Effectiveness of wearable trackers on physical activity in healthy adults: systematic review and meta-analysis of randomized controlled trials
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Abstract
BACKGROUND: Wearable trackers are an increasingly popular tool among healthy adults and are used to facilitate self-monitoring of physical activity. OBJECTIVE: We aimed to systematically review the effectiveness of wearable trackers for improving physical activity and weight reduction among healthy adults. METHODS: This review used the PRISMA (Preferred Reporting Items for Systematic Reviews and Meta-Analyses) methodology and reporting criteria. English-language randomized controlled trials with more than 20 participants from MEDLINE, CINAHL, Cochrane Library, Web of Science, PubMed, and Scopus (2000-2017) were identified. Studies were eligible for inclusion if they reported an intervention group using wearable trackers, reporting steps per day, total moderate-to-vigorous physical activity, activity, physical activity, energy expenditure, and weight reduction. RESULTS: Twelve eligible studies with a total of 1693 participants met the inclusion criteria. The weighted average age was 40.7 years (95% CI 31.1-50.3), with 64.4% women. The mean intervention duration was 21.4 weeks (95% CI 6.1-36.7). The usage of wearable trackers was associated with increased physical activity (standardized mean difference 0.449, 95% CI 0.10-0.80; P=.01). In the subgroup analyses, however, wearable trackers demonstrated no clear benefit for physical activity or weight reduction. CONCLUSIONS: These data suggest that the use of wearable trackers in healthy adults may be associated with modest short-term increases in physical activity. Further data are required to determine if a sustained benefit is associated with wearable tracker usage.
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For step count, three meta-analyses of consumer activity trackers reported effect sizes ranging from 0.23 (95% CI 0.15 to 0.32) to 0.33 (0.16 to 0.50), all statistically significant.
“For step count, three meta-analyses of consumer activity trackers reported effect sizes 8,55,66 ranging from 0•23 (95% CI 0•15 to 0•32) to 0•33 (0•16 to 0•50; ie, small effects), all statistically significant (appendix p 35).”
From Effectiveness of wearable activity trackers to increase physical activity and improve health: a systematic review of systematic reviews and meta-analyses. (2022) · cites this paper as [66]
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Preferred Reporting Items for Systematic Reviews and Meta-Analyses: the PRISMA statement
Moher, D., Liberati, A., Tetzlaff, J., Altman, D. G., & for the PRISMA Group (2009) · BMJ · doi:10.1136/bmj.b2535 · Cited by 83,823 · see citing works
Preferred Reporting Items for Systematic Reviews and Meta-Analyses: The PRISMA Statement
Moher, D., Liberati, A., Tetzlaff, J., Altman, D. G., & The PRISMA Group (2009) · PLoS Medicine · doi:10.1371/journal.pmed.1000097 · Cited by 64,042 · see citing works
Quantifying heterogeneity in a meta‐analysis
Higgins, J. P. T., & Thompson, S. G. (2002) · Statistics in Medicine · doi:10.1002/sim.1186 · Cited by 36,763 · see citing works
The Cochrane Collaboration's tool for assessing risk of bias in randomised trials
Higgins, J. P. T., Altman, D. G., Gotzsche, P. C., Juni, P., Moher, D., Oxman, A. D., Savovic, J., Schulz, K. F., Weeks, L., Sterne, J. A. C., et al. (2011) · BMJ · doi:10.1136/bmj.d5928 · Cited by 33,817 · see citing works
Liberati, A., Altman, D. G., Tetzlaff, J., Mulrow, C., Gøtzsche, P. C., Ioannidis, J. P. A., Clarke, M., Devereaux, P. J., Kleijnen, J., & Moher, D. (2009) · PLoS Medicine · doi:10.1371/journal.pmed.1000100 · Cited by 28,164 · see citing works
Liberati, A., Altman, D. G., Tetzlaff, J., Mulrow, C., Gotzsche, P. C., Ioannidis, J. P. A., Clarke, M., Devereaux, P. J., Kleijnen, J., & Moher, D. (2009) · BMJ · doi:10.1136/bmj.b2700 · Cited by 17,648 · see citing works
