Published on in Vol 7, No 3 (2019): March

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/10828, first published .
Accuracy of Consumer Wearable Heart Rate Measurement During an Ecologically Valid 24-Hour Period: Intraindividual Validation Study

Accuracy of Consumer Wearable Heart Rate Measurement During an Ecologically Valid 24-Hour Period: Intraindividual Validation Study

Accuracy of Consumer Wearable Heart Rate Measurement During an Ecologically Valid 24-Hour Period: Intraindividual Validation Study

Authors of this article:

Benjamin W Nelson1, 2 Author Orcid Image ;   Nicholas B Allen1, 2 Author Orcid Image

Journals

  1. Jim H, Hoogland A, Brownstein N, Barata A, Dicker A, Knoop H, Gonzalez B, Perkins R, Rollison D, Gilbert S, Nanda R, Berglund A, Mitchell R, Johnstone P. Innovations in research and clinical care using patient‐generated health data. CA: A Cancer Journal for Clinicians 2020;70(3):182 View
  2. 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
  3. Bent B, Goldstein B, Kibbe W, Dunn J. Investigating sources of inaccuracy in wearable optical heart rate sensors. npj Digital Medicine 2020;3(1) View
  4. O’Driscoll R, Turicchi J, Hopkins M, Gibbons C, Larsen S, Palmeira A, Heitmann B, Horgan G, Finlayson G, Stubbs R. The validity of two widely used commercial and research-grade activity monitors, during resting, household and activity behaviours. Health and Technology 2020;10(3):637 View
  5. Nelson B, Sheeber L, Pfeifer J, Allen N. Psychobiological markers of allostatic load in depressed and nondepressed mothers and their adolescent offspring. Journal of Child Psychology and Psychiatry 2021;62(2):199 View
  6. Liu J, Zhao Y, Lai B, Wang H, Tsui K. Wearable Device Heart Rate and Activity Data in an Unsupervised Approach to Personalized Sleep Monitoring: Algorithm Validation. JMIR mHealth and uHealth 2020;8(8):e18370 View
  7. Climstein M, Alder J, Brooker A, Cartwright E, Kemp-Smith K, Simas V, Furness J. Reliability of the Polar Vantage M Sports Watch when Measuring Heart Rate at Different Treadmill Exercise Intensities. Sports 2020;8(9):117 View
  8. Ringeval M, Wagner G, Denford J, Paré G, Kitsiou S. Fitbit-Based Interventions for Healthy Lifestyle Outcomes: Systematic Review and Meta-Analysis. Journal of Medical Internet Research 2020;22(10):e23954 View
  9. 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
  10. Pardamean B, Soeparno H, Budiarto A, Mahesworo B, Baurley J. Quantified Self-Using Consumer Wearable Device: Predicting Physical and Mental Health. Healthcare Informatics Research 2020;26(2):83 View
  11. 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
  12. Magaña V, Scherz W, Seepold R, Madrid N, Pañeda X, Garcia R. The Effects of the Driver’s Mental State and Passenger Compartment Conditions on Driving Performance and Driving Stress. Sensors 2020;20(18):5274 View
  13. Fore R, Hart J, Choirat C, Thompson J, Lynch K, Laden F, Chavarro J, James P. Embedding Mobile Health Technology into the Nurses' Health Study 3 to Study Behavioral Risk Factors for Cancer. Cancer Epidemiology, Biomarkers & Prevention 2020;29(4):736 View
  14. Stone J, Rentz L, Forsey J, Ramadan J, Markwald R, Finomore V, Galster S, Rezai A, Hagen J. <p>Evaluations of Commercial Sleep Technologies for Objective Monitoring During Routine Sleeping Conditions</p>. Nature and Science of Sleep 2020;Volume 12:821 View
  15. 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
  16. 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
  17. Van Kerrebroeck B, Maes P. A Breathing Sonification System to Reduce Stress During the COVID-19 Pandemic. Frontiers in Psychology 2021;12 View
  18. Bayoumy K, Gaber M, Elshafeey A, Mhaimeed O, Dineen E, Marvel F, Martin S, Muse E, Turakhia M, Tarakji K, Elshazly M. Smart wearable devices in cardiovascular care: where we are and how to move forward. Nature Reviews Cardiology 2021;18(8):581 View
  19. Tamura K, Vijayakumar N, Troendle J, Curlin K, Neally S, Mitchell V, Collins B, Baumer Y, Gutierrez-Huerta C, Islam R, Turner B, Andrews M, Ceasar J, Claudel S, Tippey K, Giuliano S, McCoy R, Zahurak J, Lambert S, Moore P, Douglas-Brown M, Wallen G, Dodge T, Powell-Wiley T. Multilevel mobile health approach to improve cardiovascular health in resource-limited communities with Step It Up: a randomised controlled trial protocol targeting physical activity. BMJ Open 2020;10(12):e040702 View
  20. Sjöberg V, Westergren J, Monnier A, Lo Martire R, Hagströmer M, Äng B, Vixner L. Wrist-Worn Activity Trackers in Laboratory and Free-Living Settings for Patients With Chronic Pain: Criterion Validity Study. JMIR mHealth and uHealth 2021;9(1):e24806 View
