Evidence-Based Strategies in Weight-Loss Mobile Apps
Abstract
Background Physicians have limited time for weight-loss counseling, and there is a lack of resources to which they can refer patients for assistance with weight loss. Weight-loss mobile applications (apps) have the potential to be a helpful tool, but the extent to which they include the behavioral strategies included in evidence-based interventions is unknown.Purpose The primary aims of the study were to determine the degree to which commercial weight-loss mobile apps include the behavioral strategies included in evidence-based weight-loss interventions, and to identify features that enhance behavioral strategies via technology.Methods Thirty weight-loss mobile apps, available on iPhone and/or Android platforms, were coded for whether they included any of 20 behavioral strategies derived from an evidence-based weight-loss program (i.e., Diabetes Prevention Program). Data on available apps were collected in January 2012; data were analyzed in June 2012.Results The apps included on average 18.83% (SD=13.24; range=0%-65%) of the 20 strategies. Seven of the strategies were not found in any app. The most common technology-enhanced features were barcode scanners (56.7%) and a social network (46.7%).Conclusions Weight-loss mobile apps typically included only a minority of the behavioral strategies found in evidence-based weight-loss interventions. Behavioral strategies that help improve motivation, reduce stress, and assist with problem solving were missing across apps. Inclusion of additional strategies could make apps more helpful to users who have motivational challenges.
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Considerable attention has been paid to whether existing, often commercial, apps provide theory and evidence-based BCTs.
“To date, considerable attention has been paid to whether existing, often commercial, apps provide theory and evidence-based BCTs [66-71].”
From Understanding Usage of a Hybrid Website and Smartphone App for Weight Management: A Mixed-Methods Study (2014) · cites this paper as [71]
Cites
Reduction in the incidence of type 2 diabetes with lifestyle intervention or metformin
(2002) · New England Journal of Medicine · doi:10.1056/nejmoa012512 · Cited by 19,011 · see citing works
The Diabetes Prevention Program (DPP)
The Diabetes Prevention Program (DPP) Research Group (2002) · Diabetes Care · doi:10.2337/diacare.25.12.2165 · Cited by 1,938 · see citing works
Reduction in Weight and Cardiovascular Disease Risk Factors in Individuals With Type 2 Diabetes
The Look AHEAD Research Group (2007) · Diabetes Care · doi:10.2337/dc07-0048 · Cited by 1,522 · see citing works
Self-monitoring in weight loss: a systematic review of the literature
Burke, L. E., Wang, J., & Sevick, M. A. (2011) · Journal of the American Dietetic Association · doi:10.1016/j.jada.2010.10.008 · Cited by 1,203 · see citing works
The Look AHEAD Research Group (2003) · Controlled Clinical Trials · doi:10.1016/s0197-2456(03)00064-3 · Cited by 767 · see citing works
iPhone Apps for Smoking Cessation
Abroms, L. C., Padmanabhan, N., Thaweethai, L., & Phillips, T. (2011) · American Journal of Preventive Medicine · doi:10.1016/j.amepre.2010.10.032 · Cited by 365 · see citing works
Weight loss—there is an app for that! But does it adhere to evidence-informed practices?
Breton, E. R., Fuemmeler, B. F., & Abroms, L. C. (2011) · Translational Behavioral Medicine · doi:10.1007/s13142-011-0076-5 · Cited by 276 · see citing works
Advancing the science of mHealth
Nilsen, W., Kumar, S., Shar, A., Varoquiers, C., Wiley, T., Riley, W. T., Pavel, M., & Atienza, A. A. (2012) · Journal of Health Communication · doi:10.1080/10810730.2012.677394 · Cited by 226 · see citing works
A systematic review of the translational research on the Diabetes Prevention Program
Whittemore, R. (2011) · Translational Behavioral Medicine · doi:10.1007/s13142-011-0062-y · Cited by 173 · see citing works
Smoking cessation treatment on the Internet: Content, quality, and usability
Bock, B., Graham, A., Sciamanna, C., Ph.D, J. K., Whiteley, J., Carmona-Barros, R., Niaura, R., & Abrams, D. (2004) · Nicotine & Tobacco Research · doi:10.1080/14622200410001676332 · Cited by 137 · see citing works
Association of Major Depression and Binge Eating Disorder with Weight Loss in a Clinical Setting
Pagoto, S., Bodenlos, J. S., Kantor, L., Gitkind, M., Curtin, C., & Ma, Y. (2007) · Obesity · doi:10.1038/oby.2007.307 · Cited by 119 · see citing works
Self-citationPagoto, S., Schneider, K. L., Whited, M. C., Oleski, J. L., Merriam, P. A., Appelhans, B. M., Ma, Y., Olendzki, B. C., Waring, M. E., Busch, A. M., et al. (2013) · International Journal of Obesity · doi:10.1038/ijo.2013.25 · Cited by 102 · see citing works
Self-citationTranslating the diabetes prevention program into a hospital-based weight loss program.
