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

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/10972, first published .
The Accuracy of Smart Devices for Measuring Physical Activity in Daily Life: Validation Study

The Accuracy of Smart Devices for Measuring Physical Activity in Daily Life: Validation Study

The Accuracy of Smart Devices for Measuring Physical Activity in Daily Life: Validation Study

Journals

  1. Tamura T. Wearable oxygen uptake and energy expenditure monitors. Physiological Measurement 2019;40(8):08TR01 View
  2. 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
  3. Hsiao P, Chiu C, Lin K, Hu F, Tsai P, Wu C, Pang Y, Lin Y, Kuo M, Chen K, Wu Y, Wu H, Chang Y, Chang Y, Cheng C, Chuu C, Lin F, Chang C, Li Y, Chan J, Chu C. Usability of Wearable Devices With a Novel Cardiac Force Index for Estimating the Dynamic Cardiac Function: Observational Study. JMIR mHealth and uHealth 2020;8(7):e15331 View
  4. Klasnja P, Rosenberg D, Zhou J, Anau J, Gupta A, Arterburn D. A quality-improvement optimization pilot of BariFit, a mobile health intervention to promote physical activity after bariatric surgery. Translational Behavioral Medicine 2021;11(2):530 View
  5. 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
  6. Grimaldi-Puyana M, Fernández-Batanero J, Fennell C, Sañudo B. Associations of Objectively-Assessed Smartphone Use with Physical Activity, Sedentary Behavior, Mood, and Sleep Quality in Young Adults: A Cross-Sectional Study. International Journal of Environmental Research and Public Health 2020;17(10):3499 View
  7. 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
  8. Chopra R, Wagner S, Keane P. Optical coherence tomography in the 2020s—outside the eye clinic. Eye 2021;35(1):236 View
  9. 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
  10. Rosenthal D, Vittinghoff E, Tison G, Pletcher M, Olgin J, Grandis D, Marcus G. Assessment of Accelerometer-Based Physical Activity During the 2017-2018 California Wildfire Seasons. JAMA Network Open 2020;3(9):e2018116 View
  11. Schroé H, Van Dyck D, De Paepe A, Poppe L, Loh W, Verloigne M, Loeys T, De Bourdeaudhuij I, Crombez G. Which behaviour change techniques are effective to promote physical activity and reduce sedentary behaviour in adults: a factorial randomized trial of an e- and m-health intervention. International Journal of Behavioral Nutrition and Physical Activity 2020;17(1) View
  12. BUOITE STELLA A, AJČEVIĆ M, FURLANIS G, CILLOTTO T, MENICHELLI A, ACCARDO A, MANGANOTTI P. Smart technology for physical activity and health assessment during COVID-19 lockdown. The Journal of Sports Medicine and Physical Fitness 2021;61(3) View
  13. Rubin D, Rich Severin , Arena R, Bond S. Leveraging technology to move more and sit less. Progress in Cardiovascular Diseases 2021;64:55 View
  14. Nuss K, Li K. Motivation for physical activity and physcial activity engagement in current and former wearable fitness tracker users: A mixed-methods examination. Computers in Human Behavior 2021;121:106798 View
  15. Peters D, O’Brien E, Kamrud K, Roberts S, Rooney T, Thibodeau K, Balakrishnan S, Gell N, Mohapatra S. Utilization of wearable technology to assess gait and mobility post-stroke: a systematic review. Journal of NeuroEngineering and Rehabilitation 2021;18(1) View
  16. Degroote L, De Paepe A, De Bourdeaudhuij I, Van Dyck D, Crombez G. Effectiveness of the mHealth intervention ‘MyDayPlan’ to increase physical activity: an aggregated single case approach. International Journal of Behavioral Nutrition and Physical Activity 2021;18(1) View
  17. Briggs B, Hall K, Jain C, Macrea M, Morey M, Oursler K. Assessing Moderate to Vigorous Physical Activity in Older Adults: Validity of a Commercial Activity Tracker. Frontiers in Sports and Active Living 2022;3 View
  18. Ha A, Cheng J, Chan C, Jiang G, Yang Y, Ng J. Examining the criterion validity of two scalable, information technology-based systems designed to measure the quantity and quality of movement behaviours of children from Hong Kong primary schools: a cross-sectional validation study. BMJ Open 2022;12(8):e060448 View