Grading quality of evidence and strength of recommendations
(2004) · BMJ · doi:10.1136/bmj.328.7454.1490 · Cited by 8,477 · see citing works
Cochrane Handbook for Systematic Reviews of Interventions Version 5.0.1. The Cochrane Collaboration
Higgins, J., Green, S. R., & Higgins, J. (2008) · Cited by 5,544 · see citing works
Methley, A. M., Campbell, S., Chew-Graham, C., McNally, R., & Cheraghi-Sohi, S. (2014) · BMC Health Services Research · doi:10.1186/s12913-014-0579-0 · Cited by 2,706 · see citing works
Systematic review of the validity and reliability of consumer-wearable activity trackers
Evenson, K. R., Goto, M. M., & Furberg, R. D. (2015) · International Journal of Behavioral Nutrition and Physical Activity · doi:10.1186/s12966-015-0314-1 · Cited by 1,232 · see citing works
Wearable health devices-vital sign monitoring, systems and technologies
Dias, D., & Paulo Silva Cunha, J. (2018) · Sensors · doi:10.3390/s18082414 · Cited by 919 · see citing works
Interventions for promoting physical activity
Foster, C., Hillsdon, M., Thorogood, M., Kaur, A., & Wedatilake, T. (2005) · Cochrane Database of Systematic Reviews · doi:10.1002/14651858.cd003180.pub2 · Cited by 692 · see citing works
Brickwood, K.-J., Watson, G., O'Brien, J., & Williams, A. D. (2019) · JMIR mHealth and uHealth · doi:10.2196/11819 · Cited by 690 · see citing works
Jakicic, J. M., Davis, K. K., Rogers, R. J., King, W. C., Marcus, M. D., Helsel, D., Rickman, A. D., Wahed, A. S., & Belle, S. H. (2016) · JAMA · doi:10.1001/jama.2016.12858 · Cited by 621 · see citing works
Accuracy of Fitbit Devices: Systematic Review and Narrative Syntheses of Quantitative Data
Feehan, L. M., Geldman, J., Sayre, E. C., Park, C., Ezzat, A. M., Yoo, J. Y., Hamilton, C. B., & Li, L. C. (2018) · JMIR mHealth and uHealth · doi:10.2196/10527 · Cited by 616 · see citing works
Lyons, E. J., Lewis, Z. H., Mayrsohn, B. G., & Rowland, J. L. (2014) · Journal of Medical Internet Research · doi:10.2196/jmir.3469 · Cited by 547 · cited 1× · see citing works
“The data presented in this meta-analysis demonstrates that wearable tracker usage was associated with short-term gains in physical activity [36].”
BackgroundHurling, R., Catt, M., De Boni, M., Fairley, B. W., Hurst, T., Murray, P., Richardson, A., & Sodhi, J. S. (2007) · Journal of Medical Internet Research · doi:10.2196/jmir.9.2.e7 · Cited by 536 · see citing works
Effectiveness of physical activity interventions for older adults a review
van der Bij, A. (2002) · American Journal of Preventive Medicine · doi:10.1016/s0749-3797(01)00413-5 · Cited by 505 · see citing works
Randomized Trial of a Fitbit-Based Physical Activity Intervention for Women
Cadmus-Bertram, L. A., Marcus, B. H., Patterson, R. E., Parker, B. A., & Morey, B. L. (2015) · American Journal of Preventive Medicine · doi:10.1016/j.amepre.2015.01.020 · Cited by 469 · see citing works
Howlett, N., Trivedi, D., Troop, N. A., & Chater, A. M. (2019) · Translational Behavioral Medicine · doi:10.1093/tbm/iby010 · Cited by 448 · see citing works
Cradock, K. A., ÓLaighin, G., Finucane, F. M., Gainforth, H. L., Quinlan, L. R., & Ginis, K. A. M. (2017) · International Journal of Behavioral Nutrition and Physical Activity · doi:10.1186/s12966-016-0436-0 · Cited by 343 · see citing works
Patient-centered activity monitoring in the self-management of chronic health conditions
Chiauzzi, E. J., Rodarte, C., & DasMahapatra, P. (2015) · BMC Medicine · doi:10.1186/s12916-015-0319-2 · Cited by 342 · see citing works
Martin, S. S., Feldman, D. I., Blumenthal, R. S., Jones, S. R., Post, W. S., McKibben, R. A., Michos, E. D., Ndumele, C. E., Ratchford, E. V., Coresh, J., et al. (2015) · Journal of the American Heart Association · doi:10.1161/jaha.115.002239 · Cited by 267 · see citing works
Feasibility and Effectiveness of Using Wearable Activity Trackers in Youth: A Systematic Review
