Published on in Vol 24, No 1 (2022): January

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/30791, first published .
Accuracy and Acceptability of Wrist-Wearable Activity-Tracking Devices: Systematic Review of the Literature

Accuracy and Acceptability of Wrist-Wearable Activity-Tracking Devices: Systematic Review of the Literature

Accuracy and Acceptability of Wrist-Wearable Activity-Tracking Devices: Systematic Review of the Literature

Journals

  1. Ahmed A, Aziz S, Qidwai U, Farooq F, Shan J, Subramanian M, Chouchane L, EINatour R, Abd-Alrazaq A, Pandas S, Sheikh J. Wearable Artificial Intelligence for Assessing Physical Activity in High School Children. Sustainability 2022;15(1):638 View
  2. Williamson Lewis R, Howell K, Effinger K, Meacham L, Wasilewski-Masker K, Mertens A, Gilleland Marchak J. Feasibility of Fitbit Use in Adolescent Survivors of Pediatric Cancer: Who Consistently Uses It and for How Long?. Journal of Adolescent and Young Adult Oncology 2023;12(4):529 View
  3. Patel M, Cleare A, Smith C, Rosas L, King A. Detailed Versus Simplified Dietary Self-monitoring in a Digital Weight Loss Intervention Among Racial and Ethnic Minority Adults: Fully Remote, Randomized Pilot Study. JMIR Formative Research 2022;6(12):e42191 View
  4. Gibb M, Winter H, Komarzynski S, Wreglesworth N, Innominato P. Holistic Needs Assessment of Cancer Survivors—Supporting the Process Through Digital Monitoring of Circadian Physiology. Integrative Cancer Therapies 2022;21 View
  5. Popham S, Burq M, Rainaldi E, Shin S, Dunn J, Kapur R. An Algorithm to Classify Real-World Ambulatory Status From a Wearable Device Using Multimodal and Demographically Diverse Data: Validation Study. JMIR Biomedical Engineering 2023;8:e43726 View
  6. Dixon W, van der Veer S, Ali S, Laidlaw L, Dobson R, Sudlow C, Chico T, MacArthur J, Doherty A. Charting a Course for Smartphones and Wearables to Transform Population Health Research. Journal of Medical Internet Research 2023;25:e42449 View
  7. Neely L, Smulligan K, Wingerson M, Seehusen C, Simon S, Wilson J, Howell D. The association between sleep and physical activity with persisting postconcussion symptoms among adolescent athletes. PM&R 2023;15(9):1122 View
  8. 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
  9. Finet M, Bellicha A, Sage E, Glorion M, Kennel T, Labro M, Trillat B, Fischler M, Vallée A, Le Guen M, Fessler J. Comprehensive assessment of postoperative mobility during the first days after mini-invasive lung surgery: A prospective observational study. Journal of Clinical Anesthesia 2023;86:111048 View
  10. Kringle E, Tucker D, Wu Y, Lv N, Kannampallil T, Barve A, Dosala S, Wittels N, Dai R, Ma J. Associations between daily step count trajectories and clinical outcomes among adults with comorbid obesity and depression. Mental Health and Physical Activity 2023;24:100512 View
  11. Motahari-Nezhad H, Fgaier M, Mahdi Abid M, Péntek M, Gulácsi L, Zrubka Z. Digital Biomarker–Based Studies: Scoping Review of Systematic Reviews. JMIR mHealth and uHealth 2022;10(10):e35722 View
  12. Scafa D, Nicolay N, Giordano F. Digitale Anwendungen in der Onkologie. best practice onkologie 2023;18(3):82 View
  13. McGuire T, Devin K, Patricks V, Griffiths B, Speirs C, Granat M. Use of Accelerometers to Track Changes in Stepping Behavior With the Introduction of the 2020 COVID Pandemic Restrictions: A Case Study. Journal for the Measurement of Physical Behaviour 2023:1 View
  14. Grimes A, Lightner J, Eighmy K, Wray B, Valleroy E, Baughn M. Physical Activity and Nutrition Intervention for Middle Schoolers (Move More, Get More): Protocol for a Quasi-Experimental Study. JMIR Research Protocols 2022;11(5):e37126 View
  15. Scafa D, Nicolay N, Giordano F. Digitale Anwendungen in der Onkologie. Die Onkologie 2022;28(11):974 View
  16. 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