Pagoto, S., Kantor, L. E., Bodenlos, J. S., Gitkind, M. J., & Ma, Y. (2008) · Health Psychology · doi:10.1037/0278-6133.27.1.s91 · Cited by 79 · see citing works
Self-citationThe current state of lifestyle intervention implementation research: where do we go next?
Pagoto, S. (2011) · Translational Behavioral Medicine · doi:10.1007/s13142-011-0071-x · Cited by 50 · see citing works
Self-citationPagoto, S., Curtin, C., Bandini, L. G., Anderson, S. E., Schneider, K. L., Bodenlos, J. S., & Ma, Y. (2010) · Eating and Weight Disorders - Studies on Anorexia Bulimia and Obesity · doi:10.1007/bf03325296 · Cited by 37 · see citing works
Self-citationSchneider, K. L., Bodenlos, J. S., Ma, Y., Olendzki, B. C., Oleski, J. L., Merriam, P. A., Crawford, S. L., Ockene, I. S., & Pagoto, S. (2008) · BMC Psychiatry · doi:10.1186/1471-244x-8-77 · Cited by 27 · see citing works
Self-citation
Flagged first, then by citations
Cited by
Sorted by citations
Lifestyle modification approaches for the treatment of obesity in adults.
Wadden, T. A., Tronieri, J. S., & Butryn, M. L. (2020) · American Psychologist · doi:10.1037/amp0000517 · Cited by 661 · 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
Who uses mobile phone health apps and does use matter? A secondary data analytics approach
Carroll, J. K., Moorhead, A., Bond, R., LeBlanc, W. G., Petrella, R. J., & Fiscella, K. (2017) · Journal of Medical Internet Research · doi:10.2196/jmir.5604 · Cited by 540 · see citing works
Behavior Change Techniques in Top-Ranked Mobile Apps for Physical Activity
Conroy, D. E., Yang, C., & Maher, J. P. (2014) · American Journal of Preventive Medicine · doi:10.1016/j.amepre.2014.01.010 · Cited by 466 · see citing works
Edwards, E. A., Lumsden, J., Rivas, C. A., Steed, L., Edwards, L. A., Thiyagarajan, A., Sohanpal, R., Caton, H., Griffiths, C., Munafo, M. R., et al. (2016) · BMJ Open · doi:10.1136/bmjopen-2016-012447 · Cited by 452 · see citing works
Mummah, S. A., Robinson, T. N., King, A. C., Gardner, C. D., & Sutton, S. (2016) · Journal of Medical Internet Research · doi:10.2196/jmir.5927 · Cited by 388 · see citing works
Evaluating mobile phone applications for health behaviour change: A systematic review
McKay, F. H., Cheng, C. C., Wright, A., Shill, J., Stephens, H., & Uccellini, M. (2016) · Journal of Telemedicine and Telecare · doi:10.1177/1357633x16673538 · Cited by 367 · see citing works
Bardus, M., van Beurden, S. B., Smith, J. R., & Abraham, C. (2016) · International Journal of Behavioral Nutrition and Physical Activity · doi:10.1186/s12966-016-0359-9 · Cited by 350 · see citing works
Direito, A., Dale, L. P., Shields, E., Dobson, R., Whittaker, R., & Maddison, R. (2014) · BMC Public Health · doi:10.1186/1471-2458-14-646 · Cited by 308 · see citing works
Boudreaux, E. D., Waring, M. E., Hayes, R. B., Sadasivam, R. S., Mullen, S. P., & Pagoto, S. (2014) · Translational Behavioral Medicine · doi:10.1007/s13142-014-0293-9 · Cited by 281 · see citing works
Self-citationSchöeppe, S., Alley, S., Rebar, A. L., Hayman, M., Bray, N. A., Lippevelde, W. V., Gnam, J.-P., Bachert, P., Direito, A., & Vandelanotte, C. (2017) · International Journal of Behavioral Nutrition and Physical Activity · doi:10.1186/s12966-017-0538-3 · Cited by 280 · see citing works
