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

Estimating Physical Activity and Sedentary Behavior in a Free-Living Context: A Pragmatic Comparison of Consumer-Based Activity Trackers and ActiGraph Accelerometry

Estimating Physical Activity and Sedentary Behavior in a Free-Living Context: A Pragmatic Comparison of Consumer-Based Activity Trackers and ActiGraph Accelerometry

Estimating Physical Activity and Sedentary Behavior in a Free-Living Context: A Pragmatic Comparison of Consumer-Based Activity Trackers and ActiGraph Accelerometry

Journals

  1. Brewer W, Swanson B, Ortiz A. Validity of Fitbit’s active minutes as compared with a research-grade accelerometer and self-reported measures. BMJ Open Sport & Exercise Medicine 2017;3(1):e000254 View
  2. Degroote L, De Bourdeaudhuij I, Verloigne M, Poppe L, Crombez G. The Accuracy of Smart Devices for Measuring Physical Activity in Daily Life: Validation Study. JMIR mHealth and uHealth 2018;6(12):e10972 View
  3. Brewer W, Swanson B, Roddey T, Adewale H, Ashmore C, Frerich J, Perrin C, Ortiz A. A pilot study to determine the effect of one physical therapy session on physical activity levels for individuals with chronic low back pain. BMC Research Notes 2017;10(1) View
  4. Wang Y, Gangwani R, Kannan L, Schenone A, Wang E, Bhatt T. Can Smartphone-Derived Step Data Predict Laboratory-Induced Real-Life Like Fall-Risk in Community- Dwelling Older Adults?. Frontiers in Sports and Active Living 2020;2 View
  5. Samson S, Konty K, Lee W, Quisel T, Foschini L, Kerr D, Liska J, Mills H, Hollingsworth R, Greenberg M, Beal A. Quantifying the Impact of Influenza Among Persons With Type 2 Diabetes Mellitus: A New Approach to Determine Medical and Physical Activity Impact. Journal of Diabetes Science and Technology 2021;15(1):44 View
  6. Manea V, Barrocal A, Wac K. Using consumer-friendly wearables to correlate patient and technology-reported physical activity in healthy seniors. Procedia Computer Science 2020;175:245 View
  7. Piau A, Wild K, Mattek N, Kaye J. Current State of Digital Biomarker Technologies for Real-Life, Home-Based Monitoring of Cognitive Function for Mild Cognitive Impairment to Mild Alzheimer Disease and Implications for Clinical Care: Systematic Review. Journal of Medical Internet Research 2019;21(8):e12785 View
  8. Moore C, Tsakirides C, Rutherford Z, Swainson M, Birch K, Ibeggazene S, Ispoglou T. Dietary education provision within a cardiac rehabilitation programme in the UK: a pilot study. British Journal of Cardiac Nursing 2020;15(8):1 View
  9. Berninger N, Ten Hoor G, Plasqui G. Validation of the VitaBit Sit–Stand Tracker: Detecting Sitting, Standing, and Activity Patterns. Sensors 2018;18(3):877 View
  10. Batsis J, Naslund J, Gill L, Masutani R, Agarwal N, Bartels S. Use of a Wearable Activity Device in Rural Older Obese Adults. Gerontology and Geriatric Medicine 2016;2:233372141667807 View
  11. Abt G, Bray J, Benson A. Measuring Moderate-Intensity Exercise with the Apple Watch: Validation Study. JMIR Cardio 2018;2(1):e6 View
  12. Tamura T. Wearable oxygen uptake and energy expenditure monitors. Physiological Measurement 2019;40(8):08TR01 View
  13. 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
  14. Takemoto M, Lewars B, Hurst S, Crist K, Nebeker C, Madanat H, Nichols J, Rosenberg D, Kerr J. Participants’ Perceptions on the Use of Wearable Devices to Reduce Sitting Time: Qualitative Analysis. JMIR mHealth and uHealth 2018;6(3):e73 View
  15. Poojary J, Arora E, Britto A, Polen Z, Arena R, Babu A. Validity of Mobile-Based Technology vs Direct Observation in Measuring Number of Steps and Distance Walked in 6 Minutes. Mayo Clinic Proceedings 2018;93(12):1873 View
  16. Smith J, Guerra G, Burkholder B. The validity and accuracy of wrist-worn activity monitors in lower-limb prosthesis users. Disability and Rehabilitation 2020;42(22):3182 View
