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

Mobile Health (mhealth) (2974) mHealth in a Clinical Setting (621)

Published on in Vol 18, No 9 (2016): September

Accuracy of a Wrist-Worn Wearable Device for Monitoring Heart Rates in Hospital Inpatients: A Prospective Observational Study

Accuracy of a Wrist-Worn Wearable Device for Monitoring Heart Rates in Hospital Inpatients: A Prospective Observational Study

Accuracy of a Wrist-Worn Wearable Device for Monitoring Heart Rates in Hospital Inpatients: A Prospective Observational Study

Authors of this article:

Ryan R Kroll1 Author Orcid Image ;   J Gordon Boyd1, 2 Author Orcid Image ;   David M Maslove1, 2 Author Orcid Image
Article Authors Cited by (91) Tweetations (37) Metrics

Journals

  1. Moayedi Y, Abdulmajeed R, Duero Posada J, Foroutan F, Alba A, Cafazzo J, Ross H. Assessing the Use of Wrist-Worn Devices in Patients With Heart Failure: Feasibility Study. JMIR Cardio 2017;1(2):e8 View
  2. 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
  3. Garge G, Balakrishna C, Datta S. Consumer Health Care: Current Trends in Consumer Health Monitoring. IEEE Consumer Electronics Magazine 2018;7(1):38 View
  4. 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
  5. Magno M, Salvatore G, Jokic P, Benini L. Self-Sustainable Smart Ring for Long-Term Monitoring of Blood Oxygenation. IEEE Access 2019;7:115400 View
  6. Jacobsen M, Dembek T, Kobbe G, Gaidzik P, Heinemann L. Noninvasive Continuous Monitoring of Vital Signs With Wearables: Fit for Medical Use?. Journal of Diabetes Science and Technology 2021;15(1):34 View
  7. Roomkham S, Lovell D, Cheung J, Perrin D. Promises and Challenges in the Use of Consumer-Grade Devices for Sleep Monitoring. IEEE Reviews in Biomedical Engineering 2018;11:53 View
  8. de Graaf G, Kuratomi Cruz D, Haartsen J, Hooijschuur F, French P. Heart Rate Extraction in a Headphone Using Infrared Thermometry. IEEE Transactions on Biomedical Circuits and Systems 2019;13(5):1052 View
  9. Lee J, Kim H, Kim D. Recent Technology-Driven Advancements in Cardiovascular Disease Prevention in Korea. Cardiovascular Prevention and Pharmacotherapy 2019;1(2):43 View
  10. 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
  11. Kamišalić A, Fister I, Turkanović M, Karakatič S. Sensors and Functionalities of Non-Invasive Wrist-Wearable Devices: A Review. Sensors 2018;18(6):1714 View
  12. 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
  13. 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
  14. De Pessemier T, Martens L. Heart rate monitoring, activity recognition, and recommendation for e-coaching. Multimedia Tools and Applications 2018;77(18):23317 View
  15. 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
  16. Gliner V, Behar J, Yaniv Y. Novel Method to Efficiently Create an mHealth App: Implementation of a Real-Time Electrocardiogram R Peak Detector. JMIR mHealth and uHealth 2018;6(5):e118 View
  17. Krishnan V, Rewale H. Effect of shoulder pain on energy expenditure among paraplegic individuals: Role of wearable device. International Archives of Health Sciences 2020;7(1):20 View
  18. Lee Y, Park J, Choi Y, Park H, Cho S, Cho S, Lim Y. A Novel Non-contact Heart Rate Monitor Using Impulse-Radio Ultra-Wideband (IR-UWB) Radar Technology. Scientific Reports 2018;8(1) View
  19. Sartor F, Gelissen J, van Dinther R, Roovers D, Papini G, Coppola G. Wrist-worn optical and chest strap heart rate comparison in a heterogeneous sample of healthy individuals and in coronary artery disease patients. BMC Sports Science, Medicine and Rehabilitation 2018;10(1) View
  20. Kroll R, McKenzie E, Boyd J, Sheth P, Howes D, Wood M, Maslove D. Use of wearable devices for post-discharge monitoring of ICU patients: a feasibility study. Journal of Intensive Care 2017;5(1) View
  21. 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
  22. Conn N, Schwarz K, Borkholder D. Nontraditional Electrocardiogram and Algorithms for Inconspicuous In-Home Monitoring: Comparative Study. JMIR mHealth and uHealth 2018;6(5):e120 View
