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

Fitness Trackers and Smart Pedometers/Accelerometers (571) Mobile Health (mhealth) (2982) Wearable Devices and Sensors (903)

Published on in Vol 6, No 12 (2018): December

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/10338, first published .
Accuracy of Wrist-Worn Activity Monitors During Common Daily Physical Activities and Types of Structured Exercise: Evaluation Study

Accuracy of Wrist-Worn Activity Monitors During Common Daily Physical Activities and Types of Structured Exercise: Evaluation Study

Accuracy of Wrist-Worn Activity Monitors During Common Daily Physical Activities and Types of Structured Exercise: Evaluation Study

Authors of this article:

Ravi Kondama Reddy1 Author Orcid Image ;   Rubin Pooni2 Author Orcid Image ;   Dessi P Zaharieva2 Author Orcid Image ;   Brian Senf3 Author Orcid Image ;   Joseph El Youssef3 Author Orcid Image ;   Eyal Dassau4 Author Orcid Image ;   Francis J Doyle III4 Author Orcid Image ;   Mark A Clements5 Author Orcid Image ;   Michael R Rickels6 Author Orcid Image ;   Susana R Patton7 Author Orcid Image ;   Jessica R Castle3 Author Orcid Image ;   Michael C Riddell2 Author Orcid Image ;   Peter G Jacobs1 Author Orcid Image
Article Authors Cited by (107) Tweetations (12) Metrics

