Using computer, mobile and wearable technology enhanced interventions to reduce sedentary behaviour: a systematic review and meta-analysis
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BACKGROUND: High levels of sedentary behaviour (SB) are associated with negative health consequences. Technology enhanced solutions such as mobile applications, activity monitors, prompting software, texts, emails and websites are being harnessed to reduce SB. The aim of this paper is to evaluate the effectiveness of such technology enhanced interventions aimed at reducing SB in healthy adults and to examine the behaviour change techniques (BCTs) used. METHODS: Five electronic databases were searched to identify randomised-controlled trials (RCTs), published up to June 2016. Interventions using computer, mobile or wearable technologies to facilitate a reduction in SB, using a measure of sedentary time as an outcome, were eligible for inclusion. Risk of bias was assessed using the Cochrane Collaboration's tool and interventions were coded using the BCT Taxonomy (v1). RESULTS: Meta-analysis of 15/17 RCTs suggested that computer, mobile and wearable technology tools resulted in a mean reduction of -41.28 min per day (min/day) of sitting time (95% CI -60.99, -21.58, I2 = 77%, n = 1402), in favour of the intervention group at end point follow-up. The pooled effects showed mean reductions at short (≤ 3 months), medium (>3 to 6 months), and long-term follow-up (>6 months) of -42.42 min/day, -37.23 min/day and -1.65 min/day, respectively. Overall, 16/17 studies were deemed as having a high or unclear risk of bias, and 1/17 was judged to be at a low risk of bias. A total of 46 BCTs (14 unique) were coded for the computer, mobile and wearable components of the interventions. The most frequently coded were "prompts and cues", "self-monitoring of behaviour", "social support (unspecified)" and "goal setting (behaviour)". CONCLUSION: Interventions using computer, mobile and wearable technologies can be effective in reducing SB. Effectiveness appeared most prominent in the short-term and lessened over time. A range of BCTs have been implemented in these interventions. Future studies need to improve reporting of BCTs within interventions and address the methodological flaws identified within the review through the use of more rigorously controlled study designs with longer-term follow-ups, objective measures of SB and the incorporation of strategies to reduce attrition. TRIAL REGISTRATION: The review protocol was registered with PROSPERO: CRD42016038187.
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Mobile phones can deliver programs to support behavioral change.
“Mobile phones can deliver programs to support behavioral change [1,2], data management or surveillance [3,4], and other essential public health activities.”
From Assessing the Cross-Cultural Adaptation and Translation of a Text-Based Mobile Smoking Cessation Program in Samoa (TXTTaofiTapaa): Pilot Study (2018) · cites this paper as [2]
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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.
(2009) · PubMed Central · Cited by 44,859 · 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) · Annals of Internal Medicine · doi:10.7326/0003-4819-151-4-200908180-00135 · Cited by 37,554 · see citing works
Cochrane Handbook for Systematic Reviews of Interventions: Cochrane Book Series
(2008) · doi:10.1002/9780470712184 · Cited by 25,048 · see citing works
Michie, S., Richardson, M., Johnston, M., Abraham, C., Francis, J., Hardeman, W., Eccles, M. P., Cane, J., & Wood, C. E. (2013) · Annals of Behavioral Medicine · doi:10.1007/s12160-013-9486-6 · Cited by 7,629 · see citing works
Cochrane Handbook for Systematic Reviews of Interventions
Higgins, J. P. T., Green, S., & Ben Van Den, A. (2020) · International Coaching Psychology Review · doi:10.53841/bpsicpr.2020.15.2.123 · Cited by 5,670 · see citing works
Amount of Time Spent in Sedentary Behaviors in the United States, 2003-2004
Matthews, C. E., Chen, K. Y., Freedson, P. S., Buchowski, M. S., Beech, B. M., Pate, R. R., & Troiano, R. P. (2008) · American Journal of Epidemiology · doi:10.1093/aje/kwm390 · Cited by 2,631 · see citing works
Eysenbach, G. (2005) · Journal of Medical Internet Research · doi:10.2196/jmir.7.1.e11 · Cited by 2,524 · see citing works
Letter to the Editor: Standardized use of the terms “sedentary” and “sedentary behaviours”
Networ, S. B. R. (2012) · Applied Physiology, Nutrition, and Metabolism · doi:10.1139/h2012-024 · Cited by 1,873 · see citing works
Free, C., Phillips, G., Galli, L., Watson, L., Felix, L., Edwards, P., Patel, V., & Haines, A. (2013) · PLoS Medicine · doi:10.1371/journal.pmed.1001362 · Cited by 1,766 · see citing works
Understanding and Promoting Effective Engagement With Digital Behavior Change Interventions
Yardley, L., Spring, B. J., Riper, H., Morrison, L. G., Crane, D. H., Curtis, K., Merchant, G. C., Naughton, F., & Blandford, A. (2016) · American Journal of Preventive Medicine · doi:10.1016/j.amepre.2016.06.015 · Cited by 1,118 · see citing works
Objectively Measured Sedentary Time, Physical Activity, and Metabolic Risk
Healy, G. N., Wijndaele, K., Dunstan, D. W., Shaw, J. E., Salmon, J., Zimmet, P. Z., & Owen, N. (2008) · Diabetes Care · doi:10.2337/dc07-1795 · Cited by 1,100 · see citing works
Mobile phone-based interventions for smoking cessation
Whittaker, R., McRobbie, H., Bullen, C., Rodgers, A., & Gu, Y. (2016) · Cochrane Database of Systematic Reviews · doi:10.1002/14651858.cd006611.pub4 · Cited by 1,079 · see citing works
Sedentary behavior and health outcomes: an overview of systematic reviews.