The mobile revolution—using smartphone apps to prevent cardiovascular disease
Neubeck, L., Lowres, N., Benjamin, E. J., Freedman, S. B., Coorey, G., & Redfern, J. (2015) · Nature Reviews Cardiology · doi:10.1038/nrcardio.2015.34 · Cited by 232 · see citing works
The Most Popular Smartphone Apps for Weight Loss: A Quality Assessment
Chen, J., Cade, J. E., & Allman-Farinelli, M. (2015) · JMIR mHealth and uHealth · doi:10.2196/mhealth.4334 · Cited by 219 · see citing works
A Novel Diabetes Prevention Intervention Using a Mobile App
Fukuoka, Y., Gay, C. L., Joiner, K. L., & Vittinghoff, E. (2015) · American Journal of Preventive Medicine · doi:10.1016/j.amepre.2015.01.003 · Cited by 204 · see citing works
The history and future of digital health in the field of behavioral medicine
Arigo, D., Jake‐Schoffman, D. E., Wolin, K. Y., Beckjord, E. B., Hekler, E. B., & Pagoto, S. (2019) · Journal of Behavioral Medicine · doi:10.1007/s10865-018-9966-z · Cited by 189 · see citing works
Self-citationBehavior Change Techniques in Popular Alcohol Reduction Apps
Crane, D., Garnett, C., Brown, J., West, R., & Michie, S. (2015) · Journal of Medical Internet Research · doi:10.2196/jmir.4060 · Cited by 177 · see citing works
Implementation of Behavior Change Techniques in Mobile Applications for Physical Activity
Yang, C., Maher, J. P., & Conroy, D. E. (2015) · American Journal of Preventive Medicine · doi:10.1016/j.amepre.2014.10.010 · Cited by 167 · see citing works
Mobile Apps for Weight Management: A Scoping Review
Rivera, J., McPherson, A., Hamilton, J., Birken, C., Coons, M., Iyer, S., Agarwal, A., Lalloo, C., & Stinson, J. (2016) · JMIR mHealth and uHealth · doi:10.2196/mhealth.5115 · Cited by 169 · see citing works
Intensive lifestyle intervention for obesity: principles, practices, and results.
Webb, V. L., & Wadden, T. A. (2017) · Gastroenterology · doi:10.1053/j.gastro.2017.01.045 · Cited by 167 · see citing works
Methods for Evaluating the Content, Usability, and Efficacy of Commercial Mobile Health Apps
Jake-Schoffman, D. E., Silfee, V. J., Waring, M. E., Boudreaux, E. D., Sadasivam, R. S., Mullen, S. P., Carey, J. L., Hayes, R. B., Ding, E. Y., Bennett, G. G., et al. (2017) · JMIR mHealth and uHealth · doi:10.2196/mhealth.8758 · Cited by 165 · see citing works
Self-citationSvetkey, L., Batch, B., Lin, P., Intille, S., Corsino, L., Tyson, C. C., Bosworth, H., Grambow, S., Voils, C., Loria, C. M., et al. (2015) · Obesity · doi:10.1002/oby.21226 · Cited by 157 · see citing works
How can weight‐loss app designers' best engage and support users? A qualitative investigation
Tang, J., Abraham, C., Stamp, E., & Greaves, C. (2015) · British Journal of Health Psychology · doi:10.1111/bjhp.12114 · Cited by 152 · see citing works
Moller, A. C., Merchant, G., Conroy, D. E., West, R., Hekler, E., Kugler, K. C., & Michie, S. (2017) · Journal of Behavioral Medicine · doi:10.1007/s10865-016-9818-7 · Cited by 151 · see citing works
Curtis, K., Lahiri, S., & Brown, K. (2015) · JMIR mhealth and uhealth · doi:10.2196/mhealth.3857 · Cited by 144 · see citing works
Godino, J., Merchant, G., Norman, G., Donohue, M., Marshall, S. J., Fowler, J., Calfas, K., Huang, J. S., Rock, C., Griswold, W., et al. (2016) · The Lancet Diabetes and Endocrinology · doi:10.1016/s2213-8587(16)30105-x · Cited by 135 · see citing works