  17. Gogoi K, Pal S, Chattopadhyay A. Molecule‐Assembled Plasmonic Gold Nanoparticle Network for Piezophototronic and Human Activity Detections. Advanced Engineering Materials 2023;25(8) View
  18. Shapira-Daniels A, Kornej J, Spartano N, Wang X, Zhang Y, Pathiravasan C, Liu C, Trinquart L, Borrelli B, McManus D, Murabito J, Benjamin E, Lin H. Step Count, Self-reported Physical Activity, and Predicted 5-Year Risk of Atrial Fibrillation: Cross-sectional Analysis. Journal of Medical Internet Research 2023;25:e43123 View
  19. Romagnoli S, Ripanti F, Morettini M, Burattini L, Sbrollini A. Wearable and Portable Devices for Acquisition of Cardiac Signals while Practicing Sport: A Scoping Review. Sensors 2023;23(6):3350 View
  20. Dodd C, Hashem F, Stephensen D, Bassett P. Wearable activity trackers in young people with haemophilia: What needs to be considered?. Haemophilia 2023;29(3):942 View
  21. 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
  22. Anmella G, Corponi F, Li B, Mas A, Sanabra M, Pacchiarotti I, Valentí M, Grande I, Benabarre A, Giménez-Palomo A, Garriga M, Agasi I, Bastidas A, Cavero M, Fernández-Plaza T, Arbelo N, Bioque M, García-Rizo C, Verdolini N, Madero S, Murru A, Amoretti S, Martínez-Aran A, Ruiz V, Fico G, De Prisco M, Oliva V, Solanes A, Radua J, Samalin L, Young A, Vieta E, Vergari A, Hidalgo-Mazzei D. Exploring Digital Biomarkers of Illness Activity in Mood Episodes: Hypotheses Generating and Model Development Study. JMIR mHealth and uHealth 2023;11:e45405 View
  23. Lee M, Lee Y, Park S. Validity of Energy Expenditure Estimation Equation using Heart Rate in Swimming. Exercise Science 2023;32(2):215 View
  24. Bhanvadia S, Meller L, Madjedi K, Weinreb R, Baxter S. Availability of Physical Activity Tracking Data from Wearable Devices for Glaucoma Patients. Information 2023;14(9):493 View
  25. 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
  26. Rao C, Di Lascio E, Demanse D, Marshall N, Sopala M, De Luca V. Association of digital measures and self-reported fatigue: a remote observational study in healthy participants and participants with chronic inflammatory rheumatic disease. Frontiers in Digital Health 2023;5 View
  27. Izmailova E, Kilian R, Bakker J, Evans S, Scotina A, Reiss T, Singh D, Wagner J. Study protocol: A comparison of mobile and clinic‐based spirometry for capturing the treatment effect in moderate asthma. Clinical and Translational Science 2023;16(11):2112 View
  28. Sun X, Wang Z, Fu X, Zhao C, Wang F, He H. Validity of Apple Watch 6 and Polar A370 for monitoring energy expenditure while resting or performing light to vigorous physical activity. Journal of Science and Medicine in Sport 2023;26(9):482 View
  29. Wu X, Freeman S, Miyagi M, Park U, Nomura K, Ebihara S. Comprehensive Geriatric Assessment in the era of telemedicine. Geriatrics & Gerontology International 2024;24(S1):67 View
  30. David S, Hohenfeld C, Haberl L, Pahl J, Costa A, Kilders A, Hildebrand F, Schulz J, Reetz K, Haeger A. Physical activity monitoring in Alzheimer’s disease during sport interventions: a multi-methodological perspective. Frontiers in Neurology 2023;14 View
  31. Yamada K, Enokida Y, Kato R, Imaizumi J, Takada T, Ojima H. The Feasibility and Reliability of Upper Arm–Worn Apple Watch Heart Rate Monitoring for Surgeons During Surgery: Observational Study. JMIR Human Factors 2023;10:e50891 View
  32. Artese A, Rawat R, Sung A. The use of commercial wrist-worn technology to track physiological outcomes in behavioral interventions. Current Opinion in Clinical Nutrition & Metabolic Care 2023;26(6):534 View
  33. Bianchini E, Galli S, Alborghetti M, De Carolis L, Zampogna A, Hansen C, Vuillerme N, Suppa A, Pontieri F. Four Days Are Enough to Provide a Reliable Daily Step Count in Mild to Moderate Parkinson’s Disease through a Commercial Smartwatch. Sensors 2023;23(21):8971 View