Ridgers, N. D., McNarry, M. A., & Mackintosh, K. A. (2016) · JMIR mhealth and uhealth · doi:10.2196/mhealth.6540 · Cited by 245 · see citing works
Lyons, E. J., Swartz, M. C., Lewis, Z. H., Martinez, E., & Jennings, K. (2017) · JMIR mhealth and uhealth · doi:10.2196/mhealth.6967 · Cited by 220 · see citing works
Department of Clinical and Digital Health Sciences, C. O. A. H. S., Coughlin, S. S., & Stewart, J. (2016) · Journal of Environment and Health Science · doi:10.15436/2378-6841.16.1123 · Cited by 137 · see citing works
de Vries, H. J., Kooiman, T. J. M., van Ittersum, M. W., van Brussel, M., & de Groot, M. (2016) · Obesity · doi:10.1002/oby.21619 · Cited by 123 · see citing works
Kirk, M., Amiri, M., Pirbaglou, M., & Ritvo, P. (2018) · American Journal of Health Promotion · doi:10.1177/0890117118816278 · Cited by 122 · see citing works
Poirier, J., Bennett, W. L., Jerome, G. J., Shah, N. G., Lazo, M., Yeh, H.-C., Clark, J. M., & Cobb, N. K. (2016) · Journal of Medical Internet Research · doi:10.2196/jmir.5295 · Cited by 111 · see citing works
Ashe, M. C., Winters, M., Hoppmann, C. A., Dawes, M. G., Gardiner, P. A., Giangregorio, L. M., Madden, K. M., McAllister, M. M., Wong, G., Puyat, J. H., et al. (2015) · Pilot and Feasibility Studies · doi:10.1186/2055-5784-1-4 · Cited by 103 · see citing works
“Go4Life” exercise counseling, accelerometer feedback, and activity levels in older people
Thompson, W. G., Kuhle, C. L., Koepp, G. A., MCCRADY-SPITZER, S. K., & Levine, J. A. (2014) · Archives of Gerontology and Geriatrics · doi:10.1016/j.archger.2014.01.004 · Cited by 92 · see citing works
Hickey, A. M., & Freedson, P. S. (2016) · Progress in Cardiovascular Diseases · doi:10.1016/j.pcad.2016.02.006 · Cited by 77 · see citing works
Thorndike, A. N., Mills, S., Sonnenberg, L., Palakshappa, D., Gao, T., Pau, C. T., & Regan, S. (2014) · PLoS ONE · doi:10.1371/journal.pone.0100251 · Cited by 66 · see citing works
Melton, B. F., Buman, M. P., Vogel, R. L., Harris, B. S., & Bigham, L. E. (2016) · Journal of Black Studies · doi:10.1177/0021934716653349 · Cited by 36 · see citing works
Godino, J., Watkinson, C., Corder, K. L., Marteau, T. M., Sutton, S. R., Sharp, S. J., Griffin, S. J., & van Sluijs, E. M. F. (2013) · PLoS ONE · doi:10.1371/journal.pone.0075398 · Cited by 30 · see citing works
Effect of an Accelerometer on Body Weight and Fitness in Overweight and Obese Active Duty Soldiers
Shrestha, M., Combest, T. M., Fonda, S. J., Alfonso, A., & Guerrero, A. F. (2013) · Military Medicine · doi:10.7205/milmed-d-12-00275 · Cited by 20 · see citing works
Consumers, C., Ryan, R., & Hill, S. (2018) · La Trobe University · doi:10.26181/5b57d95632a2c · Cited by 12 · see citing works
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Research works printed but not linked: 1
- [32]Handbook C Undertaking subgroup analyses 2019 United States John Wiley & Sons Ltd
Cited by
Sorted by citations
Ferguson, T., Olds, T., Curtis, R., Blake, H., Crozier, A. J., Dankiw, K., Dumuid, D., Kasai, D., O'Connor, E., Virgara, R., et al. (2022) · The Lancet Digital Health · doi:10.1016/s2589-7500(22)00111-x · Cited by 560 · see citing works
Western, M. J., Armstrong, M. E. G., Islam, I., Morgan, K., Jones, U., & Kelson, M. J. (2021) · International Journal of Behavioral Nutrition and Physical Activity · doi:10.1186/s12966-021-01218-4 · Cited by 218 · see citing works
Wang, W., Cheng, J., Song, W., & Shen, Y. (2022) · JMIR mhealth and uhealth · doi:10.2196/32435 · Cited by 89 · see citing works
Casado-Robles, C., Viciana, J., Guijarro-Romero, S., & Mayorga-Vega, D. (2022) · Sports Medicine - Open · doi:10.1186/s40798-021-00407-6 · Cited by 89 · see citing works
Wearable Devices to Improve Physical Activity and Reduce Sedentary Behaviour: An Umbrella Review
Longhini, J., Marzaro, C., Bargeri, S., Palese, A., Dell’Isola, A., Turolla, A., Pillastrini, P., Battista, S., Castellini, G., Cook, C. E., et al. (2024) · Sports Medicine - Open · doi:10.1186/s40798-024-00678-9 · Cited by 86 · see citing works