Rezende, L. F. M. D., Rodrigues Lopes, M., Rey-López, J. P., Matsudo, V. K. R., & Luiz, O. D. C. (2014) · PLoS ONE · doi:10.1371/journal.pone.0105620 · Cited by 965 · see citing works
Schoeppe, S., Alley, S., Van Lippevelde, W., Bray, N. A., Williams, S. L., Duncan, M. J., & Vandelanotte, C. (2016) · International Journal of Behavioral Nutrition and Physical Activity · doi:10.1186/s12966-016-0454-y · Cited by 949 · see citing works
Shephard, R. J. (2011) · Yearbook of Sports Medicine · doi:10.1016/j.yspm.2011.03.006 · Cited by 872 · see citing works
Colley, R. C., Garriguet, D., Janssen, I., Craig, C. L., Clarke, J., & Tremblay, M. S. (2011) · PubMed · Cited by 678 · see citing works
Agarwal, S., LeFevre, A. E., Lee, J., L’Engle, K., Mehl, G., Sinha, C., & Labrique, A. (2016) · BMJ · doi:10.1136/bmj.i1174 · Cited by 639 · 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 · see citing works
Gardner, B., Smith, L., Lorencatto, F., Hamer, M., & Biddle, S. (2015) · Health Psychology Review · doi:10.1080/17437199.2015.1082146 · Cited by 518 · see citing works
Methods of Measurement in epidemiology: Sedentary Behaviour
Atkin, A. J., Gorely, T., Clemes, S. A., Yates, T., Edwardson, C., Brage, S., Salmon, J., Marshall, S. J., & Biddle, S. J. (2012) · International Journal of Epidemiology · doi:10.1093/ije/dys118 · Cited by 518 · see citing works
Neve, M., Morgan, P. J., Jones, P. R., & Collins, C. E. (2010) · Obesity Reviews · doi:10.1111/j.1467-789x.2009.00646.x · Cited by 459 · see citing works
Buman, M. P., Winkler, E. A. H., Kurka, J. M., Hekler, E. B., Baldwin, C. M., Owen, N., Ainsworth, B. E., Healy, G. N., & Gardiner, P. A. (2014) · American Journal of Epidemiology · doi:10.1093/aje/kwt292 · Cited by 427 · see citing works
Workplace interventions for reducing sitting at work
Shrestha, N., Kukkonen-Harjula, K. T., Verbeek, J. H. A. M., Ijaz, S., Hermans, V., & Bhaumik, S. (2016) · Cochrane Database of Systematic Reviews · doi:10.1002/14651858.cd010912.pub3 · Cited by 385 · see citing works
Efficacy of computer technology-based HIV prevention interventions: a meta-analysis
Noar, S. M., Black, H. G., & Pierce, L. B. (2008) · AIDS · doi:10.1097/qad.0b013e32831c5500 · Cited by 385 · see citing works
Prince, S. A., Saunders, T. J., Gresty, K., & Reid, R. D. (2014) · Obesity Reviews · doi:10.1111/obr.12215 · Cited by 382 · see citing works
Direito, A., Carraça, E., Rawstorn, J., Whittaker, R., & Maddison, R. (2017) · Annals of Behavioral Medicine · doi:10.1007/s12160-016-9846-0 · Cited by 337 · see citing works
Neuhaus, M., Eakin, E., Straker, L. M., Owen, N. G., Dunstan, D. W., Reid, N., & Healy, G. N. (2014) · Obesity Reviews · doi:10.1111/obr.12201 · Cited by 329 · see citing works
Interventions with potential to reduce sedentary time in adults: systematic review and meta-analysis
Martin, A., Fitzsimons, C., Jepson, R., Saunders, D. H., van der Ploeg, H. P., Teixeira, P. J., Gray, C. M., & Mutrie, N. (2015) · British Journal of Sports Medicine · doi:10.1136/bjsports-2014-094524 · Cited by 326 · see citing works
Accelerometer-Determined Physical Activity in Adults and Older People
Hansen, B. H., Kolle, E., Dyrstad, S. M., Holme, I., & Anderssen, S. A. (2011) · Medicine & Science in Sports & Exercise · doi:10.1249/mss.0b013e31822cb354 · Cited by 283 · see citing works
Chu, A. H. Y., Ng, S. H.-X., Tan, C. S., Win, A. M., Koh, D. S. Q., & Müller‐Riemenschneider, F. (2016) · Obesity Reviews · doi:10.1111/obr.12388 · Cited by 283 · see citing works
Broekhuizen, K., Kroeze, W., van Poppel, M. N. M., Oenema, A., & Brug, J. (2012) · Annals of Behavioral Medicine · doi:10.1007/s12160-012-9384-3 · Cited by 243 · see citing works
Are workplace interventions to reduce sitting effective? A systematic review
Chau, J. Y., van der Ploeg, H. P., van Uffelen, J. G. Z., Wong, J., Riphagen, I. I., Healy, G. N., Gilson, N. D., Dunstan, D. W., Bauman, A. E., Owen, N. G., et al. (2010) · Preventive Medicine · doi:10.1016/j.ypmed.2010.08.012 · Cited by 243 · see citing works
Presseau, J., Ivers, N. M., Newham, J. J., Knittle, K. P., Konnyu, K. J., & Grimshaw, J. (2015) · Implementation Science · doi:10.1186/s13012-015-0248-7 · Cited by 216 · see citing works
Point-of-Choice Prompts to Reduce Sitting Time at Work
Evans, R. E., Fawole, H. O., Sheriff, S. A., Dall, P., Grant, P., & Ryan, C. G. (2012) · American Journal of Preventive Medicine · doi:10.1016/j.amepre.2012.05.010 · Cited by 204 · see citing works
Commissaris, D. A., Huysmans, M. A., Mathiassen, S. E., Srinivasan, D., Koppes, L. L., & Hendriksen, I. J. (2015) · Scandinavian Journal of Work, Environment & Health · doi:10.5271/sjweh.3544 · Cited by 179 · see citing works
Oosterveen, E., Tzelepis, F., Ashton, L., & Hutchesson, M. J. (2017) · Preventive Medicine · doi:10.1016/j.ypmed.2017.01.009 · Cited by 156 · see citing works
