Published on 09.08.18 in Vol 6, No 8 (2018): August
Works citing "Accuracy of Fitbit Devices: Systematic Review and Narrative Syntheses of Quantitative Data"
According to Crossref, the following articles are citing this article (DOI 10.2196/10527):
(note that this is only a small subset of citations)
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Liew SJ, Gorny AW, Tan CS, 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
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Greenberg J, Mace RA, Popok PJ, Kulich RJ, Patel KV, Burns JW, Somers TJ, Keefe FJ, Schatman ME, Vrancenanu A.
Psychosocial Correlates of Objective, Performance-Based, and Patient-Reported Physical Function Among Patients with Heterogeneous Chronic Pain
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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 AL. 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)
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Patterson JT, Wu H, Chung CC, Bendich I, Barry JJ, Bini SA. Wearable activity sensors and early pain after total joint arthroplasty. Arthroplasty Today 2020;6(1):68
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Rykov Y, Thach T, Dunleavy G, Roberts AC, Christopoulos G, Soh CK, Car J. Activity Tracker–Based Metrics as Digital Markers of Cardiometabolic Health: Cross-Sectional Study. JMIR mHealth and uHealth 2020;8(1):e16409
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Herkert C, Kraal JJ, van Loon EMA, van Hooff M, Kemps HMC. Usefulness of Modern Activity Trackers for Monitoring Exercise Behavior in Chronic Cardiac Patients: Validation Study. JMIR mHealth and uHealth 2019;7(12):e15045
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Doryab A, Villalba DK, Chikersal P, Dutcher JM, Tumminia M, Liu X, Cohen S, Creswell K, Mankoff J, Creswell JD, Dey AK. 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
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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
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Kline KE, Moorman VJ. Evaluation of a Commercial Activity Monitor for Determining Step Counts in Horses. Journal of Equine Veterinary Science 2020;95:103272
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Silveira SL, Motl RW. Activity monitor use among persons with multiple sclerosis: Report on rate, pattern, and association with physical activity levels. Multiple Sclerosis Journal - Experimental, Translational and Clinical 2019;5(4):205521731988798
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Azza Y, Grueschow M, Karlen W, Seifritz E, Kleim B. How stress affects sleep and mental health: nocturnal heart rate increases during prolonged stress and interacts with childhood trauma exposure to predict anxiety. Sleep 2020;43(6)
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O’Driscoll R, Turicchi J, Hopkins M, Gibbons C, Larsen SC, Palmeira AL, Heitmann BL, Horgan GW, Finlayson G, Stubbs RJ. 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
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Vollmer-Conna U, Beilharz JE, Cvejic E, Macnamara CL, Doherty M, Steel Z, Hadzi-Pavlovic D, Harvey SB, Parker G. The well-being of medical students: A biopsychosocial approach. Australian & New Zealand Journal of Psychiatry 2020;54(10):997
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O’Driscoll R, Turicchi J, Duarte C, Michalowska J, Larsen SC, Palmeira AL, Heitmann BL, Horgan GW, Stubbs RJ, Najafi B. A novel scaling methodology to reduce the biases associated with missing data from commercial activity monitors. PLOS ONE 2020;15(6):e0235144
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Michalsen H, Wangberg SC, Hartvigsen G, Jaccheri L, Muzny M, Henriksen A, Olsen MI, Thrane G, Jahnsen RB, 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
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Reed JR, Dinkel D, Bice MR, Estabrooks P, Pozehl B, Heelan K. Perceptions of participants and staff of implementing a physical activity program in rural primary care. Evaluation and Program Planning 2020;79:101772
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Bonten TN, Rauwerdink A, Wyatt JC, Kasteleyn MJ, Witkamp L, Riper H, van Gemert-Pijnen LJ, Cresswell K, Sheikh A, Schijven MP, Chavannes NH. Online Guide for Electronic Health Evaluation Approaches: Systematic Scoping Review and Concept Mapping Study. Journal of Medical Internet Research 2020;22(8):e17774
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. 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
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Fuller D, Colwell E, Low J, Orychock K, Tobin MA, Simango B, Buote R, Van Heerden D, Luan H, Cullen K, Slade L, Taylor NGA. 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
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Turicchi J, O'Driscoll R, Horgan G, Duarte C, Santos I, Encantado J, Palmeira AL, Larsen SC, Olsen JK, Heitmann BL, Stubbs RJ. Body weight variability is not associated with changes in risk factors for cardiometabolic disease. International Journal of Cardiology Hypertension 2020;6:100045