Wearable activity trackers for promoting physical activity: A systematic meta-analytic review
Li, C., Chen, X., & Bi, X. (2021) · International Journal of Medical Informatics · doi:10.1016/j.ijmedinf.2021.104487 · Cited by 73 · see citing works
Digital Biomarker–Based Studies: Scoping Review of Systematic Reviews
Motahari-Nezhad, H., Fgaier, M., Abid, M. M., Péntek, M., Gulàcsi, L., & Zrubka, Z. (2022) · JMIR mhealth and uhealth · doi:10.2196/35722 · Cited by 68 · see citing works
Chandrasekaran, R., Muhammed Sadiq, T., & Moustakas, E. (2025) · Journal of Medical Internet Research · doi:10.2196/63879 · Cited by 59 · see citing works
Del-Valle-Soto, C., López-Pimentel, J. C., Vázquez-Castillo, J., Nolazco-Flores, J. A., Velázquez, R., Varela-Aldás, J., & Visconti, P. (2024) · Sensors · doi:10.3390/s24082429 · Cited by 52 · see citing works
Wu, S., Li, G., Du, L., Chen, S., Zhang, X., & He, Q. (2023) · Digital Health · doi:10.1177/20552076231176705 · Cited by 48 · see citing works
Zheng, S., Edney, S. M., Goh, C. H., Tai, B. C., Mair, J. L., Castro, Ó., Salamanca-Sanabria, A., Kowatsch, T., van Dam, R. M., & Müller‐Riemenschneider, F. (2023) · EClinicalMedicine · doi:10.1016/j.eclinm.2023.102309 · Cited by 51 · see citing works
Racial/Ethnic Disparities and Determinants of Sufficient Physical Activity Levels
Patel, N. A., Kianoush, S., Jia, X., Nambi, V., Koh, S., Patel, J., Saeed, A., Ahmed, A. I., Al-Mallah, M. H., Agarwala, A., et al. (2022) · Kansas Journal of Medicine · doi:10.17161/kjm.vol15.17592 · Cited by 44 · see citing works
Singh, B., CHASTIN, S. F. M., Miatke, A., Curtis, R., Dumuid, D., Brinsley, J., Ferguson, T., Szeto, K., Simpson, C., Eglitis, E., et al. (2024) · JMIR mhealth and uhealth · doi:10.2196/56972 · Cited by 48 · see citing works
Jung, J.-Y., & Cho, I. (2022) · JMIR mhealth and uhealth · doi:10.2196/30682 · Cited by 43 · see citing works
Tong, H. L., Maher, C. A., Parker, K. E., Pham, T., Neves, A. L., Riordan, B. C., Chow, C. K., Laranjo, L., & Quiroz, J. C. (2022) · PLOS Digital Health · doi:10.1371/journal.pdig.0000087 · Cited by 45 · see citing works
Evaluation of Digital Interventions for Physical Activity Promotion: Scoping Review
Santis, K. K. D., Jahnel, T., Matthias, K., Mergenthal, L., Khayyal, H. A., & Zeeb, H. (2022) · JMIR Public Health and Surveillance · doi:10.2196/37820 · Cited by 35 · see citing works
Keats, M. R., Xing, Y., Sweeney‐Magee, M., Forbes, C. C., Grandy, S. A., Sweeney, E., & Dummer, T. (2023) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph20064784 · Cited by 43 · see citing works
Mobile health technology and empowerment
Kreitmair, K. (2023) · Bioethics · doi:10.1111/bioe.13157 · Cited by 34 · see citing works
Digital Biomarker–Based Interventions: Systematic Review of Systematic Reviews
Motahari-Nezhad, H., Alabdulkarim, H. A., Fgaier, M., Abid, M. M., Péntek, M., Gulàcsi, L., & Zrubka, Z. (2022) · Journal of Medical Internet Research · doi:10.2196/41042 · Cited by 33 · see citing works
Modeling personalized heart rate response to exercise and environmental factors with wearables data
Nazaret, A., Tonekaboni, S., Darnell, G., Ren, S., Sapiro, G., & Miller, A. C. (2023) · npj Digital Medicine · doi:10.1038/s41746-023-00926-4 · Cited by 30 · see citing works
Tong, H. L., Alnasser, A., Alshahrani, N. Z., Bawaked, R. A., AlAhmed, R. S., Alsukait, R. F., Rakić, S., Çetinkaya, V., Al-Hazzaa, H. M., & Alqahtani, S. A. (2024) · Journal of Medical Internet Research · doi:10.2196/53651 · Cited by 32 · see citing works
Ghahfarokhi, A. D., Vosadi, E., Barzegar, H., & Saatchian, V. (2022) · Biological Research For Nursing · doi:10.1177/10998004221099556 · Cited by 25 · see citing works
Measuring Physical Activity Using Triaxial Wrist Worn Polar Activity Trackers: A Systematic Review