Dutta, N., Koepp, G. A., Stovitz, S. D., Levine, J. A., & Pereira, M. A. (2014) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph110706653 · Cited by 152 · see citing works
Multicomponent intervention to reduce daily sedentary time: a randomised controlled trial
Carr, L. J., Karvinen, K. H., Peavler, M., Smith, R., & Cangelosi, K. (2013) · BMJ Open · doi:10.1136/bmjopen-2013-003261 · Cited by 149 · see citing works
Danquah, I. H., Kloster, S., Holtermann, A., Aadahl, M., Bauman, A. E., Ersbøll, A. K., & Tolstrup, J. S. (2016) · International Journal of Epidemiology · doi:10.1093/ije/dyw009 · Cited by 131 · see citing works
Review of Innovations in Digital Health Technology to Promote Weight Control
Thomas, J. G., & Bond, D. S. (2014) · Current Diabetes Reports · doi:10.1007/s11892-014-0485-1 · Cited by 115 · see citing works
Prevention and Management of Non-Communicable Disease: The IOC Consensus Statement, Lausanne 2013
Matheson, G. O., Klügl, M., Engebretsen, L., Bendiksen, F. S., Blair, S. N., Börjesson, M., Budgett, R., Derman, W. E., Erdener, U., Ioannidis, J. P. A., et al. (2013) · Sports Medicine · doi:10.1007/s40279-013-0104-3 · Cited by 114 · see citing works
Relationship Between Sedentary Behavior and Cardiovascular Risk
Same, R. V., Feldman, D. I., Shah, N. P., Martin, S. S., Rifai, M. A., Blaha, M. J., Graham, G. N., & Ahmed, H. M. (2015) · Current Cardiology Reports · doi:10.1007/s11886-015-0678-5 · Cited by 109 · see citing works
Barwais, F. A., Cuddihy, T. F., & Tomson, L. (2013) · Health and Quality of Life Outcomes · doi:10.1186/1477-7525-11-183 · Cited by 104 · 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
Pedersen, S., Cooley, D., & Mainsbridge, C. P. (2014) · Work · doi:10.3233/wor-131644 · Cited by 97 · see citing works
Biddle, S., Edwardson, C. L., Wilmot, E. G., Yates, T. E., Gorely, T., Bodicoat, D. H., Ashra, N., Khunti, K. K., Nimmo, M. A., & Davies, M. J. (2015) · PLoS ONE · doi:10.1371/journal.pone.0143398 · Cited by 82 · see citing works
Tudor-Locke, C. E., & Shephard, R. J. (2016) · Springer series on epidemiology and public health · doi:10.1007/978-3-319-29577-0 · Cited by 64 · see citing works
Evaluation of a Workplace Treadmill Desk Intervention
Schuna, J. M., Swift, D. L., Hendrick, C. A., Duet, M., Johnson, W. D., Martin, C. K., Church, T. S., & Tudor-Locke, C. E. (2014) · Journal of Occupational and Environmental Medicine · doi:10.1097/jom.0000000000000336 · Cited by 62 · see citing works
Maher, J. P., & Conroy, D. E. (2015) · Journal of Sport and Exercise Psychology · doi:10.1123/jsep.2014-0258 · Cited by 62 · see citing works
Cocker, K. A. D., Bourdeaudhuij, I. D., Cardon, G., & Vandelanotte, C. (2016) · Journal of Medical Internet Research · doi:10.2196/jmir.5266 · Cited by 61 · see citing works
Mainsbridge, C. P., Cooley, D., Fraser, S. P., & Pedersen, S. (2014) · Journal of Occupational and Environmental Medicine · doi:10.1097/jom.0000000000000243 · Cited by 60 · see citing works
Effectiveness of a worksite mindfulness-based multi-component intervention on lifestyle behaviors
van Berkel, J., Boot, C. R. L., Proper, K. I., Bongers, P. M., & van der Beek, A. J. (2014) · International Journal of Behavioral Nutrition and Physical Activity · doi:10.1186/1479-5868-11-9 · Cited by 59 · see citing works
Júdice, P. B., Hamilton, M. T., Sardinha, L. B., & Silva, A. M. (2015) · Trials · doi:10.1186/s13063-015-1015-4 · Cited by 52 · see citing works
Donath, L., Faude, O., Schefer, Y., Roth, R., & Zahner, L. (2015) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph120404340 · Cited by 50 · see citing works
Urda, J. L., Lynn, J. S., Gorman, A. W., & Larouere, B. M. (2016) · Journal of Physical Activity and Health · doi:10.1123/jpah.2015-0385 · Cited by 41 · see citing works
Laska, M. N., Lytle, L. A., Nanney, M. S., Moe, S. G., Linde, J. A., & Hannan, P. J. (2016) · Preventive Medicine · doi:10.1016/j.ypmed.2016.06.001 · Cited by 38 · see citing works
Sedentary Lifestyle: Health Implications
Journals, I., Inyang, M. P., & Okey-Orji, S. (2015) · Figshare · doi:10.6084/m9.figshare.1344674 · Cited by 34 · see citing works
An Analysis of Behaviour Change Techniques Used in a Sample of Gestational Weight Management Trials
Soltani, H., Arden, M. A., Duxbury, A. M. S., & Fair, F. J. (2016) · Journal of Pregnancy · doi:10.1155/2016/1085916 · Cited by 34 · see citing works
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A systematic review of just-in-time adaptive interventions (JITAIs) to promote physical activity
Hardeman, W., Houghton, J., Lane, K., Jones, A., & Naughton, F. (2019) · International Journal of Behavioral Nutrition and Physical Activity · doi:10.1186/s12966-019-0792-7 · Cited by 396 · see citing works
“These interventions significantly reduced sitting time up to 6 months after the intervention, but only in studies with shorter follow-ups [4].”
