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

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;4:205520761877032 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
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  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
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  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
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  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
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  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
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  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
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  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
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  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
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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