  34. Ibrahim N, Lee W, Rampal S, Suhaimi A. Integrating the wrist-worn tracker in cardiac rehabilitation programmes: a scoping review. International Journal of Therapy and Rehabilitation 2023;30(10):1 View
  35. Music H, Bailey J, Catena R. Upper extremity kinematics during walking gait changes through pregnancy. Gait & Posture 2023;104:97 View
  36. Maeda A, Suzuki R, Maurer R, Kurokawa S, Kaneko M, Sato R, Nakajima H, Ogura K, Yamanaka M, Uchida T, Nagasaka Y, Melo R. Physical and psychological recovery after vaginal childbirth with and without epidural analgesia: A prospective cohort study. PLOS ONE 2023;18(10):e0292393 View
  37. 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
  38. Veetil J, Gunasekaran I, Riaz Z, Keramat A. Leveraging the accelerometer data for precise blood pressure assessment and management. Sensing and Bio-Sensing Research 2024;43:100612 View
  39. Bernstein E, Wolfe E, Huguenel B, Wilhelm S. Lessons and Untapped Potential of Smartphone-Based Physical Activity Interventions for Mental Health: Narrative Review. JMIR mHealth and uHealth 2024;12:e45860 View
  40. Howell D, Wingerson M, Smulligan K, Magliato S, Simon S, Wilson J. Exercising More Than 150 min/wk After Concussion Is Associated With Sleep Quality Improvements. Journal of Head Trauma Rehabilitation 2024;39(4):E216 View
  41. 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
  42. Laughlin A, Cao Q, Bryson R, Haughey V, Abdul-Salaam R, Gonzenbach V, Rudraraju M, Eydman I, Tweed C, Fala G, Patel K, Fox K, Hanson C, Bekelman J, Shou H. Detection of Medication Taking Using a Wrist-Worn Commercially Available Wearable Device. JCO Clinical Cancer Informatics 2023;(7) View
  43. Wong A, Tso W, Su J, Hui V, Chow K, Wong S, Wong B, Wong F, Fukumoto Y. Effectiveness of support from community health workers on the sustained use of a wearable monitoring device among community-dwelling older adults: A randomized trial protocol. PLOS ONE 2023;18(12):e0294517 View
  44. Gómez-Carmona O, Casado-Mansilla D, López-de-Ipiña D, García-Zubia J. Human-in-the-loop machine learning: Reconceptualizing the role of the user in interactive approaches. Internet of Things 2024;25:101048 View
  45. Junghans-Rutelonis A, Sim L, Harbeck-Weber C, Dresher E, Timm W, Weiss K. Feasibility of wearable activity tracking devices to measure physical activity and sleep change among adolescents with chronic pain—a pilot nonrandomized treatment study. Frontiers in Pain Research 2024;4 View
  46. Vitali D, Olugbade T, Eccleston C, Keogh E, Bianchi-Berthouze N, de C Williams A. Sensing behavior change in chronic pain: A scoping review of sensor technology for use in daily life. Pain 2024 View
  47. Lebleu J, Daniels K, Pauwels A, Dekimpe L, Mapinduzi J, Poilvache H, Bonnechère B. Incorporating Wearable Technology for Enhanced Rehabilitation Monitoring after Hip and Knee Replacement. Sensors 2024;24(4):1163 View
  48. Seo J. The Evolving Role of Kinesiologists in the Era of Artificial Intelligence. The Asian Journal of Kinesiology 2024;26(1):1 View
  49. WEAVER R, WHITE J, FINNEGAN O, NELAKUDITI S, ZHU X, BURKART S, BEETS M, BROWN T, PATE R, WELK G, DE ZAMBOTTI M, GHOSAL R, WANG Y, ARMSTRONG B, ADAMS E, REESOR-OYER L, PFLEDDERER C, BASTYR M, VON KLINGGRAEFF L, PARKER H. A Device Agnostic Approach to Predict Children’s Activity from Consumer Wearable Accelerometer Data: A Proof-of-Concept Study. Medicine & Science in Sports & Exercise 2024;56(2):370 View
  50. Dederichs R, Voß J, Falz R. eHealth-Anwendungen zur Förderung körperlicher Aktivität nach viszeralen Operationen. Die Chirurgie 2024;95(6):443 View
  51. Sakamoto D, Hamaguchi T, Nakayama Y, Hada T, Abo M. Upper-Limb Functional Recovery in Chronic Stroke Patients after COVID-19-Interrupted Rehabilitation: An Observational Study. Journal of Clinical Medicine 2024;13(8):2212 View