Fitbit-based interventions for healthy lifestyle outcomes: systematic review and meta-analysis
Ringeval, M., Wagner, G., Denford, J., Paré, G., & Kitsiou, S. (2020) · Journal of Medical Internet Research · doi:10.2196/23954 · Cited by 225 · see citing works
“Furthermore, there is inconclusive evidence that wearable-based interventions are effective at achieving healthier lifestyles through decreases in sedentary behavior [16,34] or through weight loss [28,30,32,35].”
BackgroundBidargaddi, N., Almirall, D., Murphy, S., Nahum-Shani, I., Kovalcik, M., Pituch, T., Maaieh, H., & Strecher, V. (2018) · JMIR mHealth and uHealth · doi:10.2196/10123 · Cited by 189 · see citing works
Digital Interventions on Healthy Lifestyle Management: Systematic Review
Chatterjee, A., Prinz, A., Gerdes, M. W., & Martínez, S. (2021) · Journal of Medical Internet Research · doi:10.2196/26931 · Cited by 214 · see citing works
Müller, A. M., Maher, C. A., Vandelanotte, C., Hingle, M., Middelweerd, A., Lopez, M. L., DeSmet, A., Short, C. E., Nathan, N., Hutchesson, M. J., et al. (2018) · Journal of Medical Internet Research · doi:10.2196/jmir.8954 · Cited by 180 · see citing works
Buckingham, S. A., Williams, A. J., Morrissey, K., Price, L., & Harrison, J. (2019) · Digital Health · doi:10.1177/2055207619839883 · Cited by 182 · see citing works
Mair, J. L., Salamanca-Sanabria, A., Augsburger, M., Frese, B. F., Abend, S., Jakob, R., Kowatsch, T., & Haug, S. (2023) · Annals of Behavioral Medicine · doi:10.1093/abm/kaad041 · Cited by 157 · see citing works
Self-citationNguyen, P. K., Le, L. K., Nguyen, D., Gao, L., Dunstan, D. W., & Moodie, M. (2020) · International Journal of Behavioral Nutrition and Physical Activity · doi:10.1186/s12966-020-01009-3 · Cited by 139 · see citing works
Zarnowiecki, D. M., Mauch, C. E., Middleton, G., Matwiejczyk, L., Watson, W. L., Dibbs, J., Dessaix, A., & Golley, R. K. (2020) · International Journal of Behavioral Nutrition and Physical Activity · doi:10.1186/s12966-020-0915-1 · Cited by 128 · see citing works
Herrera-Perez, D., Haslam, A., Crain, T., Gill, J., Livingston, C. J., Kaestner, V., Hayes, M., Morgan, D., Cifu, A. S., & Prasad, V. K. (2019) · eLife · doi:10.7554/elife.45183 · Cited by 115 · see citing works
Shrestha, N., Grgić, J., Wiesner, G., Parker, A. G., Podnar, H., Bennie, J. A., Biddle, S., & Pedišić, Ž. (2018) · British Journal of Sports Medicine · doi:10.1136/bjsports-2017-098270 · Cited by 108 · see citing works
Ludwig, K., Arthur, R., Sculthorpe, N. F., Fountain, H., & Buchan, D. S. (2018) · JMIR mhealth and uhealth · doi:10.2196/10799 · Cited by 106 · see citing works
Poppe, L., De Bourdeaudhuij, I., Verloigne, M., Shadid, S., Van Cauwenberg, J., Compernolle, S., & Crombez, G. (2019) · Journal of Medical Internet Research · doi:10.2196/13363 · Cited by 104 · see citing works
Nurmi, J., Knittle, K. P., Ginchev, T., Khattak, F., Helf, C., Zwickl, P., Castellano‐Tejedor, C., Lusilla, P., Costa‐Requena, J., Ravaja, N., et al. (2019) · JMIR mhealth and uhealth · doi:10.2196/12884 · Cited by 93 · see citing works
Nieste, I., Franssen, W. M. A., Spaas, J., Bruckers, L. M., Savelberg, H. H. C. M., & Eijnde, B. O. (2021) · Preventive Medicine · doi:10.1016/j.ypmed.2021.106593 · Cited by 94 · see citing works
Effectiveness of physical activity monitors in adults: systematic review and meta-analysis
Larsen, R. T., Wagner, V., Korfitsen, C. B., Keller, C., Juhl, C. B., Langberg, H., & Christensen, J. (2022) · BMJ · doi:10.1136/bmj-2021-068047 · Cited by 98 · see citing works
Personalized Physical Activity Coaching: A Machine Learning Approach
Dijkhuis, T. B., Blaauw, F. J., van Ittersum, M. W., Velthuijsen, H., & Aiello, M. (2018) · Sensors · doi:10.3390/s18020623 · Cited by 92 · see citing works
Liu, J. Y. W., Kor, P. P. K., Chan, C. P.-Y., Kwan, R. Y. C., & Cheung, D. S. K. (2020) · Archives of Gerontology and Geriatrics · doi:10.1016/j.archger.2020.104211 · Cited by 89 · see citing works
Improving the public health impact of eHealth and mHealth interventions
Grady, A., Yoong, S., Sutherland, R., Lee, H., Nathan, N., & Wolfenden, L. (2018) · Australian and New Zealand Journal of Public Health · doi:10.1111/1753-6405.12771 · Cited by 79 · see citing works
Diaz, K. M., Duran, A. T., Colabianchi, N., Judd, S. E., Howard, V. J., & Hooker, S. P. (2018) · American Journal of Epidemiology · doi:10.1093/aje/kwy271 · Cited by 83 · 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