  21. Malik A, Boger J. Zero-Effort Ambient Heart Rate Monitoring Using Ballistocardiography Detected Through a Seat Cushion: Prototype Development and Preliminary Study. JMIR Rehabilitation and Assistive Technologies 2021;8(2):e25996 View
  22. Ambrisko T, Dantino S, Keating S, Strahl-Heldreth D, Sage A, Martins F, Harper T, Wilkins P. Repeatability and accuracy of fingertip pulse oximeters for measurement of hemoglobin oxygen saturation in arterial blood and pulse rate in anesthetized dogs breathing 100% oxygen. American Journal of Veterinary Research 2021;82(4):268 View
  23. Stone J, Ulman H, Tran K, Thompson A, Halter M, Ramadan J, Stephenson M, Finomore V, Galster S, Rezai A, Hagen J. Assessing the Accuracy of Popular Commercial Technologies That Measure Resting Heart Rate and Heart Rate Variability. Frontiers in Sports and Active Living 2021;3 View
  24. 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
  25. Serrano-Mamolar A, Arevalillo-Herráez M, Chicote-Huete G, Boticario J. An Intra-Subject Approach Based on the Application of HMM to Predict Concentration in Educational Contexts from Nonintrusive Physiological Signals in Real-World Situations. Sensors 2021;21(5):1777 View
  26. Benedetti D, Olcese U, Frumento P, Bazzani A, Bruno S, d’Ascanio P, Maestri M, Bonanni E, Faraguna U. Heart rate detection by Fitbit ChargeHR™: A validation study versus portable polysomnography. Journal of Sleep Research 2021;30(6) View
  27. 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
  28. Carrier B, Creer A, Williams L, Holmes T, Jolley B, Dahl S, Weber E, Standifird T. Validation of Garmin Fenix 3 HR Fitness Tracker Biomechanics and Metabolics (VO2max). Journal for the Measurement of Physical Behaviour 2020;3(4):331 View
  29. Rhee S, Kim C, Shin D, Steinhubl S. Present and Future of Digital Health in Diabetes and Metabolic Disease. Diabetes & Metabolism Journal 2020;44(6):819 View
  30. Zuniga Gonzalez D, Richards D, Bilgin A. Making it Real: A Study of Augmented Virtuality on Presence and Enhanced Benefits of Study Stress Reduction Sessions. International Journal of Human-Computer Studies 2021;147:102579 View
  31. Shin S, Jung J, Kang M, Kim Y. Arrhythmia Detection Algorithm using GoogLeNet and Generative Adversarial Network with Lifelog Signals. International Journal of Biology and Biomedical Engineering 2021;15:1 View
  32. Cordeiro J, Castro D, Nisi V, Nunes N. BWDAT: A research tool for analyzing the consumption of VOD content at home. Addictive Behaviors Reports 2021;13:100336 View
  33. Huang Y, Hung C, Hsu S, Lin P, Lee Y, Chong M, Chen C, Kuo Y, Wang L. Effects of aerobic walking on cognitive function in patients with schizophrenia: A randomized controlled trial. Journal of Psychiatric Research 2021;134:173 View
  34. Carrier B, Barrios B, Jolley B, Navalta J. Validity and Reliability of Physiological Data in Applied Settings Measured by Wearable Technology: A Rapid Systematic Review. Technologies 2020;8(4):70 View
  35. Weinstock C, Wagner H, Snuckel M, Katz M. Evidence-Based Approach to Palpitations. Medical Clinics of North America 2021;105(1):93 View
  36. Gwon D, Cho H, Shin H. Feasibility of a Waistband-Type Wireless Wearable Electrocardiogram Monitoring System Based on a Textile Electrode: Development and Usability Study. JMIR mHealth and uHealth 2021;9(5):e26469 View
  37. Lama J, Yau A, Chen G, Sivakumar A, Zhao X, Chen J. Textile triboelectric nanogenerators for self-powered biomonitoring. Journal of Materials Chemistry A 2021;9(35):19149 View
  38. Ogasawara T, Mukaino M, Otaka Y, Matsuura H, Aoshima Y, Suzuki T, Togo H, Nakashima H, Yamaguchi M, Tsukada S, Saitoh E. Validation of Data Imputation by Ensemble Averaging to Quantify 24-h Behavior Using Heart Rate of Stroke Rehabilitation Inpatients. Journal of Medical and Biological Engineering 2021;41(3):322 View
  39. Nelson B, Sheeber L, Pfeifer J, Allen N. Affective and Autonomic Reactivity During Parent–Child Interactions in Depressed and Non-Depressed Mothers and Their Adolescent Offspring. Research on Child and Adolescent Psychopathology 2021;49(11):1513 View
  40. 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
  41. Nelson B, Flannery J, Flournoy J, Duell N, Prinstein M, Telzer E. Concurrent and prospective associations between fitbit wearable‐derived RDoC arousal and regulatory constructs and adolescent internalizing symptoms. Journal of Child Psychology and Psychiatry 2022;63(3):282 View
  42. Tsou M, Lung S, Cheng C. Demonstrating the Applicability of Smartwatches in PM2.5 Health Impact Assessment. Sensors 2021;21(13):4585 View
