Published on in Vol 6, No 8 (2018): August

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/10527, first published .
Accuracy of Fitbit Devices: Systematic Review and Narrative Syntheses of Quantitative Data

Accuracy of Fitbit Devices: Systematic Review and Narrative Syntheses of Quantitative Data

Accuracy of Fitbit Devices: Systematic Review and Narrative Syntheses of Quantitative Data

Journals

  1. Liew S, Gorny A, Tan C, Müller-Riemenschneider F. A Mobile Health Team Challenge to Promote Stepping and Stair Climbing Activities: Exploratory Feasibility Study. JMIR mHealth and uHealth 2020;8(2):e12665 View
  2. Greenberg J, Mace R, Popok P, Kulich R, Patel K, Burns J, Somers T, Keefe F, Schatman M, Vrancenanu A. <p>Psychosocial Correlates of Objective, Performance-Based, and Patient-Reported Physical Function Among Patients with Heterogeneous Chronic Pain</p>. Journal of Pain Research 2020;Volume 13:2255 View
  3. Schwab M, Brindl N, Studier-Fischer A, Tu T, Gsenger J, Pilgrim M, Friedrich M, Frey P, Achilles C, Leuck A, Bürgel T, Feisst M, Klose C, Tenckhoff S, Dörr-Harim C, Mihaljevic A. Postoperative complications and mobilisation following major abdominal surgery with vs. without fitness tracker-based feedback (EXPELLIARMUS): study protocol for a student-led multicentre randomised controlled trial (CHIR-Net SIGMA study group). Trials 2020;21(1) View
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  5. Rykov Y, Thach T, Dunleavy G, Roberts A, Christopoulos G, Soh C, Car J. Activity Tracker–Based Metrics as Digital Markers of Cardiometabolic Health: Cross-Sectional Study. JMIR mHealth and uHealth 2020;8(1):e16409 View
  6. Herkert C, Kraal J, van Loon E, van Hooff M, Kemps H. Usefulness of Modern Activity Trackers for Monitoring Exercise Behavior in Chronic Cardiac Patients: Validation Study. JMIR mHealth and uHealth 2019;7(12):e15045 View
  7. Doryab A, Villalba D, Chikersal P, Dutcher J, Tumminia M, Liu X, Cohen S, Creswell K, Mankoff J, Creswell J, Dey A. Identifying Behavioral Phenotypes of Loneliness and Social Isolation with Passive Sensing: Statistical Analysis, Data Mining and Machine Learning of Smartphone and Fitbit Data. JMIR mHealth and uHealth 2019;7(7):e13209 View
  8. 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
  9. Kline K, Moorman V. Evaluation of a Commercial Activity Monitor for Determining Step Counts in Horses. Journal of Equine Veterinary Science 2020;95:103272 View
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  12. 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
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  15. Michalsen H, Wangberg S, Hartvigsen G, Jaccheri L, Muzny M, Henriksen A, Olsen M, Thrane G, Jahnsen R, Pettersen G, Arntzen C, Anke A. Physical Activity With Tailored mHealth Support for Individuals With Intellectual Disabilities: Protocol for a Randomized Controlled Trial. JMIR Research Protocols 2020;9(6):e19213 View
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  18. Whittle R. Distance travelled by military recruits during basic training is a significant risk factor for lower limb overuse injury. BMJ Military Health 2022;168(5):343 View
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  20. Turicchi J, O'Driscoll R, Horgan G, Duarte C, Santos I, Encantado J, Palmeira A, Larsen S, Olsen J, Heitmann B, Stubbs R. Body weight variability is not associated with changes in risk factors for cardiometabolic disease. International Journal of Cardiology Hypertension 2020;6:100045 View
  21. Semanik P, Lee J, Pellegrini C, Song J, Dunlop D, Chang R. Comparison of Physical Activity Measures Derived From the Fitbit Flex and the ActiGraph GT3X+ in an Employee Population With Chronic Knee Symptoms. ACR Open Rheumatology 2020;2(1):48 View