Journals

  1. Moldovan O, Deak B, Bian A, Gurzau D, Frangu F, Martis A, Caloian B, Comsa H, Cismaru G, Pop D, MUNTEANU C. How do I track Cardiac Rehabilitation in my patient with ischemic heart disease using Strava. Balneo Research Journal 2019;10(10.2):114 View
  2. 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
  3. 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
  4. Meng Y, Speier W, Shufelt C, Joung S, E Van Eyk J, Bairey Merz C, Lopez M, Spiegel B, Arnold C. A Machine Learning Approach to Classifying Self-Reported Health Status in a Cohort of Patients With Heart Disease Using Activity Tracker Data. IEEE Journal of Biomedical and Health Informatics 2020;24(3):878 View
  5. Cosoli G, Spinsante S, Scalise L. Wrist-worn and chest-strap wearable devices: Systematic review on accuracy and metrological characteristics. Measurement 2020;159:107789 View
  6. 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
  7. 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
  8. 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
  9. Chui K, Lytras M. A Novel MOGA-SVM Multinomial Classification for Organ Inflammation Detection. Applied Sciences 2019;9(11):2284 View
  10. Passler S, Müller N, Senner V. In-Ear Pulse Rate Measurement: A Valid Alternative to Heart Rate Derived from Electrocardiography?. Sensors 2019;19(17):3641 View
  11. 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
  12. Wagner J, Kim M, Tassé M. Technology Tools: Increasing Our Reach in National Surveillance of Intellectual and Developmental Disabilities. Intellectual and Developmental Disabilities 2019;57(5):463 View
  13. Riddell M, Pooni R, Fontana F, Scott S. Diabetes Technology and Exercise. Endocrinology and Metabolism Clinics of North America 2020;49(1):109 View
  14. O’Driscoll R, Turicchi J, Hopkins M, Horgan G, Finlayson G, Stubbs J. Improving energy expenditure estimates from wearable devices: A machine learning approach. Journal of Sports Sciences 2020;38(13):1496 View
  15. Tamura T. Wearable oxygen uptake and energy expenditure monitors. Physiological Measurement 2019;40(8):08TR01 View
  16. 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
  17. Adebesin F, Mwalugha R. The Mediating Role of Organizational Reputation and Trust in the Intention to Use Wearable Health Devices: Cross-Country Study. JMIR mHealth and uHealth 2020;8(6):e16721 View
  18. 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
  19. O’Keeffe N, Scheid J, West S. Sedentary Behavior and the Use of Wearable Technology: An Editorial. International Journal of Environmental Research and Public Health 2020;17(12):4181 View
  20. Vandoni M, Carnevale Pellino V, Dell'Anna S, Ricagno E, Liberali G, Bonfanti C, Correale L. Physical activity monitoring devices: energy expenditure comparison in a setting of free-living activities. International Journal of Physical Education, Fitness and Sports 2019;8(4):45 View
  21. JURVELIN H, TANSKANEN-TERVO M, KINNUNEN H, SANTTILA M, KYRÖLÄINEN H. Training Load and Energy Expenditure during Military Basic Training Period. Medicine & Science in Sports & Exercise 2020;52(1):86 View
  22. Nanda S, Hurt R, Croghan I, Mundi M, Gifford S, Schroeder D, Fischer K, Bonnes S. Improving Physical Activity and Body Composition in a Medical Workplace Using Brief Goal Setting. Mayo Clinic Proceedings: Innovations, Quality & Outcomes 2019;3(4):495 View
  23. 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
  24. Singhal A, Cowie M. The Role of Wearables in Heart Failure. Current Heart Failure Reports 2020;17(4):125 View
  25. 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
  26. 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
  27. 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
  28. 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
  29. 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
  30. Leopold J, Davis R, Antman E. Data from Digital Health Devices Informs Ideal Cardiovascular Health. Journal of Personalized Medicine 2021;11(3):189 View
  31. Lam B, Catt M, Cassidy S, Bacardit J, Darke P, Butterfield S, Alshabrawy O, Trenell M, Missier P. Using Wearable Activity Trackers to Predict Type 2 Diabetes: Machine Learning–Based Cross-sectional Study of the UK Biobank Accelerometer Cohort. JMIR Diabetes 2021;6(1):e23364 View
  32. 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
  33. Claudel S, Tamura K, Troendle J, Andrews M, Ceasar J, Mitchell V, Vijayakumar N, Powell-Wiley T. Comparing Methods to Identify Wear-Time Intervals for Physical Activity With the Fitbit Charge 2. Journal of Aging and Physical Activity 2021;29(3):529 View