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Semanik P, Lee J, Pellegrini CA, Song J, Dunlop DD, Chang RW. 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
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Lozano-Lozano M, Cantarero-Villanueva I, Martin-Martin L, Galiano-Castillo N, Sanchez M, Fernández-Lao C, Postigo-Martin P, Arroyo-Morales M. A Mobile System to Improve Quality of Life Via Energy Balance in Breast Cancer Survivors (BENECA mHealth): Prospective Test-Retest Quasiexperimental Feasibility Study. JMIR mHealth and uHealth 2019;7(6):e14136
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Baek S, Ha Y, Park H. Accuracy of Wearable Devices for Measuring Heart Rate During Conventional and Nordic Walking. PM&R 2021;13(4):379
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Junaid H, Bulla AJ, Benjamin M, Wind T, Nazaruk D. Using Self-Management and Social Media to Increase Steps in Sedentary College Students. Behavior Analysis in Practice 2021;14(3):734
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Jones DM, Hart HF, Crossley KM, Ackerman IN, Kemp JL. What is the Agreement Between Two Generations of Commercial Accelerometer in a Free-Living Environment for Young to Middle-Aged Adults?. Journal for the Measurement of Physical Behaviour 2019;2(2):49
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. Wearable oxygen uptake and energy expenditure monitors. Physiological Measurement 2019;40(8):08TR01
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Haghayegh S, Khoshnevis S, Smolensky MH, Diller KR, Castriotta RJ. Performance assessment of new-generation Fitbit technology in deriving sleep parameters and stages. Chronobiology International 2020;37(1):47
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Blondeel A, Demeyer H, Janssens W, Troosters T, Cavalheri V. Accuracy of consumer-based activity trackers as measuring tool and coaching device in patients with COPD and healthy controls. PLOS ONE 2020;15(8):e0236676
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Brickwood K, Watson G, O'Brien J, Williams AD. Consumer-Based Wearable Activity Trackers Increase Physical Activity Participation: Systematic Review and Meta-Analysis. JMIR mHealth and uHealth 2019;7(4):e11819
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Mosler AB, Kemp J, King M, Lawrenson PR, Semciw A, Freke M, Jones DM, Casartelli NC, Wörner T, Ishøi L, Ageberg E, Diamond LE, Hunt MA, Di Stasi S, Reiman MP, Drew M, Friedman D, Thorborg K, Leunig M, Bizzini M, Khan KM, Crossley KM, Agricola R, Bloom N, Dijkstra HP, Griffin D, Gojanovic B, Harris-Hayes M, Heerey JJ, Hölmich P, Impellizzeri FM, Kassarjian A, Warholm KM, Mayes S, Moksnes H, Risberg MA, Scholes MJ, Serner A, van Klij P, Lewis CL. Standardised measurement of physical capacity in young and middle-aged active adults with hip-related pain: recommendations from the first International Hip-related Pain Research Network (IHiPRN) meeting, Zurich, 2018. British Journal of Sports Medicine 2020;54(12):702
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Brazendale K, Beets MW, Weaver RG, Perry MW, Tyler EB, Hunt ET, Decker L, Chaput J. Comparing measures of free-living sleep in school-aged children. Sleep Medicine 2019;60:197
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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
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Bauer M, Glenn T, Geddes J, Gitlin M, Grof P, Kessing LV, Monteith S, Faurholt-Jepsen M, Severus E, Whybrow PC. Smartphones in mental health: a critical review of background issues, current status and future concerns. International Journal of Bipolar Disorders 2020;8(1)
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Nemec EC, Thomas MC, Gile KJ, Tong J, Mattison MJ. Examining the Relationship Between Biometric Indicators and Pharmacy Students' Academic Performance. American Journal of Pharmaceutical Education 2020;84(5):7683
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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)
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Jonker LT, Hendriks S, Lahr MM, van Munster BC, de Bock GH, van Leeuwen BL. Postoperative recovery of accelerometer-based physical activity in older cancer patients. European Journal of Surgical Oncology 2020;46(11):2083
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Khundaqji H, Hing W, Furness J, Climstein M. Smart Shirts for Monitoring Physiological Parameters: Scoping Review. JMIR mHealth and uHealth 2020;8(5):e18092
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Foster KR, Torous J. The Opportunity and Obstacles for Smartwatches and Wearable Sensors. IEEE Pulse 2019;10(1):22
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Tang MSS, Moore K, McGavigan A, Clark RA, Ganesan AN. 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