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  29. Brickwood K, Watson G, O'Brien J, Williams A. Consumer-Based Wearable Activity Trackers Increase Physical Activity Participation: Systematic Review and Meta-Analysis. JMIR mHealth and uHealth 2019;7(4):e11819 View
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  32. 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
  33. Bauer M, Glenn T, Geddes J, Gitlin M, Grof P, Kessing L, Monteith S, Faurholt-Jepsen M, Severus E, Whybrow P. Smartphones in mental health: a critical review of background issues, current status and future concerns. International Journal of Bipolar Disorders 2020;8(1) View
  34. Nemec E, Thomas M, Gile K, Tong J, Mattison M. Examining the Relationship Between Biometric Indicators and Pharmacy Students' Academic Performance. American Journal of Pharmaceutical Education 2020;84(5):7683 View
  35. Henriksen A, Sand A, Deraas T, Grimsgaard S, Hartvigsen G, Hopstock L. Succeeding with prolonged usage of consumer-based activity trackers in clinical studies: a mixed methods approach. BMC Public Health 2020;20(1) View
  36. Jonker L, Hendriks S, Lahr M, van Munster B, de Bock G, van Leeuwen B. Postoperative recovery of accelerometer-based physical activity in older cancer patients. European Journal of Surgical Oncology 2020;46(11):2083 View
  37. Khundaqji H, Hing W, Furness J, Climstein M. Smart Shirts for Monitoring Physiological Parameters: Scoping Review. JMIR mHealth and uHealth 2020;8(5):e18092 View
  38. Foster K, Torous J. The Opportunity and Obstacles for Smartwatches and Wearable Sensors. IEEE Pulse 2019;10(1):22 View
  39. Tang M, Moore K, McGavigan A, Clark R, Ganesan A. Effectiveness of Wearable Trackers on Physical Activity in Healthy Adults: Systematic Review and Meta-Analysis of Randomized Controlled Trials. JMIR mHealth and uHealth 2020;8(7):e15576 View
  40. Mikkelsen M, Berg-Beckhoff G, Frederiksen P, Horgan G, O’Driscoll R, Palmeira A, Scott S, Stubbs J, Heitmann B, Larsen S, Bergman P. Estimating physical activity and sedentary behaviour in a free-living environment: A comparative study between Fitbit Charge 2 and Actigraph GT3X. PLOS ONE 2020;15(6):e0234426 View
  41. Tedesco S, Sica M, Ancillao A, Timmons S, Barton J, O'Flynn B. Validity Evaluation of the Fitbit Charge2 and the Garmin vivosmart HR+ in Free-Living Environments in an Older Adult Cohort. JMIR mHealth and uHealth 2019;7(6):e13084 View
  42. Faust L, Wang C, Hachen D, Lizardo O, Chawla N. Physical Activity Trend eXtraction: A Framework for Extracting Moderate-Vigorous Physical Activity Trends From Wearable Fitness Tracker Data. JMIR mHealth and uHealth 2019;7(3):e11075 View
  43. Qureshi S, Purdy N, Neumann W. Development of a Methodology for Healthcare System Simulations to Quantify Nurse Workload and Quality of Care. IISE Transactions on Occupational Ergonomics and Human Factors 2020;8(1):27 View
  44. Lee S, Ha Y, Jung M, Yang S, Kang W. The Effects of a Mobile Wellness Intervention with Fitbit Use and Goal Setting for Workers. Telemedicine and e-Health 2019;25(11):1115 View
  45. Elmagboul N, Coburn B, Foster J, Mudano A, Melnick J, Bergman D, Yang S, Chen L, Filby C, Mikuls T, Curtis J, Saag K. Physical activity measured using wearable activity tracking devices associated with gout flares. Arthritis Research & Therapy 2020;22(1) View
  46. Faust L, Feldman K, Mattingly S, Hachen D, V. Chawla N. Deviations from normal bedtimes are associated with short-term increases in resting heart rate. npj Digital Medicine 2020;3(1) View
  47. Singhal A, Cowie M. The Role of Wearables in Heart Failure. Current Heart Failure Reports 2020;17(4):125 View
  48. Mittlesteadt J, Bambach S, Dawes A, Wentzel E, Debs A, Sezgin E, Digby D, Huang Y, Ganger A, Bhatnagar S, Ehrenberg L, Nunley S, Glynn P, Lin S, Rust S, Patel A. Evaluation of an Activity Tracker to Detect Seizures Using Machine Learning. Journal of Child Neurology 2020;35(13):873 View