  43. Reece J, Bunn J, Choi M, Navalta J. Assessing Heart Rate Using Consumer Technology Association Standards. Technologies 2021;9(3):46 View
  44. Baka T, Simko F. Monitoring Non-dipping Heart Rate by Consumer-Grade Wrist-Worn Devices: An Avenue for Cardiovascular Risk Assessment in Hypertension. Frontiers in Cardiovascular Medicine 2021;8 View
  45. Kachel E, Constantini K, Nachman D, Carasso S, Littman R, Eisenkraft A, Gepner Y. A Pilot Study of Blood Pressure Monitoring After Cardiac Surgery Using a Wearable, Non-invasive Sensor. Frontiers in Medicine 2021;8 View
  46. Sadek I, Abdulrazak B. A comparison of three heart rate detection algorithms over ballistocardiogram signals. Biomedical Signal Processing and Control 2021;70:103017 View
  47. Yfantidou S, Karagianni C, Efstathiou S, Vakali A, Palotti J, Giakatos D, Marchioro T, Kazlouski A, Ferrari E, Girdzijauskas Š. LifeSnaps, a 4-month multi-modal dataset capturing unobtrusive snapshots of our lives in the wild. Scientific Data 2022;9(1) View
  48. Sun H, Gu C. Understanding Determinants of End-User’s Continuance Intention on Fitness Wearable Technology. International Journal of Human–Computer Interaction 2024;40(3):537 View
  49. Kota V, Sharma H, Albert M, Mahbub I, Mehta G, Namuduri K. A Low-Power Wireless System for Predicting Early Signs of Sudden Cardiac Arrest Incorporating an Optimized CNN Model Implemented on NVIDIA Jetson. Sensors 2023;23(4):2270 View
  50. Sauchelli S, Brunstrom J. Virtual reality exergaming improves affect during physical activity and reduces subsequent food consumption in inactive adults. Appetite 2022;175:106058 View
  51. Eom H, Roh J, Hariyani Y, Baek S, Lee S, Kim S, Park C. Deep Learning-Based Optimal Smart Shoes Sensor Selection for Energy Expenditure and Heart Rate Estimation. Sensors 2021;21(21):7058 View
  52. Huh K, Jeong S, Yoo H, Piao M, Ryu H, Kim H, Yoon Y, Seong S, Lee S, Kim K. Lessons from a multicenter clinical trial with an approved wearable electrocardiogram: issues and practical considerations. Translational and Clinical Pharmacology 2022;30(2):87 View
  53. Nisenson M, Lin V, Gansner M. Digital Phenotyping in Child and Adolescent Psychiatry: A Perspective. Harvard Review of Psychiatry 2021;29(6):401 View
  54. Anzanpour A, Amiri D, Azimi I, Levorato M, Dutt N, Liljeberg P, Rahmani A. Edge-Assisted Control for Healthcare Internet of Things. ACM Transactions on Internet of Things 2021;2(1):1 View
  55. Friesen J, Stein L, Adili F, Pelz P. Dynamic Loading—A New Marker for Abdominal Aneurysm Growth?. Medicina 2023;59(2):404 View
  56. Malmberg S, Khan T, Gunnarsson R, Jacobsson G, Sundvall P. Remote investigation and assessment of vital signs (RIA-VS)—proof of concept for contactless estimation of blood pressure, pulse, respiratory rate, and oxygen saturation in patients with suspicion of COVID-19. Infectious Diseases 2022;54(9):677 View
  57. Chung H, Ko H, Lee H, Yon D, Lee W, Kim T, Kim K, Lee J. Development and validation of a deep learning model to diagnose COVID‐19 using time‐series heart rate values before the onset of symptoms. Journal of Medical Virology 2023;95(2) View
  58. 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
  59. Helmer P, Hottenrott S, Rodemers P, Leppich R, Helwich M, Pryss R, Kranke P, Meybohm P, Winkler B, Sammeth M. Accuracy and Systematic Biases of Heart Rate Measurements by Consumer-Grade Fitness Trackers in Postoperative Patients: Prospective Clinical Trial. Journal of Medical Internet Research 2022;24(12):e42359 View
  60. Ho W, Yang Y, Li T. Accuracy of wrist-worn wearable devices for determining exercise intensity. DIGITAL HEALTH 2022;8:205520762211243 View
  61. Tsang K, Pinnock H, Wilson A, Shah S. Application of Machine Learning Algorithms for Asthma Management with mHealth: A Clinical Review. Journal of Asthma and Allergy 2022;Volume 15:855 View
  62. Quintana M, Schiavon S, Tartarini F, Kim J, Miller C. Cohort comfort models — Using occupant’s similarity to predict personal thermal preference with less data. Building and Environment 2023;227:109685 View
  63. Gilliam F, Ciesielski R, Shahinyan K, Shakya P, Cunsolo J, Panchal J, Król-Józaga B, Król M, Kierul O, Bridges C, Shen C, Waldman C, Ring M, Szepieniec T, Barnacka A, Bhavnani S. In-ear infrasonic hemodynography with a digital health device for cardiovascular monitoring using the human audiome. npj Digital Medicine 2022;5(1) View
  64. Föll S, Lison A, Maritsch M, Klingberg K, Lehmann V, Züger T, Srivastava D, Jegerlehner S, Feuerriegel S, Fleisch E, Exadaktylos A, Wortmann F. A Scalable Risk-Scoring System Based on Consumer-Grade Wearables for Inpatients With COVID-19: Statistical Analysis and Model Development. JMIR Formative Research 2022;6(6):e35717 View