Henriksen, A., Johansson, J., Hartvigsen, G., Grimsgaard, S., & Hopstock, L. A. (2020) · International journal of exercise science · doi:10.70252/rptd5267 · Cited by 19 · see citing works
He, Z., Hassan, M. A. S., Saiz-González, P., Ryu, S., Wang, R., & Gao, Z. (2024) · PLoS ONE · doi:10.1371/journal.pone.0301088 · Cited by 18 · see citing works
Bardus, M., Borgi, C., El-Harakeh, M., Gherbal, T., Kharroubi, S. A., & Fares, E.-J. (2021) · Sensors · doi:10.3390/s21134472 · Cited by 21 · see citing works
Estimation of cardiorespiratory fitness using heart rate and step count data
Neshitov, A., Tyapochkin, K., Kovaleva, M., Dreneva, A., Surkova, E., Smorodnikova, E., & Pravdin, P. (2023) · Scientific Reports · doi:10.1038/s41598-023-43024-x · Cited by 19 · see citing works
Ibrahim, N. S., Rampal, S., Lee, W. L., Pek, E. W., & Suhaimi, A. (2023) · Cardiovascular Engineering and Technology · doi:10.1007/s13239-023-00693-z · Cited by 16 · see citing works
Wearable devices and cardiovascular health: revolutionizing remote monitoring and disease prevention
Hughes, A. M., Taylor, D. J., Morris, P. D., & Brittain, E. L. (2026) · European Heart Journal · doi:10.1093/eurheartj/ehag189 · Cited by 23 · see citing works
Bizhanova, Z., Sereika, S. M., Brooks, M. M., Rockette‐Wagner, B., Kariuki, J. K., & Burke, L. E. (2022) · Medicine & Science in Sports & Exercise · doi:10.1249/mss.0000000000003114 · Cited by 14 · see citing works
Soulard, J., Carlin, T., Knitza, J., & Vuillerme, N. (2022) · JMIR mhealth and uhealth · doi:10.2196/34734 · Cited by 15 · see citing works
Steel, R. P. (2023) · International Journal of Sport and Exercise Psychology · doi:10.1080/1612197x.2023.2180067 · Cited by 15 · see citing works
McCormack, G. R., Petersen, J. A., Ghoneim, D., Blackstaffe, A., Naish, C., & Doyle–Baker, P. K. (2022) · JMIR Formative Research · doi:10.2196/37348 · Cited by 13 · see citing works
Chua, R. E. C., Lau, Y., Ang, W. W., Boey, A. A. Y. F., & Lau, S. T. (2024) · Journal of Diabetes · doi:10.1111/1753-0407.70002 · Cited by 14 · see citing works
Whiston, A., Kidwell, K., O’Reilly, S., Walsh, C., Walsh, J. C., Glynn, L. G., Robinson, K., & Hayes, S. (2024) · BMC Medical Research Methodology · doi:10.1186/s12874-024-02439-4 · Cited by 13 · see citing works
Ma, T., Sirard, J. R., Yang, L., Li, Y., Tsang, S. M. H., & Fu, S. N. (2024) · International Journal of Behavioral Nutrition and Physical Activity · doi:10.1186/s12966-024-01631-5 · Cited by 12 · see citing works
Conroy, D. E., Wu, J.-C., Lee, A. M., Brunke-Reese, D., & Lagoa, C. M. (2023) · Health Psychology · doi:10.1037/hea0001271 · Cited by 11 · see citing works
The COVID-19 pandemic: The importance of physical activity among faculty members
Fröberg, A. (2020) · Journal of American College Health · doi:10.1080/07448481.2020.1817037 · Cited by 12 · see citing works
Zanaboni, P., Manskow, U. S., Sagelv, E. H., Morseth, B., Edvardsen, A. E., Aamot, I., Nes, B. M., Hastings, B., Gagnon, M., & Antypas, K. (2022) · Frontiers in Public Health · doi:10.3389/fpubh.2022.925484 · Cited by 12 · see citing works
Peng, S., Othman, A. T., Khairani, A. Z., zeng, G., Xiaogang, Z., & Fang, Y. (2023) · Digital Health · doi:10.1177/20552076231188213 · Cited by 13 · see citing works
Ooteghem, K. V., Godkin, F. E., Thai, V., Beyer, K. B., Cornish, B. F., Weber, K. S., Bernstein, H., Kheiri, S. O., Swartz, R. H., Tan, B., et al. (2023) · Digital Health · doi:10.1177/20552076231179031 · Cited by 9 · see citing works
Zheng, X., & Li, W. (2024) · Digital Health · doi:10.1177/20552076241266367 · Cited by 8 · see citing works
Dong, M. (2024) · International Journal of Human-Computer Interaction · doi:10.1080/10447318.2024.2405785 · Cited by 8 · see citing works
Kayange, H., Mun, J., Park, Y., Choi, J., & Choi, J. (2024) · Electronics · doi:10.3390/electronics13193888 · Cited by 8 · see citing works
