Published on in Vol 8, No 4 (2020): April

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/14707, first published .
Accuracy of Optical Heart Rate Sensing Technology in Wearable Fitness Trackers for Young and Older Adults: Validation and Comparison Study

Accuracy of Optical Heart Rate Sensing Technology in Wearable Fitness Trackers for Young and Older Adults: Validation and Comparison Study

Accuracy of Optical Heart Rate Sensing Technology in Wearable Fitness Trackers for Young and Older Adults: Validation and Comparison Study

Authors of this article:

Hsueh-Wen Chow1 Author Orcid Image ;   Chao-Ching Yang1 Author Orcid Image

Journals

  1. Zampogna A, Manoni A, Asci F, Liguori C, Irrera F, Suppa A. Shedding Light on Nocturnal Movements in Parkinson’s Disease: Evidence from Wearable Technologies. Sensors 2020;20(18):5171 View
  2. 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
  3. Ahmad Tarar A, Mohammad U, K. Srivastava S. Wearable Skin Sensors and Their Challenges: A Review of Transdermal, Optical, and Mechanical Sensors. Biosensors 2020;10(6):56 View
  4. Komarzynski S, Wreglesworth N, Griffiths D, Pecchia L, Subbe C, Hughes S, Davies E, Innominato P. Embracing Change: Learnings From Implementing Multidimensional Digital Remote Monitoring in Oncology Patients at a District General Hospital During the COVID-19 Pandemic. JCO Clinical Cancer Informatics 2021;(5):216 View
  5. 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
  6. Restrepo M, Huffenberger A, Hanson C, Draugelis M, Laudanski K. Remote Monitoring of Critically-Ill Post-Surgical Patients: Lessons from a Biosensor Implementation Trial. Healthcare 2021;9(3):343 View
  7. Marutani Y, Konda S, Ogasawara I, Yamasaki K, Yokoyama T, Maeshima E, Nakata K. An Experimental Feasibility Study Evaluating the Adequacy of a Sportswear-Type Wearable for Recording Exercise Intensity. Sensors 2022;22(7):2577 View
  8. Huang Z, Xu Y, Cheng Y, Xue M, Deng M, Jaffrezic-Renault N, Guo Z. Recent advances in skin-like wearable sensors: sensor design, health monitoring, and intelligent auxiliary. Sensors & Diagnostics 2022;1(4):686 View
  9. 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
  10. 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
  11. 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
  12. Budig M, Keiner M, Stoohs R, Hoffmeister M, Höltke V. Heart Rate and Distance Measurement of Two Multisport Activity Trackers and a Cellphone App in Different Sports: A Cross-Sectional Validation and Comparison Field Study. Sensors 2021;22(1):180 View
  13. de la Casa Pérez A, Latorre Román P, Muñoz Jiménez M, Lucena Zurita M, Laredo Aguilera J, Párraga Montilla J, Cabrera Linares J. Is the Xiaomi Mi Band 4 an Accuracy Tool for Measuring Health-Related Parameters in Adults and Older People? An Original Validation Study. International Journal of Environmental Research and Public Health 2022;19(3):1593 View
  14. Zhang Y, Trace C. The quality of health and wellness self‐tracking data: A consumer perspective. Journal of the Association for Information Science and Technology 2022;73(6):879 View
  15. Sunny J, Patro C, Karnani K, Pingle S, Lin F, Anekoji M, Jones L, Kesari S, Ashili S. Anomaly Detection Framework for Wearables Data: A Perspective Review on Data Concepts, Data Analysis Algorithms and Prospects. Sensors 2022;22(3):756 View
  16. Kazanskiy N, Butt M, Khonina S. Recent Advances in Wearable Optical Sensor Automation Powered by Battery versus Skin-like Battery-Free Devices for Personal Healthcare—A Review. Nanomaterials 2022;12(3):334 View
  17. Presseller E, Patarinski A, Fan S, Lampe E, Juarascio A. Sensor technology in eating disorders research: A systematic review. International Journal of Eating Disorders 2022;55(5):573 View
  18. Santamaria-Granados L, Mendoza-Moreno J, Chantre-Astaiza A, Munoz-Organero M, Ramirez-Gonzalez G. Tourist Experiences Recommender System Based on Emotion Recognition with Wearable Data. Sensors 2021;21(23):7854 View
  19. Shei R, Holder I, Oumsang A, Paris B, Paris H. Wearable activity trackers–advanced technology or advanced marketing?. European Journal of Applied Physiology 2022;122(9):1975 View