  17. Degroote L, Hamerlinck G, Poels K, Maher C, Crombez G, De Bourdeaudhuij I, Vandendriessche A, Curtis R, DeSmet A. Low-Cost Consumer-Based Trackers to Measure Physical Activity and Sleep Duration Among Adults in Free-Living Conditions: Validation Study. JMIR mHealth and uHealth 2020;8(5):e16674 View
  18. Siddall A, Powell S, Needham‐Beck S, Edwards V, Thompson J, Kefyalew S, Singh P, Orford E, Venables M, Jackson S, Greeves J, Blacker S, Myers S. Validity of energy expenditure estimation methods during 10 days of military training. Scandinavian Journal of Medicine & Science in Sports 2019;29(9):1313 View
  19. Wieringa F, Broers N, Kooman J, Van Der Sande F, Van Hoof C. Wearable sensors: can they benefit patients with chronic kidney disease?. Expert Review of Medical Devices 2017;14(7):505 View
  20. Goodspeed R, Yan X, Hardy J, Vydiswaran V, Berrocal V, Clarke P, Romero D, Gomez-Lopez I, Veinot T. Comparing the Data Quality of Global Positioning System Devices and Mobile Phones for Assessing Relationships Between Place, Mobility, and Health: Field Study. JMIR mHealth and uHealth 2018;6(8):e168 View
  21. Sirard J, Masteller B, Freedson P, Mendoza A, Hickey A. Validation of Youth Oriented Activity Trackers: Comprehensive Laboratory- and Field-Based Validation. Journal of Medical Internet Research 2017;19(7):e250 View
  22. Bort-Roig J, Chirveches-Pérez E, Garcia-Cuyàs F, Dowd K, Puig-Ribera A. Monitoring Occupational Sitting, Standing, and Stepping in Office Employees With the W@W-App and the MetaWearC Sensor: Validation Study. JMIR mHealth and uHealth 2020;8(8):e15338 View
  23. Kim Y, Lochbaum M. Comparison of Polar Active Watch and Waist- and Wrist-Worn ActiGraph Accelerometers for Measuring Children’s Physical Activity Levels during Unstructured Afterschool Programs. International Journal of Environmental Research and Public Health 2018;15(10):2268 View
  24. Arunachalam D, Heit M. Impact of postoperative instructions on physical activity following pelvic reconstructive surgery: a randomized controlled trial. International Urogynecology Journal 2020;31(7):1337 View
  25. Graham H, Prue-Owens K, Kirby J, Ramesh M. Systematic Review of Interventions Designed to Maintain or Increase Physical Activity Post-Cardiac Rehabilitation Phase II. Rehabilitation Process and Outcome 2020;9:117957272094183 View
  26. Zanevskyy I, Bodnarchuk O. A Model of Pedometer Determined Physical Activity in Primary School Children. Physical Education Theory and Methodology 2020;20(1):18 View
  27. MIDDELWEERD A, VAN DER PLOEG H, VAN HALTEREN A, TWISK J, BRUG J, TE VELDE S. A Validation Study of the Fitbit One in Daily Life Using Different Time Intervals. Medicine & Science in Sports & Exercise 2017;49(6):1270 View
  28. Ridgers N, Timperio A, Brown H, Ball K, Macfarlane S, Lai S, Richards K, Mackintosh K, McNarry M, Foster M, Salmon J. Wearable Activity Tracker Use Among Australian Adolescents: Usability and Acceptability Study. JMIR mHealth and uHealth 2018;6(4):e86 View
  29. Feehan L, Geldman J, Sayre E, Park C, Ezzat A, Yoo J, Hamilton C, Li L. Accuracy of Fitbit Devices: Systematic Review and Narrative Syntheses of Quantitative Data. JMIR mHealth and uHealth 2018;6(8):e10527 View
  30. Laeremans M, Dons E, Avila-Palencia I, Carrasco-Turigas G, Orjuela J, Anaya E, Brand C, Cole-Hunter T, de Nazelle A, Götschi T, Kahlmeier S, Nieuwenhuijsen M, Standaert A, De Boever P, Int Panis L, Harezlak J. Physical activity and sedentary behaviour in daily life: A comparative analysis of the Global Physical Activity Questionnaire (GPAQ) and the SenseWear armband. PLOS ONE 2017;12(5):e0177765 View
  31. Takemoto M, Manini T, Rosenberg D, Lazar A, Zlatar Z, Das S, Kerr J. Diet and Activity Assessments and Interventions Using Technology in Older Adults. American Journal of Preventive Medicine 2018;55(4):e105 View