Standen, E. C., & Rothman, A. J. (2023) · Social and Personality Psychology Compass · doi:10.1111/spc3.12731 · Cited by 7 · see citing works
Boudreaux, B. D., Schenck, J. A., Chu, Z., & Schmidt, M. D. (2022) · Journal for the Measurement of Physical Behaviour · doi:10.1123/jmpb.2021-0060 · Cited by 6 · see citing works
Exercise Testing and Prescription in Pregnancy
Santos‐Rocha, R., Corrales-Gutiérrez, I., Szumilewicz, A., & Pajaujienė, S. (2022) · Springer eBooks · doi:10.1007/978-3-031-06137-0_8 · Cited by 6 · see citing works
Artificial Intelligence and Augmented Reality in Physical Activity: A Review of Systems and Devices
Solas-Martínez, J. L., Suárez-Manzano, S., la Torre‐Cruz, M. J. D., & Ruiz‐Ariza, A. (2023) · Springer series on cultural computing · doi:10.1007/978-3-031-27166-3_14 · Cited by 6 · see citing works
Lee, M., Ash, G. I., & Nam, S. (2025) · Health Policy and Technology · doi:10.1016/j.hlpt.2025.101017 · Cited by 7 · see citing works
Bliūdžius, A., Švaikevičienė, K., Puronaitė, R., & Kasiulevičius, V. (2022) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph19148251 · Cited by 5 · see citing works
Knowledge, usability, and impact of wearable fitness devices among community exercisers in Ghana
Worlanyo, J. K., Adams, C., Adedugbe, B. O., Lokoyi, O. L. O., & Moses, M. O. (2023) · BMC Digital Health · doi:10.1186/s44247-023-00018-z · Cited by 8 · see citing works
Wu, S., Li, G., Shi, B., Ge, H., Chen, S., Zhang, X., & He, Q. (2024) · Digital Health · doi:10.1177/20552076241239182 · Cited by 6 · see citing works
An umbrella review of systematic reviews of the impact of wrist-worn wearables on health outcomes
Glišić, M., Llane, A., Stojic, S., Llanaj, E., Roa‐Díaz, Z. M., Raguindin, P. F., Kastrati, L., Weed, L., Turakhia, M. P., Ashley, E. A., et al. (2025) · Physiological Reviews · doi:10.1152/physrev.00049.2024 · Cited by 6 · see citing works
Ryan, D. J., Ross, M. H., Simmich, J., Ng, N., Burton, N. W., Gilson, N. D., Pavey, T., Brown, W. J., & Gomersall, S. R. (2023) · Journal of Activity Sedentary and Sleep Behaviors · doi:10.1186/s44167-023-00018-4 · Cited by 4 · see citing works
Wyatt, B., Forstmann, N., Badier, N., Hamy, A., Larochelambert, Q. D., Antero, J., Danino, A., Vercamer, V., de Villèle, P., Vittrant, B., et al. (2025) · Journal of Medical Internet Research · doi:10.2196/68199 · Cited by 4 · see citing works
Scheffey, K., Aronson, J., Goncalves, Y., Greysen, R., Iwu, A., Kwong, P. L., Nezir, F., Small, D. S., & Glanz, K. (2025) · Contemporary Clinical Trials · doi:10.1016/j.cct.2025.107909 · Cited by 4 · see citing works
Physical Exercise Classification from Body Keypoints Using Machine Learning Techniques
Rahman, A., Saji, A., Teresa, A., Nair, D. R., & Saritha, S. (2024) · International Conference on Applied Artificial Intelligence and Computing (ICAAIC) · doi:10.1109/icaaic60222.2024.10575612 · Cited by 4 · see citing works
Zhao, Y., Bolter, J. D., Chen, K., Wang, X. Y., Jiang, X., & Ni, Z. (2025) · Designing Interactive Systems Conference · doi:10.1145/3715668.3736380 · Cited by 4 · see citing works
Evaluation of Digital Public Health Interventions
Lange, O., Boskamp, P., Brannath, W., Santis, K. K. D., Muellmann, S., Rogowski, W. H., & Rothgang, H. (2025) · Springer series on epidemiology and public health · doi:10.1007/978-3-031-90154-6_8 · Cited by 3 · see citing works
Bogaers, R. I., Sluik, D., Helmhout, P. H., & Leijten, F. (2024) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph21050625 · Cited by 3 · see citing works
Zeb, A., Verbrugghe, J., Neven, A., Burtin, C., Janssens, L., Meus, T., & Timmermans, A. A. A. (2024) · Workplace Health & Safety · doi:10.1177/21650799241291903 · Cited by 5 · see citing works
Portius, D. (2025) · Springer eBooks · doi:10.1007/978-3-031-77302-0_6 · Cited by 3 · see citing works
Li, Z., Feng, W., Zhou, L., & Gong, S. (2024) · Digital Health · doi:10.1177/20552076241297036 · Cited by 3 · see citing works
Working Women Walking Program: A Sequential Multiple Assignment Randomized Trial