  65. Xu Z, Zahradka N, Ip S, Koneshloo A, Roemmich R, Sehgal S, Highland K, Searson P. Evaluation of physical health status beyond daily step count using a wearable activity sensor. npj Digital Medicine 2022;5(1) View
  66. Zhou W, Chan Y, Foo C, Zhang J, Teo J, Davila S, Huang W, Yap J, Cook S, Tan P, Chin C, Yeo K, Lim W, Krishnaswamy P. High-Resolution Digital Phenotypes From Consumer Wearables and Their Applications in Machine Learning of Cardiometabolic Risk Markers: Cohort Study. Journal of Medical Internet Research 2022;24(7):e34669 View
  67. Matias I, Daza E, Wac K. What possibly affects nighttime heart rate? Conclusions from N-of-1 observational data. DIGITAL HEALTH 2022;8:205520762211207 View
  68. Yamaga Y, Svensson T, Chung U, Svensson A. Association between Metabolic Syndrome Status and Daily Physical Activity Measured by a Wearable Device in Japanese Office Workers. International Journal of Environmental Research and Public Health 2023;20(5):4315 View
  69. Moscato S, Lo Giudice S, Massaro G, Chiari L. Wrist Photoplethysmography Signal Quality Assessment for Reliable Heart Rate Estimate and Morphological Analysis. Sensors 2022;22(15):5831 View
  70. 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
  71. Veerubhotla A, Krantz A, Ibironke O, Pilkar R. Wearable devices for tracking physical activity in the community after an acquired brain injury: A systematic review. PM&R 2022;14(10):1207 View
  72. Ghosh M, Barman Mandal S. RP3MES: A Key to Minimize Infection Spreading. Transactions of the Indian National Academy of Engineering 2022;7(3):809 View
  73. Kuo T, Teng C, Wu M, Wen C. An Adaptive Heart Rate Monitoring Algorithm for Wearable Healthcare Devices. Electronics 2021;10(17):2092 View
  74. Alugubelli N, Abuissa H, Roka A. Wearable Devices for Remote Monitoring of Heart Rate and Heart Rate Variability—What We Know and What Is Coming. Sensors 2022;22(22):8903 View
  75. Nulty A, Chen E, Thompson A. The Ava bracelet for collection of fertility and pregnancy data in free-living conditions: An exploratory validity and acceptability study. DIGITAL HEALTH 2022;8:205520762210844 View
  76. 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
  77. Marinari S, Volpe P, Simoni M, Aventaggiato M, De Benedetto F, Nardini S, Sanguinetti C, Palange P. Accuracy of a New Pulse Oximetry in Detection of Arterial Oxygen Saturation and Heart Rate Measurements: The SOMBRERO Study. Sensors 2022;22(13):5031 View
  78. Johnston W, Keogh A, Dickson J, Leslie S, Megyesi P, Connolly R, Burke D, Caulfield B. Human-Centered Design of a Digital Health Tool to Promote Effective Self-care in Patients With Heart Failure: Mixed Methods Study. JMIR Formative Research 2022;6(5):e34257 View
  79. Xiao R, Ding C, Hu X. Time Synchronization of Multimodal Physiological Signals through Alignment of Common Signal Types and Its Technical Considerations in Digital Health. Journal of Imaging 2022;8(5):120 View
  80. Chakrabarti S, Biswas N, Jones L, Kesari S, Ashili S. Smart Consumer Wearables as Digital Diagnostic Tools: A Review. Diagnostics 2022;12(9):2110 View
  81. Hofbauer L, Rodriguez F. How is the usability of commercial activity monitors perceived by older adults and by researchers? A cross-sectional evaluation of community-living individuals. BMJ Open 2022;12(11):e063135 View
  82. Benedetti D, Olcese U, Bruno S, Barsotti M, Maestri Tassoni M, Bonanni E, Siciliano G, Faraguna U. Obstructive Sleep Apnoea Syndrome Screening Through Wrist-Worn Smartbands: A Machine-Learning Approach. Nature and Science of Sleep 2022;Volume 14:941 View
  83. Lee J, Kim Y. Explore the possibilities of using a fitness tracker in stress studies. Journal of Digital Contents Society 2021;22(10):1695 View
  84. Harvie H, Jain B, Nelson B, Knight E, Roos L, Giuliano R. Induction of acute stress through an internet-delivered Trier Social Stress Test as assessed by photoplethysmography on a smartphone. Stress 2021;24(6):1023 View
  85. Garikapati K, Turnbull S, Bennett R, Campbell T, Kanawati J, Wong M, Thomas S, Chow C, Kumar S. The Role of Contemporary Wearable and Handheld Devices in the Diagnosis and Management of Cardiac Arrhythmias. Heart, Lung and Circulation 2022;31(11):1432 View
  86. Nissen M, Slim S, Jäger K, Flaucher M, Huebner H, Danzberger N, Fasching P, Beckmann M, Gradl S, Eskofier B. Heart Rate Measurement Accuracy of Fitbit Charge 4 and Samsung Galaxy Watch Active2: Device Evaluation Study. JMIR Formative Research 2022;6(3):e33635 View