  32. Middelweerd A, Mollee J, Klein M, Manzoor A, Brug J, te Velde S. The Use and Effects of an App-Based Physical Activity Intervention “Active2Gether” in Young Adults: Quasi-Experimental Trial. JMIR Formative Research 2020;4(1):e12538 View
  33. Wu H, Gal R, van Sleeuwen N, Brombacher A, IJsselsteijn W, May A, Monninkhof E. Breast Cancer Survivors’ Experiences With an Activity Tracker Integrated Into a Supervised Exercise Program: Qualitative Study. JMIR mHealth and uHealth 2019;7(2):e10820 View
  34. Mendoza A, Lyden K, Sirard J, Staudenmayer J, Tudor-Locke C, Freedson P. Step Count and Sedentary Time Validation of Consumer Activity Trackers and a Pedometer in Free-Living Settings. Journal for the Measurement of Physical Behaviour 2019;2(2):109 View
  35. 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
  36. Edwardson C, Davies M, Khunti K, Yates T, Rowlands A. Steps per Day Measured by Consumer Activity Trackers Worn at the Non-Dominant and Dominant Wrist Relative to a Waist-Worn Pedometer. Journal for the Measurement of Physical Behaviour 2018;1(1):2 View
  37. Sember V, Meh K, Sorić M, Starc G, Rocha P, Jurak G. Validity and Reliability of International Physical Activity Questionnaires for Adults across EU Countries: Systematic Review and Meta Analysis. International Journal of Environmental Research and Public Health 2020;17(19):7161 View
  38. Ward W, Meeker C, Handorf E, Hill M, Einarson M, Alpaugh R, Holden T, Astsaturov I, Denlinger C, Hall M, Reddy S, Sigurdson E, Dotan E, Zibelman M, Meyer J, Farma J, Vijayvergia N. Feasibility of Fitness Tracker Usage to Assess Activity Level and Toxicities in Patients With Colorectal Cancer. JCO Clinical Cancer Informatics 2021;(5):125 View
  39. Gorzelitz J, Farber C, Gangnon R, Cadmus-Bertram L. Accuracy of Wearable Trackers for Measuring Moderate- to Vigorous-Intensity Physical Activity: A Systematic Review and Meta-Analysis. Journal for the Measurement of Physical Behaviour 2020;3(4):346 View
  40. 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
  41. 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
  42. Assawasaksakul N, Sirichana W, Joosri W, Kulaputana O, Eksakulkla S, Ketanun C, Kittiskulnam P, Chantadisai M, Takkavatakarn K, Susantitaphong P, Praditpornsilpa K, Eiam-Ong S, Tiranathanagul K. Effects of intradialytic cycling exercise on daily physical activity, physical fitness, body composition, and clinical parameters in high-volume online hemodiafiltration patients: a pilot randomized-controlled trial. International Urology and Nephrology 2021;53(2):359 View
  43. Zhuo L, Macedo L. Feasibility and Convergent Validity of an Activity Tracker for Low Back Pain Within a Clinical Study: Cross-sectional Study. JMIR Rehabilitation and Assistive Technologies 2021;8(1):e18942 View
  44. Piau A, Steinmeyer Z, Charlon Y, Courbet L, Rialle V, Lepage B, Campo E, Nourhashemi F. A Smart Shoe Insole to Monitor Frail Older Adults’ Walking Speed: Results of Two Evaluation Phases Completed in a Living Lab and Through a 12-Week Pilot Study. JMIR mHealth and uHealth 2021;9(7):e15641 View
  45. Helbrich H, Braun M, Hanusch C, Mueller G, Falk H, Flondor R, Harbeck N, Hermelink K, Wuerstlein R, Keim S, Neufeld F, Steins-Loeber S, Haertl K. Congruence and trajectories of device-measured and self-reported physical activity during therapy for early breast cancer. Breast Cancer Research and Treatment 2021;188(2):351 View
  46. St Fleur R, St George S, Leite R, Kobayashi M, Agosto Y, Jake-Schoffman D. Use of Fitbit Devices in Physical Activity Intervention Studies Across the Life Course: Narrative Review. JMIR mHealth and uHealth 2021;9(5):e23411 View
  47. Pellegrini C, Lee J, DeVivo K, Harpine C, Del Gaizo D, Wilcox S. Reducing sedentary time using an innovative mHealth intervention among patients with total knee replacement: Rationale and study protocol. Contemporary Clinical Trials Communications 2021;22:100810 View