Buchholz, S. W., Daniel, M. N., Kitsiou, S., Schoeny, M. E., Halloway, S., Johnson, T. J., Vispute, S., & Wilbur, J. (2025) · Journal of Physical Activity and Health · doi:10.1123/jpah.2024-0790 · Cited by 4 · see citing works
Sri Gayathri, G., Vijayarangan, S., Danush Adhithya, N., Preejith, S. P., & Sivaprakasam, M. (2025) · IEEE International Symposium on Medical Measurements and Applications (MeMeA) · doi:10.1109/memea65319.2025.11068034 · Cited by 2 · see citing works
Han, Y., Wang, S., Zhang, Z., & Fan, J. (2025) · Frontiers in Sports and Active Living · doi:10.3389/fspor.2025.1691032 · Cited by 2 · see citing works
Hamdani, N., Oliveira, J., Santana, P., Ferretti, G. M., Mehta, P., Stubbs, P. W., Sherrington, C., Verhagen, A. P., Tiedemann, A., & Saragiotto, B. T. (2026) · Journal of Orthopaedic and Sports Physical Therapy · doi:10.2519/jospt.2026.13825 · Cited by 2 · see citing works
Dunn, P. J., Charbonneau, R., Ozemek, C., Arena, R. A., & Wisløff, U. (2026) · Progress in Cardiovascular Diseases · doi:10.1016/j.pcad.2026.04.002 · Cited by 2 · see citing works
Rajab, E., Wasif, P., Doherty, S., Gaynor, D., Malik, H., Fredericks, S., Al-Qallaf, A., Almuqahwi, R., Alsharbati, W. E., & Rashid‐Doubell, F. (2024) · Digital Health · doi:10.1177/20552076241251997 · Cited by 2 · see citing works
Clemes, S. A., Varela-Mato, V., Bodicoat, D. H., Brookes, C. L., Chen, Y., Cox, E., Edwardson, C. L., Gray, L. J., Guest, A. J., Johnson, V., et al. (2022) · Public Health Research · doi:10.3310/pnoy9785 · Cited by 2 · see citing works
Moffit, R. E., McTigue, K. M., Conroy, M. B., Kriska, A. M., Fischer, G. S., Ricci, E. M., Dunstan, D. W., DePerrior, S., Rao, N., Burke, L. E., et al. (2023) · American Journal of Health Promotion · doi:10.1177/08901171231194176 · Cited by 2 · see citing works
An energy expenditure approach in mass transit commuting choice preferences
Ponkratov, D., Kopytkov, D., Galkin, A., Samchuk, G., & Davidich, Y. (2024) · IOP Conference Series Earth and Environmental Science · doi:10.1088/1755-1315/1376/1/012034 · Cited by 1 · see citing works
Aiello, E. M., Toffanin, C., Riddell, M. C., Martin, C. K., Patton, S. R., Gal, R. L., & Doyle, F. J. (2025) · Engineering Applications of Artificial Intelligence · doi:10.1016/j.engappai.2025.111758 · Cited by 1 · see citing works
Davey, R. J., Campbell, A., Beynon, A. M., Rasmussen, C. L., Hendry, D., Stearne, S., Harris, C. J., Straker, L. M., & Zabatiero, J. G. (2025) · JMIR Pediatrics and Parenting · doi:10.2196/79851 · Cited by 1 · see citing works
Choi, E., Choi, S., & Jang, S.-Y. (2026) · Journal of Medical Internet Research · doi:10.2196/88276 · Cited by 1 · see citing works
Madhu, S., & Riopelle, C. (2026) · Digital Health · doi:10.1177/20552076261474968 · Cited by 1 · see citing works
Larsen, L. H., Lauritzen, M. H., Sinkjaer, M., & Kjær, T. W. (2022) · JMIR Cardio · doi:10.2196/31501 · Cited by 1 · see citing works
Exploring the motivation mechanisms of sports trackers among non-professional swimmers
Kuru, H. (2024) · German Journal of Exercise and Sport Research · doi:10.1007/s12662-024-00972-4 · Cited by 1 · see citing works
It is Feasible for 3 to 5‐Year‐Old Children to Use Smartwatch Activity Trackers: A Systematic Review
Davey, R. J., Zabatiero, J. G., Beynon, A. M., Wood, G., Sy, S., Rasmussen, C. L., Hendry, D., Stearne, S., Harris, C. J., Straker, L. M., et al. (2025) · Acta Paediatrica · doi:10.1111/apa.70137 · Cited by 1 · see citing works
Conner, R. (1987) · PubMed
Scoping review of digital biomarker-based studies (Preprint)Preprint
Motahari-Nezhad, H., Fgaier, M., Abid, M. M., Péntek, M., Gulàcsi, L., & Zrubka, Z. (2021) · doi:10.2196/preprints.35722
Digital biomarker-based interventions: A systematic review of systematic reviews (Preprint)Preprint
Motahari-Nezhad, H., Alabdulkarim, H. A., Fgaier, M., Abid, M. M., Péntek, M., Gulàcsi, L., & Zrubka, Z. (2022) · doi:10.2196/preprints.41042