  87. Badrinath S, Muthalagu R. Modelling Human Activity using Smartphone Data. The Open Biomedical Engineering Journal 2021;15(1):58 View
  88. Staffini A, Svensson T, Chung U, Svensson A. Heart Rate Modeling and Prediction Using Autoregressive Models and Deep Learning. Sensors 2021;22(1):34 View
  89. 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
  90. 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
  91. 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
  92. 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
  93. Barteit S, Boudo V, Ouedraogo A, Zabré P, Ouremi L, Sié A, Munga S, Obor D, Kwaro D, Huhn S, Bunker A, Sauerborn R, Gunga H, Maggioni M, Bärnighausen T, Cabiati M. Feasibility, acceptability and validation of wearable devices for climate change and health research in the low-resource contexts of Burkina Faso and Kenya: Study protocol. PLOS ONE 2021;16(9):e0257170 View
  94. Patil V, Singhal D, Naik N, Hameed B, Shah M, Ibrahim S, Smriti K, Chatterjee G, Kale A, Sharma A, Paul R, Chłosta P, Somani B. Factors Affecting the Usage of Wearable Device Technology for Healthcare among Indian Adults: A Cross-Sectional Study. Journal of Clinical Medicine 2022;11(23):7019 View
  95. Khan F, Sherazi S, Khan N, Ashraf I, Khan F. Handling Radar Cross-Section Performance in Monitoring Vital Signs Under Constraint Conditions. Frontiers in Signal Processing 2021;1 View
  96. Irwin C, Gary R. Systematic Review of Fitbit Charge 2 Validation Studies for Exercise Tracking. Translational Journal of the American College of Sports Medicine 2022;7(4):1 View
  97. Lawhun Costello V, Chevance G, Wing D, Mansour-Assi S, Sharp S, Golaszewski N, Young E, Higgins M, Ibarra A, Larsen B, Godino J. Impact of the COVID-19 Pandemic on Objectively Measured Physical Activity and Sedentary Behavior Among Overweight Young Adults: Yearlong Longitudinal Analysis. JMIR Public Health and Surveillance 2021;7(11):e28317 View
  98. De Boer C, Ghomrawi H, Zeineddin S, Linton S, Kwon S, Abdullah F. A Call to Expand the Scope of Digital Phenotyping. Journal of Medical Internet Research 2023;25:e39546 View
  99. Jamalipournokandeh O, Hori J, Asakawa K, Yana K. Dispositional Flow and Related Psychological Measures Associated with Heart Rate Diurnal Rhythm. Advanced Biomedical Engineering 2023;12(0):9 View
  100. Tobin S, Williams P, Baron K, Halliday T, Depner C. Challenges and Opportunities for Applying Wearable Technology to Sleep. Sleep Medicine Clinics 2021;16(4):607 View
  101. Vaughn J, Shah N, Docherty S, Yang Q, Shaw R. Symptom Monitoring in Children With Life-Threatening Illness. Advances in Nursing Science 2021;44(3):268 View
  102. 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
  103. Abd-alrazaq A, AlSaad R, Aziz S, Ahmed A, Denecke K, Househ M, Farooq F, Sheikh J. Wearable Artificial Intelligence for Anxiety and Depression: Scoping Review. Journal of Medical Internet Research 2023;25:e42672 View
  104. Kristiansson E, Fridolfsson J, Arvidsson D, Holmäng A, Börjesson M, Andersson-Hall U. Validation of Oura ring energy expenditure and steps in laboratory and free-living. BMC Medical Research Methodology 2023;23(1) View
  105. Hunter A, Leckie T, Coe O, Hardy B, Fitzpatrick D, Gonçalves A, Standing M, Koulouglioti C, Richardson A, Hodgson L. Using Smartwatches to Observe Changes in Activity During Recovery From Critical Illness Following COVID-19 Critical Care Admission: 1-Year, Multicenter Observational Study. JMIR Rehabilitation and Assistive Technologies 2022;9(2):e25494 View
  106. Boulos L, Mendes A, Delmas A, Chraibi Kaadoud I. An Iterative and Collaborative End-to-End Methodology Applied to Digital Mental Health. Frontiers in Psychiatry 2021;12 View
  107. Koren A, Jurcevic M, Prasad R. Semantic Constraints Specification and Schematron-Based Validation for Internet of Medical Things’ Data. IEEE Access 2022;10:65658 View
  108. 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
  109. De Calheiros Velozo J, Habets J, George S, Niemeijer K, Minaeva O, Hagemann N, Herff C, Kuppens P, Rintala A, Vaessen T, Riese H, Delespaul P. Designing daily-life research combining experience sampling method with parallel data. Psychological Medicine 2024;54(1):98 View
  110. 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
  111. Nelson B, Pollak O, Clayton M, Telzer E, Prinstein M. An RDoC-based approach to adolescent self-injurious thoughts and behaviors: The interactive role of social affiliation and cardiac arousal. Development and Psychopathology 2024;36(3):1005 View
  112. Benedetti D, Olcese U, Bruno S, Barsotti M, Maestri Tassoni M, Bonanni E, Siciliano G, Faraguna U. Obstructive Sleep Apnoea Syndrome Screening Through Wrist-Worn Smartbands: A Machine-Learning Approach. SSRN Electronic Journal 2021 View