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  50. Darvall J, Wang A, Nazeem M, Harrison C, Clarke L, Mendoza C, Parker A, Harrap B, Teale G, Story D, Hessian E. A Pedometer-Guided Physical Activity Intervention for Obese Pregnant Women (the Fit MUM Study): Randomized Feasibility Study. JMIR mHealth and uHealth 2020;8(5):e15112 View
  51. Henriksen A, Grimsgaard S, Horsch A, Hartvigsen G, Hopstock L. Validity of the Polar M430 Activity Monitor in Free-Living Conditions: Validation Study. JMIR Formative Research 2019;3(3):e14438 View
  52. Kwon S, Ahn J, Lee S, Lee J, Lee D, Hong J, Kim H, Yoon H. Estimating Maximal Oxygen Uptake From Daily Activity Data Measured by a Watch-Type Fitness Tracker: Cross-Sectional Study. JMIR mHealth and uHealth 2019;7(6):e13327 View
  53. Arumugam S, Colburn D, Sia S. Biosensors for Personal Mobile Health: A System Architecture Perspective. Advanced Materials Technologies 2020;5(3) View
  54. Rüdiger S, Stuckenschneider T, Abeln V, Askew C, Wollseiffen P, Schneider S. Validation of a widely used heart rate monitor to track steps in older adults. The Journal of Sports Medicine and Physical Fitness 2019;59(10) View
  55. Kim B, Kwon H, Chun M, Park K, Lim S, Jeong J, Kim G. White Matter Integrity Is Associated With the Amount of Physical Activity in Older Adults With Super-aging. Frontiers in Aging Neuroscience 2020;12 View
  56. Feng S, Yi J, Deitz G, Ding L, Van Gelder R, Menda S. Relationships Between Sleep, Activity, and Burnout in Ophthalmology Residents. Journal of Surgical Education 2021;78(3):1035 View
  57. Collins J, Yang H, Trentadue T, Gong Y, Losina E, Parmenter B. Validation of the Fitbit Charge 2 compared to the ActiGraph GT3X+ in older adults with knee osteoarthritis in free-living conditions. PLOS ONE 2019;14(1):e0211231 View
  58. Thota D. Evaluating the Relationship Between Fitbit Sleep Data and Self-Reported Mood, Sleep, and Environmental Contextual Factors in Healthy Adults: Pilot Observational Cohort Study. JMIR Formative Research 2020;4(9):e18086 View
  59. Buckingham S, Morrissey K, Williams A, Price L, Harrison J. The Physical Activity Wearables in the Police Force (PAW-Force) study: acceptability and impact. BMC Public Health 2020;20(1) View
  60. 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
  61. Weisberg A, Campelo A, Bhaidani T, Katz L. Physical Activity Tracking Wristbands for Use in Research With Older Adults: An Overview and Recommendations. Journal for the Measurement of Physical Behaviour 2020;3(4):265 View
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  63. Twomey R, Culos-Reed S, Daun J, Ferber R, Dort J. Wearable activity trackers and mobilization after major head and neck cancer surgery: You can't improve what you don't measure. International Journal of Surgery 2020;84:120 View
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  67. Shapiro A, Bradshaw B, Landes S, Kammann P, Bois De Fer B, Lee W, Lange R. A novel digital approach to describe real world outcomes among patients with constipation. npj Digital Medicine 2021;4(1) View
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  223. Haywood H, Sauer A, Allen L, Albert N, Devore A. The Promise and Risks of mHealth in Heart Failure Care. Journal of Cardiac Failure 2023;29(9):1298 View
  224. 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
  225. Jang H, Lee S, Son Y, Seo S, Baek Y, Mun S, Kim H, Kim I, Kim J. Exploring Variations in Sleep Perception: Comparative Study of Chatbot Sleep Logs and Fitbit Sleep Data. JMIR mHealth and uHealth 2023;11:e49144 View
  226. Sagun S, DeCicco D, Badami V, Mittal A, Thompson J, Pham C, Stansbury R, Wen S, Sharma S. iSleepFirst: burnout, fatigue, and wearable-tracked sleep deprivation among residents staffing the medical intensive care unit. Sleep and Breathing 2023;27(6):2491 View