Franssen, W. M. A. (2022) · doi:10.26481/dis.20221121wf
Li, Z., Feng, W., Zhou, L., & Gong, S. (2023) · Research Square · doi:10.21203/rs.3.rs-2948521/v1
Ching, J., Duff, S., & Hernandez, J. (2024) · medRxiv · doi:10.1101/2024.06.05.24306788
The Future of Virology Diagnostics Using Wearable Devices Driven by Artificial Intelligence
Sallam, M., Mijwil, M. M., Abotaleb, M. S. A., & Sailawi, A. S. A. A. (2025) · Advances in computational intelligence and robotics book series · doi:10.4018/979-8-3693-7352-1.ch020
Wagner, G., Koon, L. M., Smith, P. R., Suire, K. B., Hastert, M. C., Donnelly, J. E., Olfert, M. D., Estabrooks, P. A., & Gorczyca, A. M. (2025) · JMIR Formative Research · doi:10.2196/70406
Huang, W., Wong, M. K. F., Loh, E. D. W., Koh, T., Tan, A. W., Shen, X., Varli, O., Kong, S. C., Chin, C., Tan, S. Y., et al. (2025) · JMIR mhealth and uhealth · doi:10.2196/71213
Takenaka, H., Ida, K., Goto, S., & Suzuki, J. (2025) · Journal of Aging and Physical Activity · doi:10.1123/japa.2024-0347
McCullen, M. N., & Zerger, H. M. (2025) · Journal of Applied Behavior Analysis · doi:10.1002/jaba.70032
Use of the Generalized Travel Cost Function Considering Human Energy in Generating O-D Matrices
Kopytkov, D., Ponkratov, D., Samchuk, G., Davidich, Y., & Cherepakha, O. (2025) · Lecture notes in networks and systems · doi:10.1007/978-3-032-06829-3_1
Bélanger, M. F., Registe, P. P. W., Faivre, P., Tanguay, P., Jemaa, S., Gallant, F., Giroux, M.-A., Thibault, V., Hakim, J., Clément, J.-F., et al. (2025) · Journal of Behavioral Medicine · doi:10.1007/s10865-025-00611-9
Wang, Y.-H., Lai, T., Liao, Y., Cheng, I.-L., & Hsueh, M. (2025) · Experimental Gerontology · doi:10.1016/j.exger.2025.112979
Chen, A., Lee, V. Y., Donges, K., Giancas, C., Angell, B. J., Parmenter, B. J., Barrett, H. L., Henry, A., Patel, A. A., & Arnott, C. G. (2025) · BMJ Open · doi:10.1136/bmjopen-2025-107551
Joisten, C., & Wolfarth, B. (2025) · CME · doi:10.1007/s11298-025-4431-0
Casado-Robles, C., Viciana, J., Guijarro-Romero, S., & Mayorga-Vega, D. (2022) · Figshare · doi:10.6084/m9.figshare.19102005
Ma, T., Sirard, J. R., Yang, L., Li, Y., Tsang, S., & Fu, A. (2024) · Figshare · doi:10.6084/m9.figshare.26755519
Ma, T., Sirard, J. R., Yang, L., Li, Y., Tsang, S., & Fu, A. (2024) · Figshare · doi:10.6084/m9.figshare.26401871
Casado-Robles, C., Viciana, J., Guijarro-Romero, S., & Mayorga-Vega, D. (2022) · Figshare · doi:10.6084/m9.figshare.19102029
- Authors
- Tang, M. S. S., Moore, K., McGavigan, A., Clark, R. A., & Ganesan, A. N.
- Affiliations
- Flinders University (AU)
- Corresponding author
- Ganesan, Anand N
- Venue
- JMIR mhealth and uhealth
- Publisher
- JMIR Publications Inc.
- Published
- 2020-07-22
- Volume
- 8
- Issue
- 7
- Pages
- e15576
- ISSN
- 2291-5222 (ISSN-L)
- PMC
- PMC7407266
- OpenAlex
- W3025555717
- Cited by
- 134
- References
- 37
- Citations by year
- 2026: 17 · 2025: 24 · 2024: 36 · 2023: 18 · 2022: 32 · 2021: 4 · 2020: 2
- FWCI
- 1.78
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- cc-by
- Locations
- JMIR mhealth and uhealth (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Funders
- National Heart Foundation of Australia (APP ID. 100847, 100847)
- Topics
- Health Sciences › Medicine › Physiology › Physical Activity and Health
- Health Sciences › Health Professions › General Health Professions › Mobile Health and mHealth Applications
- Physical Sciences › Computer Science › Computer Vision and Pattern Recognition › Context-Aware Activity Recognition Systems
- Keywords
- wearable activity trackers, physical activity, self-monitoring, weight loss, energy expenditure, healthy adults, step count, moderate-to-vigorous physical activity, mobile health intervention
- MeSH terms
- Fitness Trackers, Adult, Health Status, Humans, Weight Loss, Exercise, Randomized Controlled Trials as Topic
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