  113. Chib A, Lin S, Li C. Wearables for Health Promotion: An Interdisciplinary Review. SSRN Electronic Journal 2022 View
  114. Faqar-Uz-Zaman S, Sliwinski S, Detemble C, Filmann N, Zmuc D, Mohr L, Dreilich J, Bechstein W, Fleckenstein J, Schnitzbauer A. Study protocol for a pilot trial analysing the usability, validity and safety of an interventional health app programme for the structured prehabilitation of patients before major surgical interventions: the PROTEGO MAXIMA trial. BMJ Open 2023;13(4):e069394 View
  115. Angelucci A, Greco M, Canali S, Marelli G, Avidano G, Goretti G, Cecconi M, Aliverti A. Fitbit Data to Assess Functional Capacity in Patients Before Elective Surgery: Pilot Prospective Observational Study. Journal of Medical Internet Research 2023;25:e42815 View
  116. Guo Y, Tong X, Shen Y, Wu H. Wearable Optical Fiber Beat Frequency Digital Sensing System for Real-Time Non-Invasive Multiple Human Physiological Parameters Monitoring. Journal of Lightwave Technology 2023:1 View
  117. Ajtay B, Béres S, Hejjel L. The Effect of Device-Controlled Breathing on the Pulse Arrival Time and the Heart Rate Asymmetry Parameters in Healthy Volunteers. Applied Sciences 2023;13(9):5642 View
  118. Hearn J, Van den Eynde J, Chinni B, Cedars A, Gottlieb Sen D, Kutty S, Manlhiot C. Data Quality Degradation on Prediction Models Generated From Continuous Activity and Heart Rate Monitoring: Exploratory Analysis Using Simulation. JMIR Cardio 2023;7:e40524 View
  119. Siddi S, Bailon R, Giné-Vázquez I, Matcham F, Lamers F, Kontaxis S, Laporta E, Garcia E, Lombardini F, Annas P, Hotopf M, Penninx B, Ivan A, White K, Difrancesco S, Locatelli P, Aguiló J, Peñarrubia-Maria M, Narayan V, Folarin A, Leightley D, Cummins N, Vairavan S, Ranjan Y, Rintala A, de Girolamo G, Simblett S, Wykes T, Myin-Germeys I, Dobson R, Haro J. The usability of daytime and night-time heart rate dynamics as digital biomarkers of depression severity. Psychological Medicine 2023;53(8):3249 View
  120. Hasasneh A, Hijazi H, Talib M, Afadar Y, Nassif A, Nasir Q. Wearable Devices and Explainable Unsupervised Learning for COVID-19 Detection and Monitoring. Diagnostics 2023;13(19):3071 View
  121. Mangalam M, Sadri A, Hayano J, Watanabe E, Kiyono K, Kelty-Stephen D. Multifractal foundations of biomarker discovery for heart disease and stroke. Scientific Reports 2023;13(1) View
  122. Turcu A, Ilie A, Ștefăniu R, Țăranu S, Sandu I, Alexa-Stratulat T, Pîslaru A, Alexa I. The Impact of Heart Rate Variability Monitoring on Preventing Severe Cardiovascular Events. Diagnostics 2023;13(14):2382 View
  123. 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
  124. Czyz E, King C, Al-Dajani N, Zimmermann L, Hong V, Nahum-Shani I. Ecological Momentary Assessments and Passive Sensing in the Prediction of Short-Term Suicidal Ideation in Young Adults. JAMA Network Open 2023;6(8):e2328005 View
  125. Park S, Park J, Choi Y, Shin S, Park J. Prognostic Significance of 24-Hour Ambulatory Blood Pressure and Holter Monitoring in Patients without Atrial Fibrillation. The Ewha Medical Journal 2023;46(3) View
  126. Geangu E, Smith W, Mason H, Martinez-Cedillo A, Hunter D, Knight M, Liang H, del Carmen Garcia de Soria Bazan M, Tse Z, Rowland T, Corpuz D, Hunter J, Singh N, Vuong Q, Abdelgayed M, Mullineaux D, Smith S, Muller B. EgoActive: Integrated Wireless Wearable Sensors for Capturing Infant Egocentric Auditory–Visual Statistics and Autonomic Nervous System Function ‘in the Wild’. Sensors 2023;23(18):7930 View
  127. Kim K, Baek H. Photoplethysmography in Wearable Devices: A Comprehensive Review of Technological Advances, Current Challenges, and Future Directions. Electronics 2023;12(13):2923 View
  128. Ahmed Y, Reddy M, Mederos J, McDermott K, Varma D, Ludwig C, Ahmed I, Khaderi K. Democratizing Health Care in the Metaverse: How Video Games can Monitor Eye Conditions Using the Vision Performance Index. Ophthalmology Science 2024;4(1):100349 View
  129. HIRAI K, FUJIMOTO Y, BAMBA Y, KAGEYAMA Y, IMA H, ICHISE A, SASAKI H, NAKAGAWA R. Continuous Monitoring of Changes in Heart Rate during the Periprocedural Course of Carotid Artery Stenting Using a Wearable Device: A Prospective Observational Study. Neurologia medico-chirurgica 2023;63(11):526 View
  130. White M, Malone S, Berhie G, Pizzetta C, Davidson E, Azevedo M, Hines A, Ikem F, Jones L. Examining motivation factors for African American students’ use of consumer wearables. DIGITAL HEALTH 2023;9 View