How behavioral science can advance digital health
Pagoto, S., & Bennett, G. G. (2013) · Translational Behavioral Medicine · doi:10.1007/s13142-013-0234-z · Cited by 145 · see citing works
Self-citationChin, S. O., Keum, C., Woo, J., Park, J., Choi, H. J., Woo, J., & Rhee, S. Y. (2016) · Scientific Reports · doi:10.1038/srep34563 · Cited by 138 · see citing works
Chen, J., Lieffers, J. R. L., Bauman, A. E., Hanning, R. M., & Allman-Farinelli, M. A. (2017) · Journal of Human Nutrition and Dietetics · doi:10.1111/jhn.12446 · Cited by 144 · see citing works
Knight, E., Stuckey, M. I., Prapavessis, H., & Petrella, R. J. (2015) · JMIR mHealth and uHealth · doi:10.2196/mhealth.4003 · Cited by 112 · see citing works
Patel, M. L., Hopkins, C. M., Brooks, T. L., & Bennett, G. G. (2019) · JMIR mhealth and uhealth · doi:10.2196/12209 · Cited by 130 · see citing works
An evidence-based guide for obesity treatment in primary care.
Fitzpatrick, S. L., Wischenka, D., Appelhans, B. M., Pbert, L., Wang, M., Wilson, D. K., & Pagoto, S. L. (2016) · The American Journal of Medicine · doi:10.1016/j.amjmed.2015.07.015 · Cited by 125 · see citing works
Self-citationMobile Apps for Weight Management: A Review of the Latest Evidence to Inform Practice
Ghelani, D. P., Moran, L., Johnson, C., Mousa, A., & Naderpoor, N. (2020) · Frontiers in Endocrinology · doi:10.3389/fendo.2020.00412 · Cited by 125 · see citing works
DIETOS: A dietary recommender system for chronic diseases monitoring and management
Agapito, G., Simeoni, M., Calabrese, B., Carè, I., Lamprinoudi, T., Guzzi, P. H., Pujia, A., Fuíano, G., & Cannataro, M. (2017) · Computer Methods and Programs in Biomedicine · doi:10.1016/j.cmpb.2017.10.014 · Cited by 119 · see citing works
McKay, F. H., Slykerman, S., & Dunn, M. (2018) · JMIR mhealth and uhealth · doi:10.2196/11130 · Cited by 117 · see citing works
Tate, D. F., Lyons, E., & Valle, C. G. (2015) · Diabetes Spectrum · doi:10.2337/diaspect.28.1.45 · Cited by 119 · see citing works
Gerotechnology for Older Adults With Cardiovascular Diseases
Krishnaswami, A., Beavers, C. J., Dorsch, M. P., Dodson, J. A., Creber, R. M., Kitsiou, S., Goyal, P., Maurer, M. S., Wenger, N. K., Croy, D. S., et al. (2020) · Journal of the American College of Cardiology · doi:10.1016/j.jacc.2020.09.606 · Cited by 116 · see citing works
Scott, I. A., Scuffham, P., Gupta, D., Harch, T. M., Borchi, J., & Richards, B. (2018) · Australian Health Review · doi:10.1071/ah18064 · Cited by 120 · see citing works
Behavior Change Techniques in Apps for Medication Adherence
Morrissey, E. C., Corbett, T. K., Walsh, J. C., & Molloy, G. J. (2015) · American Journal of Preventive Medicine · doi:10.1016/j.amepre.2015.09.034 · Cited by 111 · see citing works
Lobelo, F., Kelli, H. M., Tejedor, S. C., Pratt, M., McConnell, M. V., Martin, S. S., & Welk, G. J. (2016) · Progress in Cardiovascular Diseases · doi:10.1016/j.pcad.2016.02.007 · Cited by 113 · see citing works
Mobile applications for obesity and weight management: current market characteristics
Nikolaou, C. K., & Lean, M. E. J. (2017) · International Journal of Obesity · doi:10.1038/ijo.2016.186 · Cited by 100 · see citing works