  48. Elavsky S, Klocek A, Knapova L, Smahelova M, Smahel D, Cimler R, Kuhnova J. Feasibility of Real-time Behavior Monitoring Via Mobile Technology in Czech Adults Aged 50 Years and Above: 12-Week Study With Ecological Momentary Assessment. JMIR Aging 2021;4(4):e15220 View
  49. 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
  50. Berry A, Drake R, Butcher I, Yung A. Examining the feasibility, acceptability, validity and reliability of physical activity, sedentary behaviour and sleep measures in people with schizophrenia. Mental Health and Physical Activity 2021;21:100415 View
  51. Carvalho A, Bohn L, Abdalla P, Ramos N, Borges F, Mota J, Machado D. The Associations of Objectively Measured Physical Activity, Fundamental Motor Skills and Time in Sedentary Behavior in Children: A Cross-Sectional Study. Perceptual and Motor Skills 2021;128(6):2507 View
  52. Saygin D, Rockette-Wagner B, Oddis C, Neiman N, Koontz D, Moghadam-Kia S, Aggarwal R. Consumer-based activity trackers in evaluation of physical activity in myositis patients. Rheumatology 2022;61(7):2951 View
  53. Nelson R, Hasanaj K, Connolly G, Millen L, Muench J, Bidolli N, Preston M, Montoye A. Comparison of Wrist- and Hip-Worn Activity Monitors When Meeting Step Guidelines. Preventing Chronic Disease 2022;19 View
  54. 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
  55. Giurgiu M, Timm I, Becker M, Schmidt S, Wunsch K, Nissen R, Davidovski D, Bussmann J, Nigg C, Reichert M, Ebner-Priemer U, Woll A, von Haaren-Mack B. Quality Evaluation of Free-living Validation Studies for the Assessment of 24-Hour Physical Behavior in Adults via Wearables: Systematic Review. JMIR mHealth and uHealth 2022;10(6):e36377 View
  56. Tomaszewski B, Savage M, Hume K. Examining physical activity and quality of life in adults with autism spectrum disorder and intellectual disability. Journal of Intellectual Disabilities 2022;26(4):1075 View
  57. Yang C, Wang S, Wang W, Belcher B, Dunton G. Day-level associations of physical activity and sedentary time in mother–child dyads across three years: a multi-wave longitudinal study using accelerometers. Journal of Behavioral Medicine 2022;45(5):702 View
  58. Mehrabani G, Gross D, Aminian S, Manns P. Comparison of Fitbit One and ActivPAL3TM in Adults With Multiple Sclerosis in a Free-Living Environment. Journal for the Measurement of Physical Behaviour 2021;4(3):257 View
  59. Matlary R, Holme P, Glosli H, Rueegg C, Grydeland M. Comparison of free‐living physical activity measurements between ActiGraph GT3X‐BT and Fitbit Charge 3 in young people with haemophilia. Haemophilia 2022;28(6) View
  60. Ryan D, Ross M, Simmich J, Ng N, Burton N, Gilson N, Pavey T, Brown W, Gomersall S. TRACK & ACT: a pragmatic randomised controlled trial exploring the comparative effectiveness of pedometers and activity trackers for changing physical activity and sedentary behaviour in inactive individuals. Journal of Activity, Sedentary and Sleep Behaviors 2023;2(1) View
  61. Vranceanu A, Choukas N, Rochon E, Duarte B, Pietrzykowski M, McDermott K, Hooker J, Kulich R, Quiroz Y, Parker R, Macklin E, Ritchie C, Mace R. Addressing the Chronic Pain–Early Cognitive Decline Comorbidity Among Older Adults: Protocol for the Active Brains Remote Efficacy Trial. JMIR Research Protocols 2023;12:e47319 View
  62. Attard C, Kerr-Cumbo R, Muscat-Inglott M, Darmanin M, Schembri H. A Study of the Effects of a Structured Daily Physical Activity Intervention in Schools in Malta. Education Sciences 2024;14(2):122 View
  63. DeVivo K, Yang C, Pellegrini C. Examining the Agreement Between the activPAL micro4 and ActiGraph GT9X Accelerometers on Daily Movement Behaviors Among Adults With Total Knee Replacement. Journal for the Measurement of Physical Behaviour 2024;7(1) View

Books/Policy Documents

  1. Weber A, Schmid D, Leitzmann M. Handbook of Epidemiology. View
  2. Oyeleye M, Chen T, Su P, Antoniou G. Advances in Computational Intelligence Systems. View