  34. Mach M, Watzal V, Hasan W, Andreas M, Winkler B, Weiss G, Strouhal A, Adlbrecht C, Delle Karth G, Grabenwöger M. Fitness-Tracker Assisted Frailty-Assessment Before Transcatheter Aortic Valve Implantation: Proof-of-Concept Study. JMIR mHealth and uHealth 2020;8(10):e19227 View
  35. Kwon S, Wan N, Burns R, Brusseau T, Kim Y, Kumar S, Ertin E, Wetter D, Lam C, Wen M, Byun W. The Validity of MotionSense HRV in Estimating Sedentary Behavior and Physical Activity under Free-Living and Simulated Activity Settings. Sensors 2021;21(4):1411 View
  36. 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
  37. De Boer C, Ghomrawi H, Many B, Bouchard M, Linton S, Figueroa A, Kwon S, Abdullah F. Utility of Wearable Sensors to Assess Postoperative Recovery in Pediatric Patients After Appendectomy. Journal of Surgical Research 2021;263:160 View
  38. Martinato M, Lorenzoni G, Zanchi T, Bergamin A, Buratin A, Azzolina D, Gregori D. Usability and Accuracy of a Smartwatch for the Assessment of Physical Activity in the Elderly Population: Observational Study. JMIR mHealth and uHealth 2021;9(5):e20966 View
  39. de Looff P, Nijman H, Didden R, Noordzij M. Usability and Acceptance of Wearable Biosensors in Forensic Psychiatry: Cross-sectional Questionnaire Study. JMIR Formative Research 2021;5(5):e18096 View
  40. Bai Y, Tompkins C, Gell N, Dione D, Zhang T, Byun W, Bergman P. Comprehensive comparison of Apple Watch and Fitbit monitors in a free-living setting. PLOS ONE 2021;16(5):e0251975 View
  41. Drynan D, Leroux T, Zywiel M. Acute Postoperative Pulmonary Embolism Detected at Home by a Patient's Personal Activity Monitor. JBJS Case Connector 2021;11(2) View
  42. Pottebaum E, Warmoth A, Ayyappan S, Dickens D, Jethava Y, Modi A, Tomasson M, Carr L, Bates M. Wearable Monitors Facilitate Exercise in Adult and Pediatric Stem Cell Transplant. Exercise and Sport Sciences Reviews 2021;49(3):205 View
  43. Vandoni M, Carnevale Pellino V, Dell'Anna S, Ricagno E, Liberali G, Bonfanti C, Correale L. Physical activity monitoring devices: energy expenditure comparison in a setting of free-living activities. International Journal of Physical Education, Fitness and Sports 2019:45 View
  44. Bardus M, Borgi C, El-Harakeh M, Gherbal T, Kharroubi S, Fares E. Exploring the Use of Mobile and Wearable Technology among University Student Athletes in Lebanon: A Cross-Sectional Study. Sensors 2021;21(13):4472 View
  45. Lunney M, Wiebe N, Kusi-Appiah E, Tonelli A, Lewis R, Ferber R, Tonelli M. Wearable Fitness Trackers to Predict Clinical Deterioration in Maintenance Hemodialysis: A Prospective Cohort Feasibility Study. Kidney Medicine 2021;3(5):768 View
  46. Infante M, Baidal D, Rickels M, Fabbri A, Skyler J, Alejandro R, Ricordi C. Dual‐hormone artificial pancreas for management of type 1 diabetes: Recent progress and future directions. Artificial Organs 2021;45(9):968 View
  47. 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
  48. 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
  49. 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
  50. Tugault-Lafleur C, De-Jongh González O, Macdonald J, Bradbury J, Warshawski T, Ball G, Morrison K, Ho J, Hamilton J, Buchholz A, Mâsse L. Efficacy of the Aim2Be Intervention in Changing Lifestyle Behaviors Among Adolescents With Overweight and Obesity: Randomized Controlled Trial. Journal of Medical Internet Research 2023;25:e38545 View
  51. Mofaz M, Yechezkel M, Guan G, Brandeau M, Patalon T, Gazit S, Yamin D, Shmueli E. Self-Reported and Physiologic Reactions to Third BNT162b2 mRNA COVID-19 (Booster) Vaccine Dose. Emerging Infectious Diseases 2022;28(7):1375 View
  52. Godny L, Reshef L, Sharar Fischler T, Elial-Fatal S, Pfeffer-Gik T, Raykhel B, Rabinowitz K, Levi-Barda A, Perets T, Barkan R, Goren I, Ollech J, Yanai H, Gophna U, Dotan I. Increasing adherence to the Mediterranean diet and lifestyle is associated with reduced fecal calprotectin and intra-individual changes in microbial composition of healthy subjects. Gut Microbes 2022;14(1) View
  53. Riddell M, Shakeri D, Scott S. A Brief Review on the Evolution of Technology in Exercise and Sport in Type 1 Diabetes: Past, Present, and Future. Diabetes Technology & Therapeutics 2022;24(4):289 View
  54. 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
  55. Guan G, Mofaz M, Qian G, Patalon T, Shmueli E, Yamin D, Brandeau M. Higher sensitivity monitoring of reactions to COVID-19 vaccination using smartwatches. npj Digital Medicine 2022;5(1) View
  56. Cha J, Ausri F, Mudge L, Yu D. Effectiveness of smart wrist wearables for distinguishing physical and cognitive demands. IISE Transactions on Healthcare Systems Engineering 2023;13(2):150 View