  23. Lown M, Yue A, Shah B, Corbett S, Lewith G, Stuart B, Garrard J, Brown M, Little P, Moore M. Screening for Atrial Fibrillation Using Economical and Accurate Technology (From the SAFETY Study). The American Journal of Cardiology 2018;122(8):1339 View
  24. Weenk M, van Goor H, Frietman B, Engelen L, van Laarhoven C, Smit J, Bredie S, van de Belt T. Continuous Monitoring of Vital Signs Using Wearable Devices on the General Ward: Pilot Study. JMIR mHealth and uHealth 2017;5(7):e91 View
  25. Lhatoo S, Bernasconi N, Blumcke I, Braun K, Buchhalter J, Denaxas S, Galanopoulou A, Josephson C, Kobow K, Lowenstein D, Ryvlin P, Schulze‐Bonhage A, Sahoo S, Thom M, Thurman D, Worrell G, Zhang G, Wiebe S. Big data in epilepsy: Clinical and research considerations. Report from the Epilepsy Big Data Task Force of the International League Against Epilepsy. Epilepsia 2020;61(9):1869 View
  26. Baik K, Park S, Yun C, Park C. Integration of Polypyrrole Electrode into Piezoelectric PVDF Energy Harvester with Improved Adhesion and Over-Oxidation Resistance. Polymers 2019;11(6):1071 View
  27. Modave F, Guo Y, Bian J, Gurka M, Parish A, Smith M, Lee A, Buford T. Mobile Device Accuracy for Step Counting Across Age Groups. JMIR mHealth and uHealth 2017;5(6):e88 View
  28. Weichert I. ‘My watch kept on alarming all night about my heart rate’: diagnosis of asymptomatic atrial fibrillation with fast ventricular response in a patient with a recent TIA as the result of a smartwatch alarm. Oxford Medical Case Reports 2019;2019(3) View
  29. Vandenberk T, Stans J, Mortelmans C, Van Haelst R, Van Schelvergem G, Pelckmans C, Smeets C, Lanssens D, De Cannière H, Storms V, Thijs I, Vaes B, Vandervoort P. Clinical Validation of Heart Rate Apps: Mixed-Methods Evaluation Study. JMIR mHealth and uHealth 2017;5(8):e129 View
  30. Haghi M, Danyali S, Thurow K, Warnecke J, Wang J, Deserno T. Hardware Prototype for Wrist-Worn Simultaneous Monitoring of Environmental, Behavioral, and Physiological Parameters. Applied Sciences 2020;10(16):5470 View
  31. Alharbi M, Straiton N, Smith S, Neubeck L, Gallagher R. Data management and wearables in older adults: A systematic review. Maturitas 2019;124:100 View
  32. 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
  33. 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
  34. Lin P, Chen K, Ma H, Wang C, Jen Lin Y. Preliminary study a non-invasion method on early cardiac energy defect based on Hilbert Huang Transform. Medical Hypotheses 2020;144:110205 View
  35. Ruderman M, Clerkin C. Is the future of leadership development wearable? Exploring self-tracking in leadership programs. Industrial and Organizational Psychology 2020;13(1):103 View
  36. Pelizzo G, Guddo A, Puglisi A, De Silvestri A, Comparato C, Valenza M, Bordonaro E, Calcaterra V. Accuracy of a Wrist-Worn Heart Rate Sensing Device during Elective Pediatric Surgical Procedures. Children 2018;5(3):38 View
  37. Harju J, Tarniceriu A, Parak J, Vehkaoja A, Yli-Hankala A, Korhonen I. Monitoring of heart rate and inter-beat intervals with wrist plethysmography in patients with atrial fibrillation. Physiological Measurement 2018;39(6):065007 View
  38. Garbern S, Mbanjumucyo G, Umuhoza C, Sharma V, Mackey J, Tang O, Martin K, Twagirumukiza F, Rosman S, McCall N, Wegerich S, Levine A. Validation of a wearable biosensor device for vital sign monitoring in septic emergency department patients in Rwanda. DIGITAL HEALTH 2019;5 View
  39. Sartor F, Papini G, Cox L, Cleland J. Methodological Shortcomings of Wrist-Worn Heart Rate Monitors Validations. Journal of Medical Internet Research 2018;20(7):e10108 View
  40. 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
  41. 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
  42. Kang S, Kim Y, Byun W, Suk J, Lee J. Comparison of a Wearable Tracker with Actigraph for Classifying Physical Activity Intensity and Heart Rate in Children. International Journal of Environmental Research and Public Health 2019;16(15):2663 View