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Mikkelsen MK, Berg-Beckhoff G, Frederiksen P, Horgan G, O’Driscoll R, Palmeira AL, Scott SE, Stubbs J, Heitmann BL, Larsen SC, 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
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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
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Faust L, Wang C, Hachen D, Lizardo O, Chawla NV. 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
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Qureshi SM, Purdy N, Neumann WP. 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
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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
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Elmagboul N, Coburn BW, Foster J, Mudano A, Melnick J, Bergman D, Yang S, Chen L, Filby C, Mikuls TR, Curtis JR, Saag K. Physical activity measured using wearable activity tracking devices associated with gout flares. Arthritis Research & Therapy 2020;22(1)
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Faust L, Feldman K, Mattingly SM, 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)
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Singhal A, Cowie MR. The Role of Wearables in Heart Failure. Current Heart Failure Reports 2020;17(4):125
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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 AD. Evaluation of an Activity Tracker to Detect Seizures Using Machine Learning. Journal of Child Neurology 2020;35(13):873
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Tedesco S, Sica M, Ancillao A, Timmons S, Barton J, O’Flynn B, Najafi B. Accuracy of consumer-level and research-grade activity trackers in ambulatory settings in older adults. PLOS ONE 2019;14(5):e0216891
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Darvall JN, Wang A, Nazeem MN, Harrison CL, 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
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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
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Kwon SB, Ahn JW, Lee SM, Lee J, Lee D, Hong J, Kim HC, 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
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Arumugam S, Colburn DAM, Sia SK. Biosensors for Personal Mobile Health: A System Architecture Perspective. Advanced Materials Technologies 2020;5(3)
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Rüdiger S, Stuckenschneider T, Abeln V, Askew CD, 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)
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Kim BR, Kwon H, Chun MY, Park KD, Lim SM, Jeong JH, Kim GH. White Matter Integrity Is Associated With the Amount of Physical Activity in Older Adults With Super-aging. Frontiers in Aging Neuroscience 2020;12
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Feng S, Yi JS, Deitz G, Ding L, Van Gelder RN, Menda S. Relationships Between Sleep, Activity, and Burnout in Ophthalmology Residents. Journal of Surgical Education 2021;78(3):1035
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Collins JE, Yang HY, Trentadue TP, 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
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. 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
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Buckingham SA, Morrissey K, Williams AJ, Price L, Harrison J. The Physical Activity Wearables in the Police Force (PAW-Force) study: acceptability and impact. BMC Public Health 2020;20(1)
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Sjöberg V, Westergren J, Monnier A, Lo Martire R, Hagströmer M, Äng BO, 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
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Weisberg A, Campelo AM, 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
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Rahimy E, Usoz M, von Eyben R, Fujimoto D, Watanabe D, Karam A, Jairam-Thodla A, Mills M, Dorigo O, Diver EJ, Teng N, English D, Kidd E. Phase II trial evaluating efficacy of a Fitbit program for improving the health of endometrial cancer survivors. Gynecologic Oncology 2021;161(1):275
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Twomey R, Culos-Reed SN, Daun JT, Ferber R, Dort JC. 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
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Viceconti M, Hernandez Penna S, Dartee W, Mazzà C, Caulfield B, Becker C, Maetzler W, Garcia-Aymerich J, Davico G, Rochester L. Toward a Regulatory Qualification of Real-World Mobility Performance Biomarkers in Parkinson’s Patients Using Digital Mobility Outcomes. Sensors 2020;20(20):5920
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Biondi A, Laiou P, Bruno E, Viana PF, Schreuder M, Hart W, Nurse E, Pal DK, Richardson MP. Remote and Long-Term Self-Monitoring of Electroencephalographic and Noninvasive Measurable Variables at Home in Patients With Epilepsy (EEG@HOME): Protocol for an Observational Study. JMIR Research Protocols 2021;10(3):e25309
