEALTH 2023;9 View
  135. Levin A, Gong S, Cheng W. Wearable Smart Bandage-Based Bio-Sensors. Biosensors 2023;13(4):462 View
  136. Teckchandani T, Krakauer R, Andrews K, Neary J, Nisbet J, Shields R, Maguire K, Jamshidi L, Afifi T, Lix L, Sauer-Zavala S, Asmundson G, Krätzig G, Carleton R. Prophylactic relationship between mental health disorder symptoms and physical activity of Royal Canadian Mounted Police Cadets during the cadet training program. Frontiers in Psychology 2023;14 View
  137. Kim C, Song J, Kim S. Validation of Wearable Digital Devices for Heart Rate Measurement During Exercise Test in Patients With Coronary Artery Disease. Annals of Rehabilitation Medicine 2023;47(4):261 View
  138. Kloss E, Givens A, Palombo L, Bernards J, Niederberger B, Bennett D, Kelly K. Validation of Polar Grit X Pro for Estimating Energy Expenditure during Military Field Training: A Pilot Study. Journal of Sports Science and Medicine 2023:658 View
  139. Lee M, Lee Y, Park S. Validity of Energy Expenditure Estimation Equation using Heart Rate in Swimming. Exercise Science 2023;32(2):215 View
  140. Lederer L, Breton A, Jeong H, Master H, Roghanizad A, Dunn J. The Importance of Data Quality Control in Using Fitbit Device Data From the Research Program. JMIR mHealth and uHealth 2023;11:e45103 View
  141. Tran T, Steiner J, Venkateswaran A, Buber J. Peak oxygen consumption by smartwatches compared with cardiopulmonary exercise test in complex congenital heart disease. Heart 2024;110(5):353 View
  142. Navalta J, Davis D, Malek E, Carrier B, Bodell N, Manning J, Cowley J, Funk M, Lawrence M, DeBeliso M. Heart rate processing algorithms and exercise duration on reliability and validity decisions in biceps-worn Polar Verity Sense and OH1 wearables. Scientific Reports 2023;13(1) View
  143. 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 2024;15(1):12 View
  144. Jimenez J, Erdman N, Hart J, Resch J. The Effect of Exercise on a Novel Dual-Task Assessment for Sport Concussion. Medicine & Science in Sports & Exercise 2023 View
  145. 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
  146. Lobach Y, Romero-Ramos Ó, Romero-Ramos N, Niźnikowski T, Fernandez-Rodriguez E. Impact of Active Break with Guided Dance in University Classes. Polish Journal of Sport and Tourism 2023;30(4):45 View
  147. 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
  148. Badolato E, Little A, Le V. Improving heart rate monitoring in the obese with time-of-flight photoplethysmography (TOF-PPG): a quantitative analysis of source-detector-distance effect. Optics Express 2024;32(3):4446 View
  149. Adil M, Atiq I, Younus S. Effectiveness of the Apple Watch as a mental health tracker. Journal of Global Health 2024;14 View
  150. Oh I, Jeon J, Kim J, Hyeon J, Yeon J, Ha H, Han S, Kang D, So W. Comparative Analysis Of Energy Expenditure Assessments From The Graded Exercise Test Vs. Galaxy Watch And Apple Watch In Korean College Students During A 30-minute Workout: A Pilot Study. The Asian Journal of Kinesiology 2024;26(1):60 View
  151. Zonshayn S, Coppola C, Lawrence J. Energy Consumption and Substrate Utilization During Spinal Surgery. JAAOS: Global Research and Reviews 2024;8(2) View
  152. Uphill A, Kendall K, Fogarty A, Guppy S, Brown H, Zomer T, Parker S, Haff G. Validity of Apple Watch, Garmin Forerunner® 935 and GENEActiv for estimating energy expenditure during close quarter battle training in Special Forces soldiers. European Journal of Sport Science 2024;24(5):614 View