  19. Bliudzius A, Puronaite R, Trinkunas J, Jakaitiene A, Kasiulevicius V, Griškevičius J. Research on physical activity variability and changes of metabolic profile in patients with prediabetes using Fitbit activity trackers data. Technology and Health Care 2021;30(1):231 View
  20. Touillaud M, Fournier B, Pérol O, Delrieu L, Maire A, Belladame E, Pérol D, Perrier L, Preau M, Leroy T, Fassier J, Fillol F, Pascal S, Durand T, Fervers B. Connected device and therapeutic patient education to promote physical activity among women with localised breast cancer (DISCO trial): protocol for a multicentre 2×2 factorial randomised controlled trial. BMJ Open 2021;11(9):e045448 View
  21. Sanchez-Trigo H, Molina-Martínez E, Grimaldi-Puyana M, Sañudo B. Effects of lifestyle behaviours and depressed mood on sleep quality in young adults. A machine learning approach. Psychology & Health 2024;39(1):128 View
  22. Carpenter C, Ugwoaba U, Cardel M, Ross K. Using self-monitoring technology for nutritional counseling and weight management. DIGITAL HEALTH 2022;8:205520762211027 View
  23. 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
  24. Schroé H, Crombez G, De Bourdeaudhuij I, Van Dyck D. Investigating When, Which, and Why Users Stop Using a Digital Health Intervention to Promote an Active Lifestyle: Secondary Analysis With A Focus on Health Action Process Approach–Based Psychological Determinants. JMIR mHealth and uHealth 2022;10(1):e30583 View
  25. Bianchini E, Caliò B, Alborghetti M, Rinaldi D, Hansen C, Vuillerme N, Maetzler W, Pontieri F. Step-Counting Accuracy of a Commercial Smartwatch in Mild-to-Moderate PD Patients and Effect of Spatiotemporal Gait Parameters, Laterality of Symptoms, Pharmacological State, and Clinical Variables. Sensors 2022;23(1):214 View
  26. Ngueleu A, Barthod C, Best K, Routhier F, Otis M, Batcho C. Criterion validity of ActiGraph monitoring devices for step counting and distance measurement in adults and older adults: a systematic review. Journal of NeuroEngineering and Rehabilitation 2022;19(1) View
  27. 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
  28. Skinner A, Stone C. Furthering the Validation of Passive Detection of Cigarette Smoking. Nicotine & Tobacco Research 2022 View
  29. Aubry C, Nüesch C, Fiebig O, Stoll T, Köhler M, Barth A, Mündermann A. Accelerometry-based physical activity, disability and quality of life before and after lumbar decompression surgery from a physiotherapeutic perspective: An observational cohort study. North American Spine Society Journal (NASSJ) 2021;8:100087 View
  30. Hudgins B, Kurti S, Edwards E, Hargens T. The impact of the COVID-19 pandemic on physical activity habits at a residential university. Journal of American College Health 2024;72(1):65 View
  31. Lammers A, Romanowski A, Baumgartner H, Diller G, Uebing A. Reference Values for Wristband Accelerometry Data in Children Aged 6–11 Years of Age. Frontiers in Pediatrics 2022;10 View
  32. 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
  33. Gopal S, Velayutham T, Gan W, Cheong J, Soh A. A hybrid piezoelectric and triboelectric nanogenerator with lead-free BZT–BCT/PDMS composite and PVA film for scavenging mechanical energy. RSC Advances 2023;13(12):7921 View
  34. Yamaga Y, Svensson T, Chung U, Svensson A. Association between Metabolic Syndrome Status and Daily Physical Activity Measured by a Wearable Device in Japanese Office Workers. International Journal of Environmental Research and Public Health 2023;20(5):4315 View
  35. Keshet A, Reicher L, Bar N, Segal E. Wearable and digital devices to monitor and treat metabolic diseases. Nature Metabolism 2023;5(4):563 View
  36. Hong H, Hong H, Koo Y. Evaluation of ICT-based Smart Fitness Service Experience Factors and Proposal of Smart Fitness Service Directions and Scenarios for the Elderly. Archives of Design Research 2023;36(2):215 View