Mair, J. L., Hayes, L. D., Campbell, A. K., Buchan, D. S., Easton, C., & Sculthorpe, N. F. (2022) · JMIR Formative Research · doi:10.2196/34662 · Cited by 75 · see citing works
Self-citationWearable 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
Szinay, D., Forbes, C. C., Busse, H., DeSmet, A., Smit, E. S., & König, L. M. (2023) · Obesity Reviews · doi:10.1111/obr.13542 · Cited by 71 · see citing works
Maxwell‐Smith, C., Hince, D., Cohen, P. A., Bulsara, M. K., Boyle, T., Platell, C. F. E., Tan, P., Levitt, M., Salama, P. R., Tan, J., et al. (2019) · Psycho-Oncology · doi:10.1002/pon.5090 · Cited by 63 · see citing works
Zhang, M., Wang, W., Li, M., Sheng, H., & Zhai, Y. (2022) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph19084905 · Cited by 63 · see citing works
Gold, N., Yau, A., Rigby, B., Dyke, C., Remfry, E. A., & Chadborn, T. (2021) · Journal of Medical Internet Research · doi:10.2196/19688 · Cited by 56 · see citing works
Rawlings, G. H., Williams, R., Clarke, D. J., English, C., Fitzsimons, C. F., Holloway, I., Lawton, R., Mead, G. E., Patel, A. K., & Förster, A. (2019) · BMC Public Health · doi:10.1186/s12889-019-7365-1 · Cited by 61 · see citing works
Hutchesson, M. J., Gough, C., Müller, A. M., Short, C. E., Whatnall, M. C., Ahmed, M., Pearson, N., Yin, Z., Ashton, L. M., Maher, C., et al. (2021) · Obesity Reviews · doi:10.1111/obr.13295 · Cited by 60 · see citing works
Damen, I., Brombacher, H., Lallemand, C., Brankaert, R., Brombacher, A., van Wesemael, P. J. V., & Vos, S. B. (2020) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph17020499 · Cited by 59 · see citing works
Yen, H. (2020) · Quality of Life Research · doi:10.1007/s11136-020-02680-6 · Cited by 57 · see citing works
Hardcastle, S. J., Castuera, R. J., Maxwell‐Smith, C., Bulsara, M. K., & Hince, D. (2020) · PLoS ONE · doi:10.1371/journal.pone.0240967 · Cited by 55 · see citing works
Chatterjee, A., Gerdes, M. W., Prinz, A., & Martínez, S. (2021) · Journal of Medical Internet Research · doi:10.2196/23533 · Cited by 55 · see citing works
Long-Term and Acute Benefits of Reduced Sitting on Vascular Flow and Function
Hartman, Y., TILLMANS, L. C. M., BENSCHOP, D. L., Hermans, A. N. L., Nijssen, K. M. R., Eijsvogels, T. M. H., Willems, P. H. G. M., Tack, C. J., Hopman, M. T. E., Claassen, J. A. H. R., et al. (2020) · Medicine & Science in Sports & Exercise · doi:10.1249/mss.0000000000002462 · Cited by 54 · see citing works
Behavior Change Techniques Incorporated in Fitness Trackers: Content Analysis
Chia, G. L. C., Anderson, A., & McLean, L. A. (2019) · JMIR mHealth and uHealth · doi:10.2196/12768 · Cited by 50 · see citing works
Kim, B., Lee, D., Min, A., Paik, S., Frey, G. C., Bellini, S., Han, K., & Shih, P. C. (2020) · PLoS ONE · doi:10.1371/journal.pone.0237966 · Cited by 50 · 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
Martín‐Martín, J., Roldán‐Jiménez, C., De-Torres, I., Muro-Culebras, A., Escriche-Escuder, A., González‐Sánchez, M., Ruiz‐Muñoz, M., Mayoral, F., Biró, A., Tang, W. J., et al. (2021) · Frontiers in Digital Health · doi:10.3389/fdgth.2021.620383 · Cited by 47 · see citing works
Provider Perspectives on Integrating Sensor-Captured Patient-Generated Data in Mental Health Care
Ng, A., Kornfield, R., Schueller, S. M., Zalta, A. K., Brennan, M. B., & Reddy, M. C. (2019) · Proceedings of the ACM on Human-Computer Interaction · doi:10.1145/3359217 · Cited by 46 · see citing works
de Sousa, D., Fogel, A. A. A., Azevedo, J., & Padrão, P. (2022) · Nutrients · doi:10.3390/nu14061258 · Cited by 57 · see citing works
Patterson, K., Davey, R., Keegan, R. J., & Freene, N. (2021) · PLoS ONE · doi:10.1371/journal.pone.0258460 · Cited by 45 · see citing works
The impact of technology on promoting physical activities and mental health: a gender-based study
Liu, Y., Zhang, H., & Xu, R. (2023) · BMC Psychology · doi:10.1186/s40359-023-01348-3 · Cited by 53 · see citing works
Sandborg, J., Henriksson, P., Larsen, E., Lindqvist, A.-K., Rutberg, S., Söderström, E., Maddison, R., & Löf, M. (2021) · JMIR mhealth and uhealth · doi:10.2196/26159 · Cited by 45 · see citing works
Keeping track of railway safety and the mechanisms for risk
Crawford, E. G. C., & Kift, R. L. (2018) · Safety Science · doi:10.1016/j.ssci.2018.07.004 · Cited by 44 · see citing works