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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)
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McVeigh JA, Ellis J, Ross C, Tang K, Wan P, Halse RE, Dhaliwal SS, Kerr DA, Straker L. Convergent Validity of the Fitbit Charge 2 to Measure Sedentary Behavior and Physical Activity in Overweight and Obese Adults. Journal for the Measurement of Physical Behaviour 2021;4(1):39
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Claudel SE, Tamura K, Troendle J, Andrews MR, Ceasar JN, Mitchell VM, Vijayakumar N, Powell-Wiley TM. Comparing Methods to Identify Wear-Time Intervals for Physical Activity With the Fitbit Charge 2. Journal of Aging and Physical Activity 2021;29(3):529
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Fowler SB, Walker S, Jones TW, Gell L. Sleep in Aneurysmal Subarachnoid Hemorrhage Patients During Critical and Acute Care. Dimensions of Critical Care Nursing 2021;40(2):118
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Fore R, Hart JE, Choirat C, Thompson JW, Lynch K, Laden F, Chavarro JE, James P. Embedding Mobile Health Technology into the Nurses' Health Study 3 to Study Behavioral Risk Factors for Cancer. Cancer Epidemiology, Biomarkers & Prevention 2020;29(4):736
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Hartung V, Sarshar M, Karle V, Shammas L, Rashid A, Roullier P, Eilers C, Mäurer M, Flachenecker P, Pfeifer K, Tallner A. Validity of Consumer Activity Monitors and an Algorithm Using Smartphone Data for Measuring Steps during Different Activity Types. International Journal of Environmental Research and Public Health 2020;17(24):9314
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Ma JK, Chan A, Sandhu A, Li LC. Wearable Physical Activity Measurement Devices Used in Arthritis. Arthritis Care & Research 2020;72(S10):703
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Venetsanou F, Emmanouilidou K, Soutos K, Sotiriou SA, Bastida L, Moya A, Kambas A. Towards a Functional Approach to the Assessment of Daily Life Physical Activity in Children: Are the PAQ-C and Fitbit Flex-2 Technically Adequate?. International Journal of Environmental Research and Public Health 2020;17(22):8503
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Lang CE, Barth J, Holleran CL, Konrad JD, Bland MD. Implementation of Wearable Sensing Technology for Movement: Pushing Forward into the Routine Physical Rehabilitation Care Field. Sensors 2020;20(20):5744
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Ong JL, Lau T, Massar SAA, Chong ZT, Ng BKL, Koek D, Zhao W, Yeo BTT, Cheong K, Chee MWL. COVID-19-related mobility reduction: heterogenous effects on sleep and physical activity rhythms. Sleep 2021;44(2)
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Schumacher LM, Thomas C, Ainsworth MC, Arigo D. Social predictors of daily relations between college women’s physical activity intentions and behavior. Journal of Behavioral Medicine 2021;44(2):270
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Lam T, Cheema B, Hayden A, Lord SR, Gurney H, Gounden S, Reddy N, Shahidipour H, Read S, Stone G, McLean M, Birzniece V. Androgen deprivation in prostate cancer: benefits of home-based resistance training. Sports Medicine - Open 2020;6(1)
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Mair J, Campbell A, Hayes L, Sculthorpe N. The Power of Wearables: Is it Time to Use Commercially Available Activity Tracker Data Retrospectively to Understand Population Physical Activity Patterns?. SSRN Electronic Journal 2021;
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Spencer J, Staffileno B. Exercise Intervention: A Pilot Study to Assess the Feasibility and Impact on Cancer-Related Fatigue and Quality of Life Among Patients With High-Grade Glioma. Clinical Journal of Oncology Nursing 2021;25(2):194
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McClung HL, Raynor HA, Volpe SL, Dwyer JT, Papoutsakis C. A Primer for the Evaluation and Integration of Dietary Intake and Physical Activity Digital Measurement Tools into Nutrition and Dietetics Practice. Journal of the Academy of Nutrition and Dietetics 2022;122(1):207
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St Fleur RG, St George SM, Leite R, Kobayashi M, Agosto Y, Jake-Schoffman DE. Use of Fitbit Devices in Physical Activity Intervention Studies Across the Life Course: Narrative Review. JMIR mHealth and uHealth 2021;9(5):e23411
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Allen RW, Burney CP, Davis A, Henkin J, Kelly J, Judd BG, Ivatury SJ. Deep Sleep and Beeps: Sleep Quality Improvement Project in General Surgery Patients. Journal of the American College of Surgeons 2021;232(6):882
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Pino-Ortega J, Gómez-Carmona CD, Rico-González M. Accuracy of Xiaomi Mi Band 2.0, 3.0 and 4.0 to measure step count and distance for physical activity and healthcare in adults over 65 years. Gait & Posture 2021;87:6