  37. Liu J, Man D, Lai F, Cheung T, Cheung A, Cheung D, Choi T, Fong G, Kwan R, Lam S, Ng V, Wong H, Yang L, Shum D. A Health App for Post-Pandemic Years (HAPPY) for people with physiological and psychosocial distress during the post-pandemic era: Protocol for a randomized controlled trial. DIGITAL HEALTH 2023;9 View
  38. Silva J, Soares A, Barbosa Filho V, Mota J, Silva L, Oliveira T, Tassitano R. Physical activity, sedentary behavior and sleep measured by smartwatch: a scoping review protocol. Revista Brasileira de Atividade Física & Saúde 2023;28:1 View
  39. Quadflieg K, Grigoletto I, Haesevoets S, Cops D, Ramos E, Spruit M, Cavalheri V, Burtin C. Effectiveness of Non-pharmacologic Interventions on Device-measured Physical Activity in Adults With Cancer, and Methodology Used for Assessment: A Systematic Review and Meta-analysis. Archives of Physical Medicine and Rehabilitation 2023;104(12):2123 View
  40. Kopp P, Möhler E, Gröpel P. Physical activity and mental health in school-aged children: a prospective two-wave study during the easing of the COVID-19 restrictions. Child and Adolescent Psychiatry and Mental Health 2024;18(1) View
  41. Leister K, Burke S, Kim J, Duenas V, Barreira T. Comparison of daily step count between the Fitbit Inspire 3 and the activPAL 3 in adults with transtibial amputation. Frontiers in Rehabilitation Sciences 2024;5 View
  42. Goyal A, Frishman W. Striding Toward Cardiovascular Health: The Impact of Step Counts on Heart Wellness. Cardiology in Review 2024 View
  43. Feng X, Hadizadeh M, Cheong J. Effects of Family-Professional Partnerships in Adapted Physical Education on the Fundamental Motor Skills, Adaptive Behaviors, and Physical Activity Levels of Children with Autism Spectrum Disorder and on Parent Satisfaction. Journal of Autism and Developmental Disorders 2024 View
  44. Chen D, Du Y, Liu Y, Hong J, Yin X, Zhu Z, Wang J, Zhang J, Chen J, Zhang B, Du L, Yang J, He X, Xu X. Development and validation of a smartwatch algorithm for differentiating physical activity intensity in health monitoring. Scientific Reports 2024;14(1) View
  45. 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
  46. 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
  47. Hong K, Hwang I, Kim H, Yang S, Lee J. Apple Watch 6 vs. Galaxy Watch 4: A Validity Study of Step-Count Estimation in Daily Activities. Sensors 2024;24(14):4658 View
  48. Asoltanei M, Vasilățeanu A. CalAid – A mobile fitness application using machine learning for tracking energy expenditure. Procedia Computer Science 2024;239:1895 View
  49. Inoue M, Sugiura S, Takeda T, Hoshino T, Shimizu K, Inage K, Shiga Y, Okuyama K, Ohtori S, Orita S. Evaluating the Correlation between Eyeglass-Type Wearable Device Measurements and Subjective Physical Activity Assessments. Cureus 2024 View
  50. Miezah D, Wright J, Hayman L. Community-Based Physical Activity Programs for Blood Pressure Management in African Americans: A Scoping Review. Journal of Physical Activity and Health 2024;21(10):1008 View
  51. Parlakyıldız S, Kül Avan S, Sözüer O. Fitness Yapan Bireylerin Giyilebilir Teknolojilerin Kullanımına İlişkin Görüşleri. Sportive 2024;7(2):82 View
  52. Ferrando-Terradez I, San Martín Valenzuela C, Dueñas L, Alcántara E, Sendín-Magdalena A, Ezzatvar Y. Adherence Patterns and Health Outcomes in Spanish Young Women Participating in a Virtual-Guided HIIT Program: Insights from the Randomized Controlled WISE Trial. Healthcare 2024;12(19):1961 View
  53. Mei L, He Z, Hu L. Accuracy of the Huawei GT2 Smartwatch for measuring Physical Activity and Sleep among Adults during Daily Life: A Validation Study (Preprint). JMIR Formative Research 2024 View

Books/Policy Documents

  1. Klamroth-Marganska V, Giovanoli S, Easthope C, Schönhammer J. Neurorehabilitation Technology. View
  2. Hassemer M, Cudjoe E, Dohn J, Kredel C, Lietz Y, Luderschmidt J, Mohr L, Staab S. Intelligent Systems and Applications. View