Hernández-Reyes, A., Cámara‐Martos, F., Molina‐Recio, G., Molina‐Luque, R., Romero‐Saldaña, M., & Rojas, R. M. (2019) · JMIR mhealth and uhealth · doi:10.2196/13747 · Cited by 46 · see citing works
Allicock, M. A., Kendzor, D. E., Sedory, A., Gabriel, K. P., Swartz, M. D., Thomas, P., Yudkin, J. S., & Rivers, A. (2020) · Journal of Racial and Ethnic Health Disparities · doi:10.1007/s40615-020-00767-x · Cited by 40 · see citing works
Prince, S. A., Reed, J. L., Cotie, L. M., Harris, J., Pipe, A. L., & Reid, R. D. (2018) · International Journal of Cardiology · doi:10.1016/j.ijcard.2018.07.082 · Cited by 40 · see citing works
McMillan, B., Easton, K., Goyder, E., Delaney, B., Madhuvrata, P., Abdelgalil, R., & Mitchell, C. A. (2018) · British Journal of General Practice · doi:10.3399/bjgp18x695297 · Cited by 40 · see citing works
Leveraging Mobile Technology for Public Health Promotion: A Multidisciplinary Perspective
Hicks, J. L., Boswell, M. A., Althoff, T., Crum, A. J., Ku, J. P., Landay, J. A., Moya, P. M. L., Murnane, E. L., Snyder, M. P., King, A. C., et al. (2022) · Annual Review of Public Health · doi:10.1146/annurev-publhealth-060220-041643 · Cited by 43 · see citing works
Kracht, C. L., Hutchesson, M., Ahmed, M., Müller, A. M., Ashton, L. M., Brown, H. M., DeSmet, A., Maher, C. A., Mauch, C. E., Vandelanotte, C., et al. (2021) · Obesity Reviews · doi:10.1111/obr.13331 · Cited by 37 · see citing works
Ek, A. E., Alexandrou, C., Söderström, E., Bergman, P., Nyström, C. D., Direito, A., Eriksson, U., Henriksson, P., Maddison, R., Lagerros, Y. T., et al. (2020) · JMIR mhealth and uhealth · doi:10.2196/18531 · Cited by 36 · see citing works
Wang, C., Lu, E. Y., Sun, W. J., Chang, J. R., & Tsang, H. W. H. (2024) · Public Health · doi:10.1016/j.puhe.2024.02.013 · Cited by 36 · see citing works
Stroke survivors’ perceptions of their sedentary behaviours three months after stroke
Fitzsimons, C. F., Nicholson, S. L., Morris, J. H., Mead, G. E., CHASTIN, S. F. M., & Niven, A. G. (2020) · Disability and Rehabilitation · doi:10.1080/09638288.2020.1768304 · Cited by 36 · see citing works
Carter, S. E., Draijer, R., Maxwell, J. D., Morris, A. S., Pedersen, S., Graves, L., Thijssen, D. H. J., & Hopkins, N. D. (2020) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph17238942 · Cited by 38 · see citing works
Why do people sit? A framework for targeted behavior change
ten Broeke, P., Gardner, B., Beckers, D. G. J., Geurts, S. A. E., & Bijleveld, E. (2022) · Health Psychology Review · doi:10.1080/17437199.2022.2143851 · Cited by 36 · see citing works
Rollo, S., & Harry Prapavessis, A. (2020) · Applied Psychology Health and Well-Being · doi:10.1111/aphw.12201 · Cited by 34 · see citing works
Nuss, K. J., & Li, K. (2021) · Computers in Human Behavior · doi:10.1016/j.chb.2021.106798 · Cited by 35 · see citing works
Clarkson, P., Stephenson, A., Grimmett, C., Cook, K., Clark, C., Muckelt, P. E., O’Gorman, P., Saynor, Z., Adams, J., Stokes, M., et al. (2022) · DIGITAL HEALTH · doi:10.1177/20552076221089778 · Cited by 43 · see citing works
Self-citationChatterjee, A., Pahari, N., Prinz, A., & Riegler, M. A. (2022) · Scientific Reports · doi:10.1038/s41598-022-24118-4 · Cited by 34 · see citing works
Stecher, C. D., Pfisterer, B., Harden, S. M., Epstein, D. R., Hirschmann, J. M., Wunsch, K., & Buman, M. P. (2023) · JMIR mhealth and uhealth · doi:10.2196/43162 · Cited by 35 · see citing works
Parés-Salomón, I., Señé-Mir, A. M., Martín-Bozas, F., Loef, B., Coffey, A., Dowd, K., Jabardo-Camprubí, G., Proper, K. I., Puig-Ribera, A. M., & Roig, J. B. (2024) · International Journal of Behavioral Nutrition and Physical Activity · doi:10.1186/s12966-024-01595-6 · Cited by 33 · see citing works
Understanding Walking Meetings: Drivers and Barriers
Damen, I., Lallemand, C., Brankaert, R., Brombacher, A., van Wesemael, P. J. V., & Vos, S. B. (2020) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3313831.3376141 · Cited by 32 · see citing works
Freene, N., van Berlo, S., McManus, M., Mair, T., & Davey, R. (2020) · JMIR Formative Research · doi:10.2196/17359 · Cited by 33 · see citing works
Hu, R., van Velthoven, M. H., & Meinert, E. (2019) · JMIR mhealth and uhealth · doi:10.2196/12651 · Cited by 31 · see citing works
Diamond, R., & Byrd, E. K. (2020) · Journal of Affective Disorders · doi:10.1016/j.jad.2020.07.137 · Cited by 31 · see citing works