Forman, E. M., Goldstein, S. P., Crochiere, R. J., Butryn, M. L., Juarascio, A. S., Zhang, F., & Foster, G. D. (2019) · Translational Behavioral Medicine · doi:10.1093/tbm/ibz137 · Cited by 94 · see citing works
Svetkey, L. P., Batch, B. C., Lin, P., Intille, S. S., Corsino, L., Tyson, C. C., Bosworth, H. B., Grambow, S. C., Voils, C. I., Loria, C. M., et al. (2016) · Obesity · doi:10.1002/oby.21433 · Cited by 104 · see citing works
Brannon, E. E., & Cushing, C. C. (2014) · Journal of Pediatric Psychology · doi:10.1093/jpepsy/jsu108 · Cited by 103 · see citing works
Mummah, S. A., Robinson, T. N., Mathur, M. B., Farzinkhou, S., Sutton, S. R., & Gardner, C. D. (2017) · International Journal of Behavioral Nutrition and Physical Activity · doi:10.1186/s12966-017-0563-2 · Cited by 103 · see citing works
Patient-Driven Diabetes Care of the Future in the Technology Era
Ashrafzadeh, S., & Hamdy, O. (2019) · Cell Metabolism · doi:10.1016/j.cmet.2018.09.005 · Cited by 111 · see citing works
Hingle, M. D., & Patrick, H. (2016) · Journal of Nutrition Education and Behavior · doi:10.1016/j.jneb.2015.12.009 · Cited by 101 · 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
Subhi, Y., Bube, S. H., Bojsen, S. R., Thomsen, A. S. S., & Konge, L. (2015) · JMIR mhealth and uhealth · doi:10.2196/mhealth.4169 · Cited by 93 · see citing works
A quality review of smartphone applications for the management of pain
Portelli, P., & Eldred, C. (2016) · British Journal of Pain · doi:10.1177/2049463716638700 · Cited by 94 · see citing works
Turner‐McGrievy, G. M., Wilcox, S., Boutté, A. K., Hutto, B., Singletary, C. R., Muth, E. R., & Hoover, A. W. (2017) · Obesity · doi:10.1002/oby.21889 · Cited by 96 · see citing works
Spanakis, E. G., Santana, S., Tsiknakis, M., Kostas Marias, A., Sakkalis, V., Teixeira, A. J. S., Janssen, J. H., de Jong, H., & Tziraki, C. (2016) · Journal of Medical Internet Research · doi:10.2196/jmir.4863 · Cited by 92 · see citing works
Solbrig, L., Jones, R., Kavanagh, D., May, J., Parkin, T., & Andrade, J. (2017) · Internet Interventions · doi:10.1016/j.invent.2016.12.003 · Cited by 86 · see citing works
Mummah, S. A., King, A. C., Gardner, C. D., & Sutton, S. (2016) · International Journal of Behavioral Nutrition and Physical Activity · doi:10.1186/s12966-016-0400-z · Cited by 77 · see citing works
Primary Care Interventions for Obesity: Review of the Evidence
Tronieri, J. S., Wadden, T. A., Chao, A. M., & Tsai, A. G. (2019) · Current Obesity Reports · doi:10.1007/s13679-019-00341-5 · Cited by 86 · see citing works
Antoun, J., Itani, H., AlArab, N., & Elsehmawy, A. (2022) · JMIR mhealth and uhealth · doi:10.2196/35479 · Cited by 86 · see citing works
Diet App Use by Sports Dietitians: A Survey in Five Countries
Jospe, M. R., Fairbairn, K. A., Green, P., & Perry, T. (2015) · JMIR mhealth and uhealth · doi:10.2196/mhealth.3345 · Cited by 85 · see citing works
Asbjørnsen, R. A., Wentzel, J., Smedsrød, M. L., Hjelmesæth, J., Clark, M. M., Solberg Nes, L., & Van Gemert-Pijnen, J. E. W. C. (2020) · Journal of Medical Internet Research · doi:10.2196/22598 · Cited by 84 · see citing works
Gabrielli, S., Dianti, M., Maimone, R., Betta, M., Filippi, L., Ghezzi, M., & Forti, S. (2017) · JMIR mhealth and uhealth · doi:10.2196/mhealth.7080 · Cited by 87 · see citing works
What makes a mobile app successful in supporting health behaviour change?