  153. Tóth K, Takács P, Balatoni I. Users’ Expectations of Smart Devices during Physical Activity—A Literature Review. Applied Sciences 2024;14(8):3518 View
  154. Amitrano F, Coccia A, Pagano G, Biancardi A, Tombolini G, Marsico V, D’Addio G. Measuring Surface Electromyography with Textile Electrodes in a Smart Leg Sleeve. Sensors 2024;24(9):2763 View
  155. Quigley K, Gianaros P, Norman G, Jennings J, Berntson G, de Geus E. Publication guidelines for human heart rate and heart rate variability studies in psychophysiology—Part 1: Physiological underpinnings and foundations of measurement. Psychophysiology 2024;61(9) View
  156. Hoy B, Bi M, Lam M, Krishnasamy G, Abdalmalak A, Fenesi B. Hyperactivity in ADHD: Friend or Foe?. Brain Sciences 2024;14(7):719 View
  157. Fernandes H, Souza H, Filippini R, Marins J. Existe diferença entre o registro da frequência cárdica entre monitores Xiaomi e Polar?. Cuadernos de Educación y Desarrollo 2024;16(8):e5058 View
  158. Jain A, Pradhan D, Kuanr A, Singh S. Self‐quantification and consumer well‐being: A meta‐analytic review. Psychology & Marketing 2024 View
  159. Lee M, Lee S, Park S. Validity of Wearable Trackers for Measuring Steps, Energy Expenditure and Heart Rate in Korean Elderly. Exercise Science 2024;33(3):331 View
  160. Rehman R, Chatterjee M, Manyakov N, Daans M, Jackson A, O’Brisky A, Telesky T, Smets S, Berghmans P, Yang D, Reynoso E, Lucas M, Huo Y, Thirugnanam V, Mansi T, Morris M. Assessment of Physiological Signals from Photoplethysmography Sensors Compared to an Electrocardiogram Sensor: A Validation Study in Daily Life. Sensors 2024;24(21):6826 View
  161. Ceugniez M, Devanne H, Hermand E. Reliability and accuracy of a photoplethysmography heart rate sensor: a validation study of the Fitbit Charge 4 in ecological conditions (Preprint). JMIR mHealth and uHealth 2023 View
  162. Courtney J, Turner J, Puterman E, Almeida D. Within-person associations between daily stress and physical activity during working and non-working hours. Psychology of Sport and Exercise 2025;76:102777 View
  163. Kim J, Shin J, Kim M, Moon J. Cost-effectiveness Analysis Comparing Conventional and Digital Software Supported Management for Hypothyroidism. The Journal of Clinical Endocrinology & Metabolism 2024 View
  164. Guzmán‐Vélez E, Rivera‐Hernández A, Fabrega S, Oliveira G, Martínez J, Baena A, Picard G, Lopera F, Arnold S, Taylor J, Quiroz Y. Relationship between physical activity and biomarkers of pathology and neuroinflammation in preclinical autosomal‐dominant Alzheimer's disease. Alzheimer's & Dementia: Translational Research & Clinical Interventions 2024;10(4) View

Books/Policy Documents

  1. Tamura T, Maeda Y. Seamless Healthcare Monitoring. View
  2. Arigo D, Pasko K. Encyclopedia of Behavioral Medicine. View
  3. Moissa B, Bonnin G, Boyer A. Perspectives on Wearable Enhanced Learning (WELL). View
  4. Cruz-Sandoval D, Favela J, Lopez-Nava I, Morales A. IoT in Healthcare and Ambient Assisted Living. View
  5. Arigo D, Pasko K. Encyclopedia of Behavioral Medicine. View
  6. Busch L, Schücker L, Utesch T, Strauss B. Trust and Communication. View
  7. Xiang L, Hu Y. Nanoporous Carbons for Soft and Flexible Energy Devices. View
  8. Bedolla J, Pines J. Evidence‐Based Emergency Care. View
  9. Collecchia G, De Gobbi R. AI in Clinical Practice. View
  10. Lin C, Tung F, Chen C. Cross-Cultural Design. View