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Fiedler J, Eckert T, Burchartz A, Woll A, Wunsch K. Comparison of Self-Reported and Device-Based Measured Physical Activity Using Measures of Stability, Reliability, and Validity in Adults and Children. Sensors 2021;21(8):2672
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Browne J, Battaglini C, Jarskog LF, Sheeran P, Abrantes AM, McDermott J, Elliott T, Gonzalez O, Penn DL. Targeting physical health in schizophrenia: Results from the Physical Activity Can Enhance Life (PACE-Life) 24-week open trial. Mental Health and Physical Activity 2021;20:100393
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Hogan JM, Grant G, Kelly FS, O’Hare JR. A time in motion study of impact of robotics on medication supply in an Australian hospital pharmacy. Journal of Pharmacy Practice and Research 2021;51(2):129
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Reynolds RC, Smith VM, Macniven R, Judd J. Comparison of free‐living physical activity data obtained from a Fitbit Zip, the Apple iPhone Health app and a modified Bouchard Activity Record. Health Promotion Journal of Australia 2022;33(1):51
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Walsh JC, Richmond J, Mc Sharry J, Groarke A, Glynn L, Kelly MG, Harney O, Groarke JM. Examining the Impact of an mHealth Behavior Change Intervention With a Brief In-Person Component for Cancer Survivors With Overweight or Obesity: Randomized Controlled Trial. JMIR mHealth and uHealth 2021;9(7):e24915
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Rhodes RE, Blanchard CM, Quinlan A, Symons Downs D, Warburton DE, Beauchamp MR. Couple-Based Physical Activity Planning for New Parents: A Randomized Trial. American Journal of Preventive Medicine 2021;61(4):518
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Hagemann N, Kirtley OJ, Lafit G, Wampers M, Achterhof R, Hermans KS, Hiekkaranta AP, Lecei A, Vancampfort D, Myin-Germeys I. Objectively measured physical activity and symptoms of psychopathology in general population adolescents from the SIGMA cohort. Mental Health and Physical Activity 2021;21:100416
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Jourdan T, Debs N, Frindel C. The Contribution of Machine Learning in the Validation of Commercial Wearable Sensors for Gait Monitoring in Patients: A Systematic Review. Sensors 2021;21(14):4808
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Rykov Y, Thach T, Bojic I, Christopoulos G, Car J. Digital Biomarkers for Depression Screening With Wearable Devices: Cross-sectional Study With Machine Learning Modeling. JMIR mHealth and uHealth 2021;9(10):e24872
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Farmer C, van den Berg ME, Vuu S, Barr CJ. A study of the accuracy of the Fitbit Zip in measuring steps both indoors and outdoors in a mixed rehabilitation population. Clinical Rehabilitation 2022;36(1):125
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. Criterion Validity of iOS and Android Applications to Measure Steps and Distance in Adults. Technologies 2021;9(3):55
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Parsons BG, Nagelhout ES, Wankier AP, Hu N, Lensink R, Zhu A, Nottingham K, Grossman D, Jensen JD, Wu YP. Reactivity to UV Radiation Exposure Monitoring Using Personal Exposure Devices for Skin Cancer Prevention: Longitudinal Observational Study. JMIR mHealth and uHealth 2021;9(9):e29694
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O'Driscoll R, Turicchi J, Hopkins M, Duarte C, Horgan GW, Finlayson G, Stubbs RJ. Comparison of the Validity and Generalizability of Machine Learning Algorithms for the Prediction of Energy Expenditure: Validation Study. JMIR mHealth and uHealth 2021;9(8):e23938
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Anchouche K, Elharram M, Oulousian E, Razaghizad A, Avram R, Marquis-Gravel G, Randhawa VK, Nkulikiyinka R, Ni W, Fiuzat M, O'Connor C, Psotka MA, Fox J, Tyl B, Kao D, Sharma A. Use of Actigraphy (Wearable Digital Sensors to Monitor Activity) in Heart Failure Randomized Clinical Trials: A Scoping Review. Canadian Journal of Cardiology 2021;37(9):1438
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Curran M, Tierney A, Collins L, Kennedy L, McDonnell C, Sheikhi A, Walsh C, Casserly B, Cahalan R. Accuracy of the ActivPAL and Fitbit Charge 2 in measuring step count in Cystic Fibrosis. Physiotherapy Theory and Practice 2022;38(13):2962
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Minen MT, Stieglitz EJ. Wearables for Neurologic Conditions. Neurology Clinical Practice 2021;11(4)
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Abrantes AM, Van Noppen D, Bailey G, Uebelacker LA, Buman M, Stein MD. A feasibility study of a peer-facilitated physical activity intervention in methadone maintenance. Mental Health and Physical Activity 2021;21:100419
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Sokas D, Paliakaitė B, Rapalis A, Marozas V, Bailón R, Petrėnas A. Detection of Walk Tests in Free-Living Activities Using a Wrist-Worn Device. Frontiers in Physiology 2021;12
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