  57. 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
  58. Ajmal , Boonya-Ananta T, Rodriguez A, Du Le V, Ramella-Roman J. Monte Carlo analysis of optical heart rate sensors in commercial wearables: the effect of skin tone and obesity on the photoplethysmography (PPG) signal. Biomedical Optics Express 2021;12(12):7445 View
  59. Ho W, Yang Y, Li T. Accuracy of wrist-worn wearable devices for determining exercise intensity. DIGITAL HEALTH 2022;8:205520762211243 View
  60. Tump D, Narayan N, Verbiest V, Hermsen S, Goris A, Chiu C, Van Stiphout R. Stressors and Destressors in Working From Home Based on Context and Physiology From Self-Reports and Smartwatch Measurements: International Observational Study Trial. JMIR Formative Research 2022;6(11):e38562 View
  61. 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
  62. Støve M, Hansen E. Accuracy of the Apple Watch Series 6 and the Whoop Band 3.0 for assessing heart rate during resistance exercises. Journal of Sports Sciences 2022;40(23):2639 View
  63. Mair J, Hayes L, Campbell A, Buchan D, Easton C, Sculthorpe N. A Personalized Smartphone-Delivered Just-in-time Adaptive Intervention (JitaBug) to Increase Physical Activity in Older Adults: Mixed Methods Feasibility Study. JMIR Formative Research 2022;6(4):e34662 View
  64. 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
  65. Encantado J, Marques M, Gouveia M, Santos I, Sánchez-Oliva D, O’Driscoll R, Turicchi J, Larsen S, Horgan G, Teixeira P, Stubbs R, Heitmann B, Palmeira A. Testing motivational and self-regulatory mechanisms of action on device-measured physical activity in the context of a weight loss maintenance digital intervention: A secondary analysis of the NoHoW trial. Psychology of Sport and Exercise 2023;64:102314 View
  66. Chen C, Chen Y, Tang L, Chieng W. Effects of Interactive Music Tempo with Heart Rate Feedback on Physio-Psychological Responses of Basketball Players. International Journal of Environmental Research and Public Health 2022;19(8):4810 View
  67. 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
  68. Rodríguez-Martín D, Cabestany J, Pérez-López C, Pie M, Calvet J, Samà A, Capra C, Català A, Rodríguez-Molinero A. A New Paradigm in Parkinson's Disease Evaluation With Wearable Medical Devices: A Review of STAT-ONTM. Frontiers in Neurology 2022;13 View
  69. 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
  70. 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
  71. 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
  72. 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
  73. Concheiro-Moscoso P, Groba B, Martínez-Martínez F, Miranda-Duro M, Nieto-Riveiro L, Pousada T, Pereira J. Use of the Xiaomi Mi Band for sleep monitoring and its influence on the daily life of older people living in a nursing home. DIGITAL HEALTH 2022;8:205520762211211 View
  74. Cosoli G, Antognoli L, Veroli V, Scalise L. Accuracy and Precision of Wearable Devices for Real-Time Monitoring of Swimming Athletes. Sensors 2022;22(13):4726 View
  75. Bartolome A, Prioleau T. A computational framework for discovering digital biomarkers of glycemic control. npj Digital Medicine 2022;5(1) View
  76. Evenson K, Hesketh K. Monitoring Physical Activity Intensity During Pregnancy. American Journal of Lifestyle Medicine 2023;17(1):18 View
  77. 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
  78. 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
  79. Sands D. Beyond the EHR: How Digital Health Tools Foster Participatory Health and Self-Care for Patients with Diabetes. American Journal of Medicine Open 2023;10:100043 View
  80. 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
  81. 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
  82. Falz R, Bischoff C, Thieme R, Tegtbur U, Hillemanns P, Stolzenburg J, Aktas B, Bork U, Weitz J, Lässing J, Leps C, Voß J, Lordick F, Schulze A, Gockel I, Busse M. Effect of home-based online training and activity feedback on oxygen uptake in patients after surgical cancer therapy: a randomized controlled trial. BMC Medicine 2023;21(1) View
  83. Sláma D, Mergl V, Pavlíková E. Analysis of the Heart Rate of Operators of Forwarding Machines during Work Activities. Forests 2023;14(7):1348 View
  84. Ghomrawi H, O’Brien M, Carter M, Macaluso R, Khazanchi R, Fanton M, DeBoer C, Linton S, Zeineddin S, Pitt J, Bouchard M, Figueroa A, Kwon S, Holl J, Jayaraman A, Abdullah F. Applying machine learning to consumer wearable data for the early detection of complications after pediatric appendectomy. npj Digital Medicine 2023;6(1) View