  52. Feehan L, Xie H, Lu N, Li L. Twenty-four hour physical activity, sedentary behaviour and sleep profiles in adults living with rheumatoid arthritis: a cross-sectional latent class analysis. Journal of Activity, Sedentary and Sleep Behaviors 2024;3(1) View
  53. Pereira N, Dos Santos A, Shinjo S. Association Between Wearable Device Use and Quality of Life in Patients With Idiopathic Inflammatory Myopathies and Primary Systemic Vasculitis. Cureus 2024 View
  54. Kluge F, Brand Y, Micó-Amigo M, Bertuletti S, D'Ascanio I, Gazit E, Bonci T, Kirk C, Küderle A, Palmerini L, Paraschiv-Ionescu A, Salis F, Soltani A, Ullrich M, Alcock L, Aminian K, Becker C, Brown P, Buekers J, Carsin A, Caruso M, Caulfield B, Cereatti A, Chiari L, Echevarria C, Eskofier B, Evers J, Garcia-Aymerich J, Hache T, Hansen C, Hausdorff J, Hiden H, Hume E, Keogh A, Koch S, Maetzler W, Megaritis D, Niessen M, Perlman O, Schwickert L, Scott K, Sharrack B, Singleton D, Vereijken B, Vogiatzis I, Yarnall A, Rochester L, Mazzà C, Del Din S, Mueller A. Real-World Gait Detection Using a Wrist-Worn Inertial Sensor: Validation Study. JMIR Formative Research 2024;8:e50035 View
  55. Díaz-Quesada G, Gimenez-Egido J, Connor J, Ortega-Toro E, Torres-Luque G. Intermonitor Variability of Garmin Vivofit® Jr. Wristband. Applied Sciences 2024;14(9):3854 View
  56. Elsworthy R, Jong S, Hanson S, Shannon O, Jennings A, Gillings R, Siervo M, Hornberger M, Hardeman W, Mathers J, Minihane A, Aldred S. Effects of the COVID-19 associated United Kingdom lockdown on physical activity in older adults at high risk of cardiovascular disease: a mixed methods perspective from the MedEx-UK multicenter trial. Frontiers in Public Health 2024;12 View
  57. Balu A, Gensler R, Liu J, Grady C, Brennan D, Cobourn K, Pivazyan G, Deshmukh V. Single-center pilot study of remote therapeutic monitoring in patients with operative spinal pathologies. Clinical Neurology and Neurosurgery 2024;242:108346 View
  58. Scott S, Thompson M. “Notification! You May Have Cancer.” Could Smartphones and Wearables Help Detect Cancer Early?. JMIR Cancer 2024;10:e52577 View
  59. Dederichs R, Voß J, Falz R. eHealth-Anwendungen zur Förderung körperlicher Aktivität nach viszeralen Operationen. best practice onkologie 2024;19(6):238 View
  60. Leitner J, Chiang P, Agnihotri P, Dey S. The Effect of an AI-Based, Autonomous, Digital Health Intervention Using Precise Lifestyle Guidance on Blood Pressure in Adults With Hypertension: Single-Arm Nonrandomized Trial. JMIR Cardio 2024;8:e51916 View
  61. Zhang W, Xiong K, Zhu C, Evans R, Zhou L, Podrini C. Promoting child and adolescent health through wearable technology: A systematic review. DIGITAL HEALTH 2024;10 View
  62. Lyons K, Hei Man A, Booth D, Rena G. Defining Activity Thresholds Triggering a “Stand Hour” for Apple Watch Users: Cross-Sectional Study. JMIR Formative Research 2024;8:e53806 View
  63. Delobelle J, Lebuf E, Dyck D, Compernolle S, Janek M, Backere F, Vetrovsky T. Fitbit's accuracy to measure short bouts of stepping and sedentary behaviour: validation, sensitivity and specificity study. DIGITAL HEALTH 2024;10 View
  64. Jalilian H, Sandoval-Diez N, Waibl V, Schmutz M, Trefalt S, Arslan N, Fernandes Veludo A, Tincknell L, Wipf I, Steck L, Dongus S, Jankowska A, P. Peralta G, Polanska K, Popovic M, Maule M, de Llobet P, Guxens M, Röösli M. Prospective cohort study on non-specific symptoms, cognitive, behavioral, sleep and mental health in relation to electronic media use and transportation noise among adolescents (HERMES): study protocol. Open Research Europe 2024;4:120 View
  65. Kwon D, Borrion H, Wortley R. Measuring Cybercrime in Calls for Police Service. Asian Journal of Criminology 2024;19(3):329 View