Oba, T., Takano, K., Katahira, K., & Kimura, K. (2023) · JMIR mhealth and uhealth · doi:10.2196/49148 · Cited by 30 · see citing works
Lee, D., Frey, G. C., Cheng, A., & Shih, P. C. (2018) · International Conference on Virtual Worlds and Games for Serious Applications (VS-Games) · doi:10.1109/vs-games.2018.8493439 · Cited by 29 · see citing works
Lee, D., Frey, G. C., Min, A., Kim, B., Cothran, D. J., Bellini, S., Han, K., & Shih, P. C. (2020) · Health Informatics Journal · doi:10.1177/1460458220952909 · Cited by 29 · see citing works
Swindle, T., Poosala, A. B., Zeng, N., Børsheim, E., Andres, A., & Bellows, L. L. (2021) · Journal of Medical Internet Research · doi:10.2196/28230 · Cited by 31 · see citing works
Staying Active While Staying Home: The Use of Physical Activity Technologies During Life Disruptions
Newbold, J. W., Rudnicka, A., & Cox, A. L. (2021) · Frontiers in Digital Health · doi:10.3389/fdgth.2021.753115 · Cited by 32 · see citing works
Evaluation of Children’s Screen Viewing Time and Parental Role in Household Context
Nwankwo, F., Shin, H. D., Al‐Habaibeh, A., & Massoud, H. K. (2019) · Global Pediatric Health · doi:10.1177/2333794x19878062 · Cited by 28 · see citing works
Girginov, V., Moore, P., Olsen, N., Godfrey, T., & Cooke, F. (2020) · Cogent Social Sciences · doi:10.1080/23311886.2020.1742517 · Cited by 28 · see citing works
Haile, C., Kirk, A. F., Cogan, N. A., Janssen, X., Gibson, A., & MacDonald, B. (2020) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph17165763 · Cited by 27 · see citing works
Behavior change through wearables: the interplay between self-leadership and IT-based leadership
Lehrer, C., Eseryel, U. Y., Rieder, A., & Jung, R. (2021) · Electronic Markets · doi:10.1007/s12525-021-00474-3 · Cited by 28 · see citing works
Sitting Posture Recognition and Feedback: A Literature Review
Krauter, C., Angerbauer, K., Calepso, A. S., Achberger, A., Mayer, S., & Sedlmair, M. (2024) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3613904.3642657 · Cited by 26 · see citing works
III. Personenbezogene Tätigkeiten im digitalen Wandel
Schlicht, L., Melzer, M., & Rösler, U. (2022) · Nomos Verlagsgesellschaft mbH & Co. KG eBooks · doi:10.5771/9783748927372-59 · Cited by 25 · see citing works
Jiang, S., Ng, J. Y. Y., Chong, K. H., Peng, B., & Ha, A. S. C. (2024) · Journal of Medical Internet Research · doi:10.2196/52905 · Cited by 24 · see citing works
Huang, Y., Benford, S., Price, D., Patel, R., Li, B., Ivanov, A., & Blake, H. (2020) · JMIR mhealth and uhealth · doi:10.2196/17914 · Cited by 23 · see citing works
Qin, Y., Wang, X., & Namkoong, K. (2021) · Mobile Media & Communication · doi:10.1177/20501579211054929 · Cited by 22 · see citing works
Rudnicka, A., Cook, D., Cecchinato, M. E., Gould, S. J. J., Newbold, J. W., & Cox, A. L. (2022) · Annual Symposium on Human-Computer Interaction for Work (CHIWORK) · doi:10.1145/3533406.3533409 · Cited by 23 · see citing works
Yang, S., Cha, M.-J., van Kessel, R., Warrier, G., Thrul, J., Lee, M., Yoon, J., Kang, D., & Cho, J. (2025) · Journal of Medical Internet Research · doi:10.2196/71349 · Cited by 22 · see citing works
RETRACTED: Multimodal discourse analysis in the blended teaching of college English flipped class
Dou, Q. (2021) · International Journal of Electrical Engineering Education · doi:10.1177/00207209211004212 · Cited by 22 · see citing works
RetractedPhysical Activity and Sedentary Behaviors of Young Children: Trends from 2009 to 2018
Venetsanou, F., Emmanouılıdou, K., Kouli, O., Bebetsos, E., Comoutos, N., & Kambas, A. (2020) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph17051645 · Cited by 22 · see citing works
Curran, F., Blake, C. M., Cunningham, C., Perrotta, C., van der Ploeg, H. P., Matthews, J. J., & O’Donoghue, G. (2021) · PLoS ONE · doi:10.1371/journal.pone.0256828 · Cited by 20 · see citing works
Temporal dynamics of sitting behavior at work
ten Broeke, P., Olthof, M., Beckers, D. G. J., Hopkins, N. D., Graves, L., Carter, S. E., Cochrane, M., Gavin, D., Morris, A. S., Lichtwarck‐Aschoff, A., et al. (2020) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.2001284117 · Cited by 20 · see citing works
Recio-Rodriguez, J. I., Gómez-Marcos, M. Á., Agudo-Conde, C., Ramı́rez, I., González-Viejo, N., Gómez-Arranz, A., Salcedo‐Aguilar, F., Rodríguez‐Sánchez, E., Alonso‐Domínguez, R., Sánchez‐Aguadero, N., et al. (2018) · Medicine · doi:10.1097/md.0000000000009633 · Cited by 20 · see citing works