Fitzgerald, M., & McClelland, T. (2017) · Health Education Journal · doi:10.1177/0017896916681179 · Cited by 62 · see citing works
Brown, H., Bucher, T., Collins, C. E., & Rollo, M. E. (2018) · Maternal and Child Nutrition · doi:10.1111/mcn.12768 · Cited by 79 · see citing works
Schootman, M., Nelson, E. J., Werner, K., Shacham, E., Elliott, M., Ratnapradipa, K. L., Lian, M., & McVay, A. B. (2016) · International Journal of Health Geographics · doi:10.1186/s12942-016-0050-z · Cited by 80 · see citing works
Morrison, L. G., Hargood, C., Lin, S. X., Dennison, L., Joseph, J., Hughes, S., Michaelides, D. T., Johnston, D., Johnston, M., Michie, S., et al. (2014) · Journal of Medical Internet Research · doi:10.2196/jmir.3579 · Cited by 79 · see citing works
Forman, E. M., Goldstein, S. P., Zhang, F., Evans, B. C., Manasse, S. M., Butryn, M. L., Juarascio, A. S., Abichandani, P., Martin, G. J., & Foster, G. D. (2019) · Translational Behavioral Medicine · doi:10.1093/tbm/iby016 · Cited by 77 · see citing works
The Promotion of Eating Behaviour Change through Digital Interventions
Chen, Y., Pérez-Cueto, F. J. A., Giboreau, A., Mavridis, I. K., & Hartwell, H. J. (2020) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph17207488 · Cited by 73 · see citing works
The Use of Smartphone Fitness Applications: The Role of Self-Efficacy and Self-Regulation
Vinnikova, A., Lu, L., Wei, J., Fang, G., & Yan, J. (2020) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph17207639 · Cited by 80 · see citing works
Okorodudu, D. E., Bosworth, H. B., & Corsino, L. (2015) · Annals of Medicine · doi:10.3109/07853890.2014.931102 · Cited by 75 · see citing works
Social media and applications to health behavior
Maher, C. A., Ryan, J. C., Kernot, J., Podsiadly, J., & Keenihan, S. H. (2015) · Current Opinion in Psychology · doi:10.1016/j.copsyc.2015.10.021 · Cited by 73 · see citing works
Mobile Phone and Web 2.0 Technologies for Weight Management: A Systematic Scoping Review
Bardus, M., Smith, J. R., Samaha, L., & Abraham, C. (2015) · Journal of Medical Internet Research · doi:10.2196/jmir.5129 · Cited by 74 · see citing works
Flaherty, S. J., McCarthy, M. B., Collins, A., & McAuliffe, F. M. (2017) · Public Health Nutrition · doi:10.1017/s1368980017002889 · Cited by 76 · see citing works
Torous, J., Levin, M. E., Ahern, D. K., & Oser, M. L. (2017) · Cognitive and Behavioral Practice · doi:10.1016/j.cbpra.2016.05.007 · Cited by 73 · see citing works
Kim, H., & Seo, K. (2019) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph17010015 · Cited by 73 · see citing works
Hales, S. B., Turner‐McGrievy, G. M., Wilcox, S., Fahim, A., Davis, R. E., Huhns, M. N., & Valafar, H. (2016) · International Journal of Medical Informatics · doi:10.1016/j.ijmedinf.2016.07.003 · Cited by 73 · see citing works
Hickie, I., Davenport, T., Burns, J., Milton, A., Ospina-Pinillos, L., Whittle, L., Ricci, C. S., McLoughlin, L., Mendoza, J., Cross, S., et al. (2019) · Medical Journal of Australia · doi:10.5694/mja2.50349 · Cited by 59 · see citing works
Health and Fitness Apps for Hands-Free Voice-Activated Assistants: Content Analysis
Chung, A. E., Griffin, A. C., Selezneva, D., & Gotz, D. (2018) · JMIR mHealth and uHealth · doi:10.2196/mhealth.9705 · Cited by 70 · see citing works
“methodologies specific to VAA apps, we used existing methods for evaluating the content of mobile health apps for guidance [17-21,28].”