  20. ter Harmsel J, Noordzij M, van der Pol T, Swinkels L, Goudriaan A, Popma A. Exploring the effects of a wearable biocueing app (Sense-IT) as an addition to aggression regulation therapy in forensic psychiatric outpatients. Frontiers in Psychology 2023;14 View
  21. Caldirola D, Daccò S, Grassi M, Alciati A, Sbabo W, De Donatis D, Martinotti G, De Berardis D, Perna G. Cardiorespiratory Assessments in Panic Disorder Facilitated by Wearable Devices: A Systematic Review and Brief Comparison of the Wearable Zephyr BioPatch with the Quark-b2 Stationary Testing System. Brain Sciences 2023;13(3):502 View
  22. Pardini S, Gabrielli S, Olivetto S, Fusina F, Dianti M, Forti S, Lancini C, Novara C. Personalized, Naturalistic Virtual Reality Scenarios Coupled With Web-Based Progressive Muscle Relaxation Training for the General Population: Protocol for a Proof-of-Principle Randomized Controlled Trial. JMIR Research Protocols 2023;12:e44183 View
  23. Al Ahmad M, Joyce Among Olule L. Simultaneous measurements of multiple vital signs using non-contact frequency modulated continuous wave radar monitoring. Alexandria Engineering Journal 2023;71:609 View
  24. Speed C, Arneil T, Harle R, Wilson A, Karthikesalingam A, McConnell M, Phillips J, Lichtner V. Measure by measure: Resting heart rate across the 24-hour cycle. PLOS Digital Health 2023;2(4):e0000236 View
  25. Elder A, Guillen G, Isip R, Zepeda R, Lewis Z. A Deeper Look into Exercise Intensity Tracking through Mobile Applications: A Brief Report. Technologies 2023;11(3):66 View
  26. Ruyak S, Roberts M, Chambers S, Ma X, DiDomenico J, De La Garza R, Bakhireva L. The effect of the COVID‐19 pandemic on substance use patterns and physiological dysregulation in pregnant and postpartum women. Alcohol: Clinical and Experimental Research 2023;47(6):1088 View
  27. Wang L, Li H, Yao Y, Han D, Yu C, Lyu W, Wu H. Smart cushion-based non-invasive mental fatigue assessment of construction equipment operators: A feasible study. Advanced Engineering Informatics 2023;58:102134 View
  28. Shahbaz M, Butt M, Piramidowicz R. A Concise Review of the Progress in Photonic Sensing Devices. Photonics 2023;10(6):698 View
  29. Jørgensen A, Toftager M, Eghøj M, Ried-Larsen M, Bjørk Petersen C. Heart rate responses, agreement and accuracy among persons with severe disabilities participating in the indirect movement program: Team Twin—an observational study. Frontiers in Sports and Active Living 2023;5 View
  30. Gajda R, Gajda J, Czuba M, Knechtle B, Drygas W. Sports Heart Monitors as Reliable Diagnostic Tools for Training Control and Detecting Arrhythmias in Professional and Leisure-Time Endurance Athletes: An Expert Consensus Statement. Sports Medicine 2024;54(1):1 View
  31. Deng Y, Wang Z, Dong L, Lei Y, Dong Y. Immersive innovations: an examination of the efficacy and evolution of virtual reality in human movement training. Robotic Intelligence and Automation 2023;43(5):551 View
  32. Loro F, Martins R, de Araújo C, Prade L, do Rosário D, da Rocha Seruffo M, de Freitas I, Nobre J, Both C, Dal Lago P. Innovative and disruptive technologies to prescribe, encourage, and evaluate physical exercise in healthy adults: a protocol of exploratory study followed by a noninferiority, investigator-blinded randomized clinical trial. Trials 2023;24(1) View
  33. Joshi J, Wang K, Cho Y. PhysioKit: An Open-Source, Low-Cost Physiological Computing Toolkit for Single- and Multi-User Studies. Sensors 2023;23(19):8244 View
  34. 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
  35. Yu Y, Jain B, Anand G, Heidarian M, Lowe A, Kalra A. Technologies for non-invasive physiological sensing: Status, challenges, and future horizons. Biosensors and Bioelectronics: X 2024;16:100420 View
  36. Novak R, Robinson J, Kanduč T, Sarigiannis D, Džeroski S, Kocman D. Empowering Participatory Research in Urban Health: Wearable Biometric and Environmental Sensors for Activity Recognition. Sensors 2023;23(24):9890 View
  37. Regehr C, Bogo M, Paterson J, Birze A, Sewell K, Fallon B, Regehr G. Provoking Reflection in Action in Experienced Practitioners: An Educational Intervention. Journal of Social Work Education 2024;60(2):225 View
  38. Johnson N, Venturo-Conerly K, Rusch T. Using wearable activity trackers for research in the global south: Lessons learned from adolescent psychotherapy research in Kenya. Cambridge Prisms: Global Mental Health 2023;10 View