  43. Thomas S, Pulman A, Thomas P, Collard S, Jiang N, Dogan H, Davies Smith A, Hourihan S, Roberts F, Kersten P, Pretty K, Miller J, Stanley K, Gay M. Digitizing a Face-to-Face Group Fatigue Management Program: Exploring the Views of People With Multiple Sclerosis and Health Care Professionals Via Consultation Groups and Interviews. JMIR Formative Research 2019;3(2):e10951 View
  44. Kim B, McKay S, Lee J. Consumer-Grade Wearable Device for Predicting Frailty in Canadian Home Care Service Clients: Prospective Observational Proof-of-Concept Study. Journal of Medical Internet Research 2020;22(9):e19732 View
  45. Collier E, Varon C, Van Huffel S, Bogaert G. Enuretic children have a higher variability in REM sleep when comparing their sleep parameters with nonenuretic control children using a wearable sleep tracker at home. Neurourology and Urodynamics 2020;39(1):367 View
  46. Krittanawong C, Rogers A, Johnson K, Wang Z, Turakhia M, Halperin J, Narayan S. Integration of novel monitoring devices with machine learning technology for scalable cardiovascular management. Nature Reviews Cardiology 2021;18(2):75 View
  47. 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
  48. Jacobs F, Scheerhoorn J, Mestrom E, van der Stam J, Bouwman R, Nienhuijs S, Najafi B. Reliability of heart rate and respiration rate measurements with a wireless accelerometer in postbariatric recovery. PLOS ONE 2021;16(4):e0247903 View
  49. Tsou M, Lung S, Cheng C. Demonstrating the Applicability of Smartwatches in PM2.5 Health Impact Assessment. Sensors 2021;21(13):4585 View
  50. Patel V, Orchanian-Cheff A, Wu R. Evaluating the Validity and Utility of Wearable Technology for Continuously Monitoring Patients in a Hospital Setting: Systematic Review. JMIR mHealth and uHealth 2021;9(8):e17411 View
  51. Mestrom E, Deneer R, Bonomi A, Margarito J, Gelissen J, Haakma R, Korsten H, Scharnhorst V, Bouwman R. Validation of Heart Rate Extracted From Wrist-Based Photoplethysmography in the Perioperative Setting: Prospective Observational Study. JMIR Cardio 2021;5(2):e27765 View
  52. Cao J, Yang X, Rao J, Mitriashkin A, Fan X, Chen R, Cheng H, Wang X, Goh J, Leo H, Ouyang J. Stretchable and Self-Adhesive PEDOT:PSS Blend with High Sweat Tolerance as Conformal Biopotential Dry Electrodes. ACS Applied Materials & Interfaces 2022;14(34):39159 View
  53. Chan P, Ryan N, Chen D, McNeil J, Hopper I. Novel wearable and contactless heart rate, respiratory rate, and oxygen saturation monitoring devices: a systematic review and meta‐analysis. Anaesthesia 2022;77(11):1268 View
  54. Haahr-Raunkjaer C, Skovbye M, Rasmussen S, Elvekjaer M, Sørensen H, Meyhoff C, Aasvang E. Agreement between standard and continuous wireless vital sign measurements after major abdominal surgery: a clinical comparison study. Physiological Measurement 2022;43(11):115007 View
  55. Ho W, Yang Y, Li T. Accuracy of wrist-worn wearable devices for determining exercise intensity. DIGITAL HEALTH 2022;8:205520762211243 View
  56. Stuart T, Hanna J, Gutruf P. Wearable devices for continuous monitoring of biosignals: Challenges and opportunities. APL Bioengineering 2022;6(2) View
  57. 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
  58. 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
  59. 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
  60. 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
  61. Thomas S, Pulman A, Dogan H, Jiang N, Passmore D, Pretty K, Fairbanks B, Davies Smith A, Thomas P. Creating a Digital Toolkit to Reduce Fatigue and Promote Quality of Life in Multiple Sclerosis: Participatory Design and Usability Study. JMIR Formative Research 2021;5(12):e19230 View
  62. Watson A, Kendell C, Lingamoorthy A, Lee I, Weimer J. Lumos. Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies 2022;6(4):1 View
  63. 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