BackgroundMethodBackground for Real-Time Monitoring and Intervention Related to Alcohol Use
Beckjord, E. B. (2014) · Alcohol research · doi:10.35946/arcr.v36.1.02 · Cited by 65 · see citing works
Chen, J., Bauman, A. E., & Allman-Farinelli, M. A. (2016) · Telemedicine Journal and e-Health · doi:10.1089/tmj.2015.0159 · Cited by 65 · see citing works
Use of Mobile Health Technology in the Prevention and Management of Diabetes Mellitus
Hartz, J., Yingling, L., & Powell-Wiley, T. M. (2016) · Current Cardiology Reports · doi:10.1007/s11886-016-0796-8 · Cited by 64 · see citing works
Teeriniemi, A.-M., Salonurmi, T., Jokelainen, T., Vähänikkilä, H., Alahäivälä, T., Karppinen, P., Enwald, H., Huotari, M., Laitinen, J. H., B, H. O.-K. A., et al. (2018) · Journal of Internal Medicine · doi:10.1111/joim.12802 · Cited by 64 · see citing works
Smartphone applications to support weight loss: current perspectives
Pellegrini, C. A., Pfammatter, A. F., Conroy, D. E., & Spring, B. J. (2015) · Advanced Health Care Technologies · doi:10.2147/ahct.s57844 · Cited by 62 · see citing works
DIETOS: A recommender system for adaptive diet monitoring and personalized food suggestion
Agapito, G., Calabrese, B., Guzzi, P. H., Cannataro, M., Simeoni, M., Carè, I., Lamprinoudi, T., Fuíano, G., & Pujia, A. (2016) · IEEE International Conference on Wireless and Mobile Computing, Networking and Communications (WiMob) · doi:10.1109/wimob.2016.7763190 · Cited by 62 · see citing works
mHealth app for cannabis users: satisfaction and perceived usefulness
Monney, G., Penzenstadler, L., Dupraz, O., Etter, J.-F., & Khazaal, Y. (2015) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2015.00120 · Cited by 60 · see citing works
Chen, J., Lieffers, J. R. L., Bauman, A. E., Hanning, R. M., & Allman-Farinelli, M. A. (2017) · JMIR mhealth and uhealth · doi:10.2196/mhealth.6945 · Cited by 59 · see citing works
Turner-McGrievy, G. M., Hales, S. B., Schoffman, D. E., Valafar, H., Brazendale, K., Weaver, R. G., Beets, M. W., Wirth, M. D., Shivappa, N., Mandes, T., et al. (2017) · Translational Behavioral Medicine · doi:10.1007/s13142-016-0448-y · Cited by 58 · see citing works
Heikkilä, M., Lehtovirta, M., Autio, O., Fogelholm, M., & Valve, R. (2019) · Nutrients · doi:10.3390/nu11092249 · Cited by 58 · see citing works
Dunn, C. G., Turner‐McGrievy, G. M., Wilcox, S., & Hutto, B. (2019) · Journal of the Academy of Nutrition and Dietetics · doi:10.1016/j.jand.2019.03.013 · Cited by 59 · see citing works
König, L. M., & Renner, B. (2019) · BMC Public Health · doi:10.1186/s12889-019-7306-z · Cited by 58 · see citing works
Creating an mHealth App for Colorectal Cancer Screening: User-Centered Design Approach
Griffin, L., Lee, D., Jaisle, A., Carek, P., George, T., Laber, E., Lok, B., Modave, F., Paskett, E., & Krieger, J. (2019) · JMIR Human Factors · doi:10.2196/12700 · Cited by 57 · see citing works
Bahadori, S., Wainwright, T. W., & Ahmed, O. H. (2018) · Disability and Rehabilitation · doi:10.1080/09638288.2018.1514661 · Cited by 53 · see citing works
Mining Health App Data to Find More and Less Successful Weight Loss Subgroups
Serrano, K. J., Yu, M., Coa, K. I., Collins, L. M., & Atienza, A. A. (2016) · Journal of Medical Internet Research · doi:10.2196/jmir.5473 · Cited by 53 · see citing works
Mummah, S. A., Mathur, M., King, A. C., Gardner, C. D., & Sutton, S. (2016) · JMIR mhealth and uhealth · doi:10.2196/mhealth.5146 · Cited by 52 · see citing works
Lee, J., Nguyen, A. L., Berg, J. P., Amin, A., Bachman, M., Guo, Y., & Evangelista, L. S. (2014) · JMIR mhealth and uhealth · doi:10.2196/mhealth.3196 · Cited by 51 · see citing works
A review of pregnancy apps freely available in the Google Play Store