  39. Wang T, Wu H, Wang W, Chen C, Chien W, Chu C, Wu Y. Assessment of Heart Rate Monitoring During Exercise With Smart Wristbands and a Heart Rhythm Patch: Validation and Comparison Study. JMIR Formative Research 2023;7:e52519 View
  40. McGibbon C, Sexton A, Gryfe P. Exercising with a robotic exoskeleton can improve memory and gait in people with Parkinson’s disease by facilitating progressive exercise intensity. Scientific Reports 2024;14(1) View
  41. Ma C, Xiao Z, Zhao L, Biton S, Behar J, Long X, Vullings R, Aarts R, Li J, Liu C. A Review on Atrial Fibrillation Detection From Ambulatory ECG. IEEE Transactions on Biomedical Engineering 2024;71(3):876 View
  42. Hu X, Sgherza T, Nothrup J, Fresco D, Naragon-Gainey K, Bylsma L. From lab to life: Evaluating the reliability and validity of psychophysiological data from wearable devices in laboratory and ambulatory settings. Behavior Research Methods 2024;56(7):1 View
  43. Ali M, Abdelsallam A, Rasslan A, Rabee A. Predictive Modeling of Heart Rate Dynamics based on Physical Characteristics and Exercise Parameters: A Machine Learning Approach. International Journal of Physical Education, Fitness and Sports 2024:1 View
  44. Kim S. Application and Challenges of the Technology Acceptance Model in Elderly Healthcare: Insights from ChatGPT. Technologies 2024;12(5):68 View
  45. 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
  46. Komarzynski S, Adams L, Davies E. Case example of a female solo sailor competing in the Vendée Globe reveals extraordinary biological demands. Journal of Sports Sciences 2024;42(9):793 View
  47. Busser A, Fleury S, Kadri A, Haj Mahmoud O, Richir S, Liew T. Scoping Review on the Interactive Digital Tools Used for the Physical and Cognitive Stimulation of Healthy Older Adults. Human Behavior and Emerging Technologies 2024;2024(1) View
  48. Jacko T, Bartsch J, von Diecken C, Ueberschär O. Validity of Current Smartwatches for Triathlon Training: How Accurate Are Heart Rate, Distance, and Swimming Readings?. Sensors 2024;24(14):4675 View
  49. Saad H, Zaki J, Abdelsalam M. Employing of machine learning and wearable devices in healthcare system: tasks and challenges. Neural Computing and Applications 2024;36(29):17829 View
  50. Singh S, Bennett M, Chen C, Shin S, Ghanbari H, Nelson B. Impact of Skin Pigmentation on Pulse Oximetry Blood Oxygenation and Wearable Pulse Rate Accuracy: Systematic Review and Meta-Analysis. Journal of Medical Internet Research 2024;26:e62769 View
  51. Chen C, Lai F, Huang L, Guo Y. Short- and medium-term cumulative effects of traffic-related air pollution on resting heart rate in the elderly: A wearable device study. Ecotoxicology and Environmental Safety 2024;285:117140 View
  52. FEIGEL E, BIRD M, KOLTUN K, LOVALEKAR M, FORSE J, GAGE C, STEELE E, KARGL C, MARTIN B, BANNISTER A, CRUZ A, DOYLE T, FRIEDL K, NINDL B. Allostatic Load Is Associated with Overuse Musculoskeletal Injury during US Marine Corps Officer Candidates School. Medicine & Science in Sports & Exercise 2024;56(11):2220 View
  53. 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
  54. Mei L, He Z, Hu L. Accuracy of the Huawei GT2 Smartwatch for measuring Physical Activity and Sleep among Adults during Daily Life: A Validation Study (Preprint). JMIR Formative Research 2024 View
  55. Rahman M, Agnew S, Ong S, Scheideler W. Kinetic liquid metal synthesis of flexible 2D conductive oxides for multimodal wearable sensing. npj Flexible Electronics 2024;8(1) View
  56. Liang T, Yilmaz G, Soon C. Deriving Accurate Nocturnal Heart Rate, rMSSD and Frequency HRV from the Oura Ring. Sensors 2024;24(23):7475 View
  57. Bains G, Carter S, Hayman M, Davenport M. Running for two (or three!): the journey of an ultramarathoner across two pregnancies. Journal of Applied Physiology 2024;137(6):1659 View
  58. Loro F, Martins R, Ferreira J, de Araujo C, Prade L, Both C, Nobre J, Monteiro M, Dal Lago P. Validation of a Wearable Sensor Prototype for Measuring Heart Rate to Prescribe Physical Activity: Cross-Sectional Exploratory Study. JMIR Biomedical Engineering 2024;9:e57373 View

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  5. Slepian R, Vincent A, Patterson H, Furman H. Comprehensive Precision Medicine. View