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  232. Brame J, Kohl J, Centner C, Wurst R, Fuchs R, Tinsel I, Maiwald P, Fichtner U, Sehlbrede M, Farin-Glattacker E, Gollhofer A, König D. Effects of a Web-Based Lifestyle Intervention on Physical Fitness and Health in Physically Inactive Adults: A Randomized Controlled Trial. Healthcare 2023;11(21):2847 View
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  234. Hanbury A, Mafirakureva N, Chicken N, Bailey L. Evaluating change in a pressured healthcare system: a cross-sectional study of implementation outcomes using routine data indicators and proxies. Implementation Science Communications 2023;4(1) View
  235. Pattanaik S, Fastring D, Bateman R. A Longitudinal Pilot Study of Stress and Sleep in First-Year Osteopathic Medical Students. Journal of Medical Education and Curricular Development 2023;10:238212052311795 View
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  237. Waalen J. Mobile Health and Preventive Medicine. Medical Clinics of North America 2023;107(6):1097 View
  238. Cutrona V, Bonomi N, Montini E, Ruppert T, Delinavelli G, Pedrazzoli P. Extending factory digital Twins through human characterisation in Asset Administration Shell. International Journal of Computer Integrated Manufacturing 2023:1 View
  239. Creswell J, Tumminia M, Price S, Sefidgar Y, Cohen S, Ren Y, Brown J, Dey A, Dutcher J, Villalba D, Mankoff J, Xu X, Creswell K, Doryab A, Mattingly S, Striegel A, Hachen D, Martinez G, Lovett M. Nightly sleep duration predicts grade point average in the first year of college. Proceedings of the National Academy of Sciences 2023;120(8) View
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  243. Seton K, Espejo-Oltra J, Giménez-Orenga K, Haagmans R, Ramadan D, Mehlsen J. Advancing Research and Treatment: An Overview of Clinical Trials in Myalgic Encephalomyelitis/Chronic Fatigue Syndrome (ME/CFS) and Future Perspectives. Journal of Clinical Medicine 2024;13(2):325 View
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  249. Janssen A, Donnelly C, Shaw T. A Taxonomy for Health Information Systems. Journal of Medical Internet Research 2024;26:e47682 View
  250. Katigbak C, Cheng S, Matz C, Jimison H. Let’s Walk: A Quasi-Experimental Multi-Component Intervention to Improve Physical Activity and Social Engagement for Older Chinese American Adults. Journal of Immigrant and Minority Health 2024 View
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  253. Bishop L, Demers M, Rowe J, Zondervan D, Winstein C. A Novel, Wearable Inertial Measurement Unit for Stroke Survivors: Validity, Acceptability, and Usability. Archives of Physical Medicine and Rehabilitation 2024;105(6):1142 View
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Books/Policy Documents

  1. . The Handbook of Wellness Medicine. View
  2. Gonzalez A, Bufe J, Tran H. Encyclopedia of Sleep and Circadian Rhythms. View
  3. Gómez-Martínez M, Orte S, Ros-Freixedes L, Seif K, Vargiu E. Wearables in Healthcare. View
  4. Abuwarda Z, Hegazy T, Oetomo A, Morita P. Proceedings of the Canadian Society of Civil Engineering Annual Conference 2021. View
  5. Fillon A, Duclos M, Thivel D. Les Obésités. View
  6. Charlton P, Marozas V. Photoplethysmography. View
  7. Kodama K. Mobile Health (mHealth). View
  8. Weech M, Fallaize R, Kelly E, Hwang F, Franco R, Lovegrove J. Smartphone Apps for Health and Wellness. View
  9. Slowiak J, Dai J, Davis S, Perez R. Applied Behavior Analysis Advanced Guidebook. View
  10. Yuasa T, Harada F, Shimakawa H. Proceedings of Eighth International Congress on Information and Communication Technology. View
  11. Boles K, Gallimore M, Howland C, Emezue C, Reeder B. Augmented Cognition. View
  12. Di Lodovico C. Human-Computer Interaction. View
  13. Jokar F, Azzopardi G, Palotti J. Computer Analysis of Images and Patterns. View
  14. Verbraecken J. The Role of Epiglottis in Obstructive Sleep Apnea. View