Brown, H., Bucher, T., Collins, C. E., & Rollo, M. E. (2019) · Health Promotion Journal of Australia · doi:10.1002/hpja.270 · Cited by 51 · see citing works
Aromatario, O., Hoye, A. V., Vuillemin, A., Foucaut, A.-M., Crozet, C., Pommier, J., & Cambon, L. (2019) · Public Health · doi:10.1016/j.puhe.2019.06.011 · Cited by 53 · see citing works
Nutrition-Related Mobile Apps in the China App Store: Assessment of Functionality and Quality
Li, Y., Ding, J., Wang, Y., Tang, C., & Zhang, P. (2019) · JMIR mhealth and uhealth · doi:10.2196/13261 · Cited by 50 · see citing works
Maringer, M., Veer, P. V., Klepacz, N. A., Verain, M. C. D., Normann, A., Ekman, S., Timotijević, L., Raats, M. M., & Geelen, A. (2018) · Nutrition Journal · doi:10.1186/s12937-018-0366-6 · Cited by 49 · see citing works
Development of tools to study personal weight control strategies: Ox FAB taxonomy
Hartmann‐Boyce, J., Aveyard, P. N., Koshiaris, C., & Jebb, S. A. (2016) · Obesity · doi:10.1002/oby.21341 · Cited by 47 · see citing works
The Future of Mobile Health Applications and Devices in Cardiovascular Health
Kelli, H. M., Witbrodt, B. C., & Shah, A. J. (2017) · EMJ Innovation · doi:10.33590/emjinnov/10310778 · Cited by 46 · see citing works
The Effect of Different Types of Monitoring Strategies on Weight Loss: A Randomized Controlled Trial
Jospe, M., Roy, M., Brown, R., Williams, S., Osborne, H., Meredith-Jones, K., McArthur, J., Fleming, E. A., & Taylor, R. (2017) · Obesity · doi:10.1002/oby.21898 · Cited by 43 · see citing works
The Arabic Version of the Mobile App Rating Scale: Development and Validation Study
Bardus, M., Awada, N., Ghandour, L. A., Fares, E.-J., Gherbal, T., Al-Zanati, T., & Stoyanov, S. R. (2019) · JMIR mhealth and uhealth · doi:10.2196/16956 · Cited by 46 · see citing works
User Perspectives of Diet-Tracking Apps: Reviews Content Analysis and Topic Modeling
Zečević, M., Mijatović, D., Koklič, M. K., Žabkar, V., & Gidaković, P. (2021) · Journal of Medical Internet Research · doi:10.2196/25160 · Cited by 48 · see citing works
- Authors
- Pagoto, S., Schneider, K., Jojic, M., DeBiasse, M., & Mann, D.
- Affiliations
- University of Massachusetts Chan Medical School (US)
- Rosalind Franklin University of Medicine and Science (US)
- Boston University (US)
- Corresponding author
- Pagoto, Sherry
- Venue
- American Journal of Preventive Medicine
- Publisher
- Elsevier BV
- Published
- 2013-11
- Volume
- 45
- Issue
- 5
- Pages
- 576-582
- ISSN
- 0749-3797 (ISSN-L)
- OpenAlex
- W2136238059
- Semantic Scholar
- fa6f01cc26d2fd9ca7e6e1101067d10d111965ab
- Cited by
- 325
- References
- 16
- Citations by year
- 2026: 4 · 2025: 6 · 2024: 11 · 2023: 15 · 2022: 17 · 2021: 24 · 2020: 26 · 2019: 34 · 2018: 45 · 2017: 37 · 2016: 51 · 2015: 30 · 2014: 24 · 2013: 1
- FWCI
- 63.97
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- American Journal of Preventive Medicine (publishedVersion)
- PubMed (publishedVersion)
- The Journal of the American Medical Association (JAMA) Network (American Medical Association) (submittedVersion)
- Topics
- Health Sciences › Health Professions › General Health Professions › Mobile Health and mHealth Applications
- Social Sciences › Psychology › Applied Psychology › Digital Mental Health Interventions
- Physical Sciences › Computer Science › Information Systems › Mobile Learning in Education
- Keywords
- behavioral strategies, Diabetes Prevention Program, barcode scanning, social networks, motivation, stress reduction, problem solving
- MeSH terms
- Humans, Motivation, Weight Loss, Health Behavior, Evidence-Based Medicine, Cell Phone, Weight Reduction Programs, Mobile Applications
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