  66. Fan J, Lei T, Wu M. MEREC-MABAC method based on cumulative prospect theory for picture fuzzy sets: Applications to wearable health technology devices. Expert Systems with Applications 2024;255:124749 View
  67. Blondeel A, Devoogdt N, Asnong A, Geraerts I, De Groef A, Heroes A, Van Calster C, Troosters T, Demeyer H, Ginis P, De Vrieze T, Sadek I. Accuracy of consumer-based activity trackers to measure and coach patients with lower limb lymphoedema. PLOS ONE 2024;19(7):e0305768 View
  68. Fessele K, Syrkin G. Mobility Assessment Instruments. Seminars in Oncology Nursing 2024;40(4):151660 View
  69. Doherty C, Baldwin M, Keogh A, Caulfield B, Argent R. Keeping Pace with Wearables: A Living Umbrella Review of Systematic Reviews Evaluating the Accuracy of Consumer Wearable Technologies in Health Measurement. Sports Medicine 2024;54(11):2907 View
  70. Danielsson M, Doshmanziari R, Brurok B, Wouda M, Baumgart J. Potential sources of inaccuracy in the Apple watch series 4 energy expenditure estimation algorithm during wheelchair propulsion. BMC Digital Health 2024;2(1) View
  71. van den Beuken W, van Schuppen H, Demirtas D, van Halm V, van der Geest P, Loer S, Schwarte L, Schober P. Investigating Users’ Attitudes Toward Automated Smartwatch Cardiac Arrest Detection: Cross-Sectional Survey Study. JMIR Human Factors 2024;11:e57574 View
  72. Jenssen M, Salvi E, Fors E, Nilsen O, Ngo P, Tejedor M, Bellika J, Godtliebsen F. Exploring Pain Reduction through Physical Activity: A Case Study of Seven Fibromyalgia Patients. Bioengineering 2024;11(8):765 View
  73. Bongers N, Healy G, Thomas G, Clark B. Device-Based Measurement of Office-Based Physical Activity and Sedentary Time: A Systematic Review. Journal for the Measurement of Physical Behaviour 2024;7(1) View
  74. Zaidi K, Wei Q. Temporal localization of upper extremity bilateral synergistic coordination using wearable accelerometers. PeerJ 2024;12:e17858 View
  75. Toohey S, Nguyen M, Saadat S, Chandwani C, Gassner S, Wray A, Rivera R, Wiechmann W. Access to the internet and mobile applications in a mixed population emergency department: A repeated cross-sectional survey. PEC Innovation 2024;5:100340 View
  76. Pluščiauskaitė V, Sološenko A, Jančiulevičiūtė K, Marozas V, Sörnmo L, Petrėnas A. Assessment of the relational strength between triggers detected in physiological signals and the occurrence of atrial fibrillation episodes. Physiological Measurement 2024;45(9):095011 View
  77. Ilić N, Hadži-Pavlović Đ, Ilić N. Assessment of stride length and frequency at different running speeds for men and women. Sport - nauka i praksa 2023;13(2):69 View
  78. Smerina D, Pearlman A. The Intersection of Artificial Intelligence, Wearable Devices, and Sexual Medicine. Current Urology Reports 2025;26(1) View
  79. Labrecque R, Lindquist C, Tueller S, Tucker W, Allen A. Advancing Measurement of Correctional Officer Health and Wellness: A Pilot Study of Wearable Biometric Sensor Devices. Justice Quarterly 2024:1 View
  80. Palucci Vieira L, Clemente F, Chang Marquez F, Rea Olivares W, Vargas Villafuerte K, Carpes F. Accuracy Standards of Wearable Technologies for Assessment of Soccer Kicking: Protocol for a Systematic Literature Review. JMIR Research Protocols 2024;13:e57433 View
  81. Li Z, Feng W, Zhou L, Gong S. Accuracy of wrist-worn activity trackers for measuring steps in patients after major abdominal surgery: A validation study. DIGITAL HEALTH 2024;10 View
  82. Huang H, Lee Y, Lai C, Lin M. On-time power mobility and physical activity in toddlers with motor delays: A randomized controlled trial using body-worn sensors. Assistive Technology 2024:1 View
  83. Pan J, Wei S. Accuracy and reliability of accelerometer-based pedometers in step counts during walking, running, and stair climbing in different locations of attachment. Scientific Reports 2024;14(1) View

Books/Policy Documents

  1. Di Lodovico C. Human-Computer Interaction. View