Stephenson, A., McDonough, S., MURPHY, M. H., Nugent, C., Wilson, I. M., & Mair, J. L. (2020) · Journal of Occupational and Environmental Medicine · doi:10.1097/jom.0000000000001777 · Cited by 20 · see citing works
Self-citationGarcía-Pérez-de-Sevilla, G., Guido, O. B., la Cruz, M. D. L. P. D., Fernández, A. B., Alejo, L. B., Goercke, M. I. R., & Pérez, M. (2021) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph182212198 · Cited by 19 · see citing works
Ciravegna, F., Gao, J., Ireson, N., Copeland, R. J., Walsh, J., & Lanfranchi, V. (2019) · International Conference on Pervasive Computing Technologies for Healthcare · doi:10.1145/3329189.3329208 · Cited by 22 · see citing works
Wang, Y., König, L. M., & Reiterer, H. (2020) · JMIR Formative Research · doi:10.2196/15369 · Cited by 20 · see citing works
Sun, J., Gu, Y., Gu, D., Su, K., Wang, X., Liang, C., & Yang, X. (2025) · Internet Research · doi:10.1108/intr-07-2024-1049 · Cited by 18 · see citing works
Hernández-Reyes, A., Molina‐Recio, G., Molina‐Luque, R., Romero‐Saldaña, M., Cámara‐Martos, F., & Rojas, R. M. (2020) · BMC Medical Informatics and Decision Making · doi:10.1186/s12911-020-1058-7 · Cited by 18 · see citing works
Effectiveness of eHealth Interventions Targeting Employee Health Behaviors: Systematic Review
Sevic, A., Hashemi, N. S. P., Thørrisen, M. M., Strømstad, K., Skarpaas, L. S., Storm, M., & Brønnick, K. (2023) · Journal of Medical Internet Research · doi:10.2196/38307 · Cited by 17 · see citing works
Dillon, K., & Harry Prapavessis, A. (2020) · Journal of Aging and Physical Activity · doi:10.1123/japa.2019-0440 · Cited by 17 · see citing works
Lansing, J. E., Ellingson, L. D., DeShaw, K. J., Cruz-Maldonado, G., Hurt, T. R., & Meyer, J. D. (2021) · BMC Public Health · doi:10.1186/s12889-021-10238-5 · Cited by 17 · see citing works
Stephenson, A., García-Constantino, M., McDonough, S., MURPHY, M. H., Nugent, C., & Mair, J. L. (2020) · Digital Health · doi:10.1177/2055207620913410 · Cited by 14 · see citing works
Self-citationEdwardson, C. L., Abell, L., Clarke-Cornwell, A. M., Dunstan, D. W., Gray, L. J., Healy, G. N., Hadjiconstantinou, M., Wilson, P., Maylor, B. D., Munir, F., et al. (2023) · International Journal of Behavioral Nutrition and Physical Activity · doi:10.1186/s12966-023-01548-5 · Cited by 16 · see citing works
Morris, A. S., Mackintosh, K. A., Dunstan, D., Owen, N., Dempsey, P., Pennington, T., & McNarry, M. A. (2020) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph17249300 · Cited by 15 · see citing works
McCool, J., Tanielu, H., Umali, E., & Whittaker, R. (2018) · JMIR mHealth and uHealth · doi:10.2196/mhealth.9033 · Cited by 15 · see citing works
- Authors
- Stephenson, A., McDonough, S. M., Murphy, M. H., Nugent, C. D., & Mair, J. L.
- Affiliations
- University of Ulster (GB)
- Corresponding author
- Stephenson, Aoife
- Venue
- International Journal of Behavioral Nutrition and Physical Activity
- Published
- 2017-08-11
- Volume
- 14
- Issue
- 1
- Pages
- 105-105
- ISSN
- 1479-5868 (ISSN-L)
- PMC
- PMC5553917
- OpenAlex
- W2744204866
- Cited by
- 290
- References
- 59
- Citations by year
- 2026: 16 · 2025: 28 · 2024: 29 · 2023: 25 · 2022: 44 · 2021: 49 · 2020: 52 · 2019: 22 · 2018: 20 · 2017: 4
- FWCI
- 3.29
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- cc-by
- Locations
- International Journal of Behavioral Nutrition and Physical Activity (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- Ulster University Research Portal (Ulster University) (submittedVersion, cc-by)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Edinburgh Napier Research Repository (Edinburgh Napier University) (submittedVersion, cc-by)
- Funders
- Ulster University (PhD Scholarship)
- 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
- sedentary behavior, technology-based interventions, mobile application, wearable activity trackers, computer-based intervention, behaviour change techniques, sitting time reduction, self-monitoring, prompts and cues, social support, goal setting, healthy adults, intervention effectiveness, attrition, long-term follow-up, risk of bias
- MeSH terms
- Wearable Electronic Devices, Health Promotion, Humans, Health Behavior, Randomized Controlled Trials as Topic, Databases, Factual, Sedentary Behavior, Mobile Applications
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