  131. Carreño A, Fontdecaba E, Izquierdo A, Enciso O, Daunis-i-Estadella P, Mateu-Figueras G, Palarea-Albaladejo J, Gascon M, Vendrell C, Lloveras M, San J, Gómez S, Minuto S, Lloret J. Blue prescription: A pilot study of health benefits for oncological patients of a short program of activities involving the sea. Heliyon 2023;9(7):e17713 View
  132. Scardulla F, Cosoli G, Spinsante S, Poli A, Iadarola G, Pernice R, Busacca A, Pasta S, Scalise L, D'Acquisto L. Photoplethysmograhic sensors, potential and limitations: Is it time for regulation? A comprehensive review. Measurement 2023;218:113150 View
  133. Shiwani M, Chico T, Ciravegna F, Mihaylova L. Continuous Monitoring of Health and Mobility Indicators in Patients with Cardiovascular Disease: A Review of Recent Technologies. Sensors 2023;23(12):5752 View
  134. Nelson B, Harvie H, Jain B, Knight E, Roos L, Giuliano R. Smartphone Photoplethysmography Pulse Rate Covaries With Stress and Anxiety During a Digital Acute Social Stressor. Psychosomatic Medicine 2023;85(7):577 View
  135. 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
  136. 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
  137. Nobari H, Banihashemi M, Saedmocheshi S, Prieto-González P, Oliveira R. Overview of the impact of sleep monitoring on optimal performance, immune system function and injury risk reduction in athletes: A narrative review. Science Progress 2023;106(4) View
  138. Alnasser S, Alkalthem D, Alenazi S, Alsowinea M, Alanazi N, Al Fagih A. The Reliability of the Apple Watch’s Electrocardiogram. Cureus 2023 View
  139. 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
  140. Tran H, Urgessa N, Geethakumari P, Kampa P, Parchuri R, Bhandari R, Alnasser A, Akram A, Kar S, Osman F, Mashat G, Mohammed L. Detection and Diagnostic Accuracy of Cardiac Arrhythmias Using Wearable Health Devices: A Systematic Review. Cureus 2023 View
  141. Ahmed S, Yoon S, Cho S. A public dataset of dogs vital signs recorded with ultra wideband radar and reference sensors. Scientific Data 2024;11(1) View
  142. Babu M, Lautman Z, Lin X, Sobota M, Snyder M. Wearable Devices: Implications for Precision Medicine and the Future of Health Care. Annual Review of Medicine 2024;75(1):401 View
  143. Islam B, McElwain N, Li J, Davila M, Hu Y, Hu K, Bodway J, Dhekne A, Roy Choudhury R, Hasegawa-Johnson M. Preliminary Technical Validation of LittleBeats™: A Multimodal Sensing Platform to Capture Cardiac Physiology, Motion, and Vocalizations. Sensors 2024;24(3):901 View
  144. Damme K, Vargas T, Walther S, Shankman S, Mittal V. Physical and mental health in adolescence: novel insights from a transdiagnostic examination of FitBit data in the ABCD study. Translational Psychiatry 2024;14(1) View
  145. Adil M, Atiq I, Younus S. Effectiveness of the Apple Watch as a mental health tracker. Journal of Global Health 2024;14 View
  146. Effah Kaufmann E, Tackie R, Pitt J, Mba S, Akwetey B, Quaye D, Mills G, Nyame C, Bulley H, Glucksberg M, Ghomrawi H, Appeadu-Mensah W, Abdullah F, Larizza C. Feasibility of Leveraging Consumer Wearable Devices with Data Platform Integration for Patient Vital Monitoring in Low-Resource Settings. International Journal of Telemedicine and Applications 2024;2024:1 View
  147. Zhang H, Shen L. Thermal preference effects on physiological responses and bedding system insulation selection during good quality sleep in the transitional season. Building and Environment 2024;253:111302 View
  148. Montgomery S, Nair N, Chen P, Dikker S. Validating EmotiBit, an open-source multi-modal sensor for capturing research-grade physiological signals from anywhere on the body. Measurement: Sensors 2024;32:101075 View
  149. Black T, George M, Rousseau M, Rashid R. Smart Watches Lack Skin Smarts: Current and Future Dermatologic Applications in Device Metrics. Cureus 2024 View
  150. Islam T, Imtiaz H. A robust neural network for privacy-preserving heart rate estimation in remote healthcare systems. Healthcare Analytics 2024;5:100329 View
  151. Lung S, Tsou M, Cheng C, Setyawati W. Peaks, sources, and immediate health impacts of PM2.5 and PM1 exposure in Indonesia and Taiwan with microsensors. Journal of Exposure Science & Environmental Epidemiology 2024 View
  152. Kapadia V, Kawakami M, Strand M, Hurst C, Spencer A, Schmölzer G, Rabi Y, Wyllie J, Weiner G, Liley H, Wyckoff M. Fast and accurate newborn heart rate monitoring at birth: A systematic review. Resuscitation Plus 2024;19:100668 View
  153. Stevens G, Hantson L, Larmuseau M, Heerman J, Siau V, Verdonck P. A Guide to Measuring Heart and Respiratory Rates Based on Off-the-Shelf Photoplethysmographic Hardware and Open-Source Software. Sensors 2024;24(12):3766 View