  64. Huang W, Zhou S, Zhu T, Liao Y. Privately Publishing Internet of Things Data: Bring Personalized Sampling Into Differentially Private Mechanisms. IEEE Internet of Things Journal 2022;9(1):80 View
  65. Perez A, Siddiqui F, Zeadally S, Lane D. A review of IoT systems to enable independence for the elderly and disabled individuals. Internet of Things 2023;21:100653 View
  66. Davoudi A, Shickel B, Tighe P, Bihorac A, Rashidi P. Potentials and Challenges of Pervasive Sensing in the Intensive Care Unit. Frontiers in Digital Health 2022;4 View
  67. Alfonso C, Garcia-Gonzalez M, Parrado E, Gil-Rojas J, Ramos-Castro J, Capdevila L. Agreement between two photoplethysmography-based wearable devices for monitoring heart rate during different physical activity situations: a new analysis methodology. Scientific Reports 2022;12(1) View
  68. 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
  69. Morgan-Jones P, Jones A, Busse M, Mills L, Pallmann P, Drew C, Arnesen A, Wood F. Monitoring and Managing Lifestyle Behaviors Using Wearable Activity Trackers: Mixed Methods Study of Views From the Huntington Disease Community. JMIR Formative Research 2022;6(6):e36870 View
  70. van der Stam J, Mestrom E, Scheerhoorn J, Jacobs F, Nienhuijs S, Boer A, van Riel N, de Morree H, Bonomi A, Scharnhorst V, Bouwman R. The Accuracy of Wrist-Worn Photoplethysmogram–Measured Heart and Respiratory Rates in Abdominal Surgery Patients: Observational Prospective Clinical Validation Study. JMIR Perioperative Medicine 2023;6:e40474 View
  71. Elzinga W, Prins S, Borghans L, Gal P, Vargas G, Groeneveld G, Doll R. Detection of Clenbuterol-Induced Changes in Heart Rate Using At-Home Recorded Smartwatch Data: Randomized Controlled Trial. JMIR Formative Research 2021;5(12):e31890 View
  72. Jegan R, Nimi W. On the development of low power wearable devices for assessment of physiological vital parameters: a systematic review. Journal of Public Health 2024;32(7):1093 View
  73. 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
  74. Chia P, Tan K, Ng S, Foo D. Contemporary wearable and handheld technology for the diagnosis of cardiac arrhythmias in Singapore. Singapore Medical Journal 2023 View
  75. Lee M, Song M, Bessette H, Roberts Davis M, Tyner T, Reid A. Use of wearables for monitoring cardiometabolic health: A systematic review. International Journal of Medical Informatics 2023;179:105218 View
  76. 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
  77. Li X, Song Y, Wang H, Su X, Wang M, Li J, Ren Z, Zhong D, Huang Z. Evaluation of measurement accuracy of wearable devices for heart rate variability. iScience 2023;26(11):108128 View
  78. Briggs J, Kostakis I, Meredith P, Dall’ora C, Darbyshire J, Gerry S, Griffiths P, Hope J, Jones J, Kovacs C, Lawrence R, Prytherch D, Watkinson P, Redfern O. Safer and more efficient vital signs monitoring protocols to identify the deteriorating patients in the general hospital ward: an observational study. Health and Social Care Delivery Research 2024:1 View
  79. Ikuta K, Aishima M, Noguchi-Watanabe M, Fukui S. Feasibility of Monitoring Heart and Respiratory Rates Using Nonwearable Devices and Consistency of the Measured Parameters: Pilot Feasibility Study. JMIR Human Factors 2024;11:e56547 View
  80. Khan S, Kim J, Kang T, Park G, Lee S, Park J, Kim W. Compact Vital-Sensing Band with Uninterrupted Power Supply for Core Body Temperature and Pulse Rate Monitoring. ACS Sensors 2024;9(11):5885 View
  81. 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
  82. Zhang B, Zhang D, Li Y, Lu Z, Chen J, Wang H, Zhou F, Pu Y, Hu Y, Ma L, Sun Q, Chen Y. Monitoring long-term cardiac activity with contactless radio frequency signals. Nature Communications 2024;15(1) View

Books/Policy Documents

  1. Xing F, Peng G, Liang T, Jiang J. Distributed, Ambient and Pervasive Interactions: Understanding Humans. View
  2. Santhanagopalan M, Chetty M, Foale C, Aryal S, Klein B. Neural Information Processing. View
  3. Gobinath A, Rajeswari P, Suresh Kumar , Anandan M. Technological Tools for Predicting Pregnancy Complications. View