  85. Jacobs P, Resalat N, Hilts W, Young G, Leitschuh J, Pinsonault J, El Youssef J, Branigan D, Gabo V, Eom J, Ramsey K, Dodier R, Mosquera-Lopez C, Wilson L, Castle J. Integrating metabolic expenditure information from wearable fitness sensors into an AI-augmented automated insulin delivery system: a randomised clinical trial. The Lancet Digital Health 2023;5(9):e607 View
  86. White D, Layton A, Curran T, Gauthier N, Orr W, Ward K, Vernon M, Martinez M, Rice M, Hansen K, Prusi M, Hansen J. ehealth technology in cardiac exercise therapeutics for pediatric patients with congenital and acquired heart conditions: a summary of evidence and future directions. Frontiers in Cardiovascular Medicine 2023;10 View
  87. Charlton P, Allen J, Bailón R, Baker S, Behar J, Chen F, Clifford G, Clifton D, Davies H, Ding C, Ding X, Dunn J, Elgendi M, Ferdoushi M, Franklin D, Gil E, Hassan M, Hernesniemi J, Hu X, Ji N, Khan Y, Kontaxis S, Korhonen I, Kyriacou P, Laguna P, Lázaro J, Lee C, Levy J, Li Y, Liu C, Liu J, Lu L, Mandic D, Marozas V, Mejía-Mejía E, Mukkamala R, Nitzan M, Pereira T, Poon C, Ramella-Roman J, Saarinen H, Shandhi M, Shin H, Stansby G, Tamura T, Vehkaoja A, Wang W, Zhang Y, Zhao N, Zheng D, Zhu T. The 2023 wearable photoplethysmography roadmap. Physiological Measurement 2023;44(11):111001 View
  88. Pitt J, Zeineddin S, Carter M, Figueroa A, Park E, Kwon S, Ghomrawi H, Abdullah F. Using Consumer Wearable Devices to Profile Postoperative Complications After Pediatric Appendectomy. Journal of Surgical Research 2024;295:853 View
  89. 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
  90. Jacobs P, Herrero P, Facchinetti A, Vehi J, Kovatchev B, Breton M, Cinar A, Nikita K, Doyle F, Bondia J, Battelino T, Castle J, Zarkogianni K, Narayan R, Mosquera-Lopez C. Artificial Intelligence and Machine Learning for Improving Glycemic Control in Diabetes: Best Practices, Pitfalls, and Opportunities. IEEE Reviews in Biomedical Engineering 2024;17:19 View
  91. 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
  92. Thanarajasingam G, Kluetz P, Bhatnagar V, Brown A, Cathcart-Rake E, Diamond M, Faust L, Fiero M, Huntington S, Jeffery M, Jones L, Noble B, Paludo J, Powers B, Ross J, Ritchie J, Ruddy K, Schellhorn S, Tarver M, Dueck A, Gross C. Integrating 4 methods to evaluate physical function in patients with cancer (In4M): protocol for a prospective cohort study. BMJ Open 2024;14(1):e074030 View
  93. Toshnazarov K, Lee U, Kim B, Mishra V, Najarro L, Noh Y. SOSW: Stress Sensing With Off-the-Shelf Smartwatches in the Wild. IEEE Internet of Things Journal 2024;11(12):21527 View
  94. Bhupal N, Bures L, Peterson E, Nicol S, Figeys M, Cruz A. Technological interventions in functional capacity evaluations: An insight into current applications. Work 2024:1 View
  95. Page L, Fanning J, Phipps C, Berger A, Reed E, Ehlers D. Heart Rate Monitoring Among Breast Cancer Survivors: Quantitative Study of Device Agreement in a Community-Based Exercise Program. JMIR Cancer 2024;10:e51210 View
  96. Yechezkel M, Qian G, Levi Y, Davidovitch N, Shmueli E, Yamin D, Brandeau M. Comparison of physiological and clinical reactions to COVID-19 and influenza vaccination. Communications Medicine 2024;4(1) View
  97. Navalta J, Carrier B, Blank M, Zarei S, Davis D, Craig M, Perez O, Baca J, Sweder T, Carballo T, Bovell J. Validity and Reliability of Wearable Technology Devices during Simulated Pickleball Game Play. Sports 2024;12(9):234 View
  98. Choi H, Lee S, Choi J, Kim G, Lee Y, Lee J. Efficacy of Wearable Single-Lead ECG Monitoring during Exercise Stress Testing: A Comparative Study. Sensors 2024;24(19):6394 View
  99. Chen X, Ji H, Luan Y, Zoh R, Xue L, Jadhav S, Tekwe C. Adjusting for bias due to measurement error in functional quantile regression models with error-prone functional and scalar covariates. Biostatistics & Epidemiology 2024;8(1) View
  100. Hamida A, D'Amico A, Eijkelenboom A, Bluyssen P. Guidance to investigate university students’ bodily responses and perceptual assessments in sound exposure experiments. Indoor Environments 2024;1(4):100066 View
  101. Abramuszkinová Pavlíková E, Nevrkla P, Röhrich M. Heart Rate Index as a Measure of Physical Workload in Chainsaw Operations. Applied Sciences 2024;14(24):11483 View
  102. Chen W, Cordero R, Lever Taylor J, Pangallo D, Picard R, Cruz M, Regalia G. Multicenter Evaluation of Machine-Learning Continuous Pulse Rate Algorithm on Wrist-Worn Device. Digital Biomarkers 2024;8(1):218 View

Books/Policy Documents

  1. Jacobs P, Reddy R. Neurological Modulation of Sleep. View
  2. Bedolla J, Pines J. Evidence‐Based Emergency Care. View