  154. Armoundas A, Ahmad F, Bennett D, Chung M, Davis L, Dunn J, Narayan S, Slotwiner D, Wiley K, Khera R. Data Interoperability for Ambulatory Monitoring of Cardiovascular Disease: A Scientific Statement From the American Heart Association. Circulation: Genomic and Precision Medicine 2024;17(3) View
  155. Gravesteijn A, Ouwerkerk M, Eijssen I, Beckerman H, De Groot V. Perceived and physiological strains of societal participation in people with multiple sclerosis: a real-time assessment study. Journal of Rehabilitation Medicine 2024;56:jrm40838 View
  156. G Ravindran K, della Monica C, Atzori G, Lambert D, Hassanin H, Revell V, Dijk D. Reliable Contactless Monitoring of Heart Rate, Breathing Rate, and Breathing Disturbance During Sleep in Aging: Digital Health Technology Evaluation Study. JMIR mHealth and uHealth 2024;12:e53643 View
  157. Caserman P, Yum S, Göbel S, Reif A, Matura S. Assessing the Accuracy of Smartwatch-Based Estimation of Maximum Oxygen Uptake Using the Apple Watch Series 7: Validation Study. JMIR Biomedical Engineering 2024;9:e59459 View
  158. Doheny E, Renerts K, Braun A, Werth E, Baumann C, Baumgartner P, Morgan-Jones P, Busse M, Lowery M, Jung H. Assessment of Fitbit Charge 4 for sleep stage and heart rate monitoring against polysomnography and during home monitoring in Huntington’s disease. Journal of Clinical Sleep Medicine 2024;20(7):1163 View
  159. Ikeda Y, Gotoh-Katoh A, Okada S, Handa S, Sato T, Mizokami T, Saito B. Effect of kaempferol ingestion on physical activity and sleep quality: a double-blind, placebo-controlled, randomized, crossover trial. Frontiers in Nutrition 2024;11 View
  160. Kim Y, Kenyon J, Kim J, Willis K, Lanoye A, Loughan A. Comparison of subjectively and objectively measured sleep–wake patterns among patients with primary brain tumors. Neuro-Oncology Practice 2024;11(6):779 View
  161. 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
  162. Stevens G, Larmuseau M, Damme A, Vanoverschelde H, Heerman J, Verdonck P. Feasibility study of the use of a wearable vital sign patch in an intensive care unit setting. Journal of Clinical Monitoring and Computing 2024 View
  163. Perski O, Kale D, Leppin C, Okpako T, Simons D, Goldstein S, Hekler E, Brown J, Or C. Supervised machine learning to predict smoking lapses from Ecological Momentary Assessments and sensor data: Implications for just-in-time adaptive intervention development. PLOS Digital Health 2024;3(8):e0000594 View
  164. PERÇIN A, PEHLIVANOGLU B, ÖZDEN A. Effects of transcutaneous auricular vagus nerve stimulation in healthy individuals. Gazzetta Medica Italiana Archivio per le Scienze Mediche 2024;183(7-8) View
  165. Abdulsadig R, Rodriguez-Villegas E. A novel computational signal processing framework towards multimodal vital signs extraction using neck-worn wearable devices. Scientific Reports 2024;14(1) View
  166. Wei J, van den Broek T, van Baardewijk J, van Stokkum R, Kamstra R, Rikken L, Gijsbertse K, Uzunbajakava N, van den Brink W. Validation and user experience of a dry electrode based Health Patch for heart rate and respiration rate monitoring. Scientific Reports 2024;14(1) View
  167. Mohan D, Zuhair Al-Hamid D, Chong P, Gutierrez J, Li H. Fall Prediction in Elderly Through Vital Signs Monitoring—A Fuzzy-Based Approach. IEEE Internet of Things Journal 2024;11(20):33439 View
  168. Lipschitz J, Lin S, Saghafian S, Pike C, Burdick K. Digital phenotyping in bipolar disorder: Using longitudinal Fitbit data and personalized machine learning to predict mood symptomatology. Acta Psychiatrica Scandinavica 2024 View
  169. Tanriver G, Stanojevic S, Filipow N, Douglas H, Raywood E, Kapoor K, Davies G, Murray N, O'Connor R, Robinson E, Main E. Using heart rate data from wrist worn activity trackers to define thresholds for moderate to vigorous physical activity in children and young people with cystic fibrosis. Journal of Cystic Fibrosis 2024 View

Books/Policy Documents

  1. Mahloko L, Adebesin F. Responsible Design, Implementation and Use of Information and Communication Technology. View
  2. Gumulski J, Jankowska M, Spinczyk D. Information Technology in Biomedicine. View
  3. Kunhoth J, Subramanian N, Bouridane A. Predicting Heart Failure. View
  4. Mamun A, Alam M, Hasan Z, Das A. The Fourth Industrial Revolution and Beyond. View
  5. Queck D, Albert I, Volkmar G, Malaka R, Herrlich M. Virtual, Augmented and Mixed Reality. View
  6. Angelucci A, Aliverti A. Digital Respiratory Healthcare. View
  7. Chari P, Harish A, Armouti A, Vilesov A, Sarda S, Jalilian L, Kadambi A. Computer Vision – ECCV 2024. View