Associations between behaviour change technique clusters and weight loss outcomes of automated digital interventions: a systematic review and meta-regression

References

• Abraham, C., & Michie, S. (2008). A taxonomy of behavior change techniques used in interventions. Health Psychology, 27(3), 379–387. https://doi.org/10.1037/0278-6133.27.3.379
   PubMed Web of Science ®Google Scholar
• Afanador, N. L., Tran, T., Blanchet, L., & Baumgartner, R. (2016). mvdalab-package 3. Package ‘mvdalab’, 3.
   Google Scholar
• Ahn, A., & Choi, J. (2016). A one-way text messaging intervention for obesity. Journal of Telemedicine and Telecare, 22(3), 148–152. https://doi.org/10.1177/1357633X15591129
   PubMed Web of Science ®Google Scholar
• Ahn, J. S., Lee, H., Kim, J., Park, H., Kim, D. W., & Lee, J. E. (2020). Use of a smartphone app for weight loss versus a paper-based dietary diary in overweight adults: Randomized controlled trial. JMIR MHealth and UHealth, 8(7), e14013. https://doi.org/10.2196/14013
   PubMed Web of Science ®Google Scholar
• Almeida, F. A., You, W., Harden, S. M., Blackman, K. C., Davy, B. M., Glasgow, R. E., Hill, J. L., Linnan, L. A., Wall, S. S., Yenerall, J., Zoellner, J. M., & Estabrooks, P. A. (2015). Effectiveness of a worksite-based weight loss randomized controlled trial: The worksite study. Obesity, 23(4), 737–745. https://doi.org/10.1002/oby.20899
   PubMed Web of Science ®Google Scholar
• Alnasser, A., Kyle, J., Aloumi, N., Al-Khalifa, A., & Marais, D. (2019). The twazon arabic weight loss app: App-based intervention for Saudi women with obesity. JMIR MHealth and UHealth, 7(5), e10923. https://doi.org/10.2196/10923
   PubMed Web of Science ®Google Scholar
• Asbjørnsen, R. A., Smedsrød, M. L., Nes, L. S., Wentzel, J., Varsi, C., Hjelmesæth, J., & van Gemert-Pijnen, J. E. (2019). Persuasive system design principles and behavior change techniques to stimulate motivation and adherence in electronic health interventions to support weight loss maintenance: Scoping review. Journal of Medical Internet Research, 21(6), e14265. https://doi.org/10.2196/14265
   PubMed Web of Science ®Google Scholar
• Ashton, L. M., Sharkey, T., Whatnall, M. C., Haslam, R. L., Bezzina, A., Aguiar, E. J., Collins, C. E., & Hutchesson, M. J. (2020). Which behaviour change techniques within interventions to prevent weight gain and/or initiate weight loss improve adiposity outcomes in young adults? A systematic review and meta-analysis of randomized controlled trials. Obesity Reviews, 21(6), e13009. https://doi.org/10.1111/obr.13009
   PubMed Web of Science ®Google Scholar
• Ashwell, M. M., Howarth, E., Chesters, D., Allan, P., Hoyland, A., & Walton, J. (2014). A web-based weight loss programme including breakfast cereals results in greater loss of body mass than a standardised web-based programme in a randomised controlled trial. Obesity Facts, 7(6), 361–375. https://doi.org/10.1159/000369193
   PubMed Web of Science ®Google Scholar
• Beard, E., West, R., Lorencatto, F., Gardner, B., Michie, S., Owens, L., & Shahab, L. (2019). What do cost-effective health behaviour-change interventions contain? A comparison of six domains. PloS one, 14(4), e0213983. https://doi.org/10.1371/journal.pone.0213983
   PubMed Web of Science ®Google Scholar
• Becofsky, K., Wing, E. J., McCaffery, J., Boudreau, M., & Wing, R. R. (2017). A randomized controlled trial of a behavioral weight loss program for human immunodeficiency virus–infected patients. Clinical Infectious Diseases, 65(1), 154–157. https://doi.org/10.1093/cid/cix238
   PubMed Web of Science ®Google Scholar
• Beleigoli, A., Andrade, A. Q., Diniz, M. D. F., & Ribeiro, A. L. (2020). Personalized web-based weight loss behavior change program with and without dietitian online coaching for adults with overweight and obesity: Randomized controlled trial. Journal of Medical Internet Research, 22(11), e17494. https://doi.org/10.2196/17494
   PubMed Web of Science ®Google Scholar
• Berry, M. P., Sala, M., Abber, S. R., & Forman, E. M. (2021). Incorporating automated digital interventions into coach-delivered weight loss treatment: A meta-analysis. Health Psychology, 40(8), 534–545. https://doi.org/10.1037/hea0001106
   PubMed Web of Science ®Google Scholar
• Blanson Henkemans, O. A., Van Der Boog, P. J., Lindenberg, J., Van Der Mast, C. A., Neerincx, M. A., & & Zwetsloot-Schonk, B. J. (2009). An online lifestyle diary with a persuasive computer assistant providing feedback on self-management. Technology and Health Care, 17(3), 253–267. https://doi.org/10.3233/THC-2009-0545
   PubMedGoogle Scholar
• Block, G., Azar, K. M., Romanelli, R. J., Block, T. J., Hopkins, D., Carpenter, H. A., Dolginsky, M. S., Hudes, M. L., Palaniappan, L. P., & Block, C. H. (2015). Diabetes prevention and weight loss with a fully automated behavioral intervention by email, web, and mobile phone: A randomized controlled trial among persons with prediabetes. Journal of Medical Internet Research, 17(10), e4897. https://doi.org/10.2196/jmir.4897
   Web of Science ®Google Scholar
• Blüher, M. (2019). Obesity: Global epidemiology and pathogenesis. Nature Reviews Endocrinology, 15(5), 288–298. https://doi.org/10.1038/s41574-019-0176-8
   PubMed Web of Science ®Google Scholar
• Bourhill, J., Lee, J. J., Frie, K., Aveyard, P., & Albury, C. (2021). What makes opportunistic GP interventions effective? An analysis of behavior change techniques used in 237 GP-delivered brief interventions for weight loss. Annals of Behavioral Medicine, 55(3), 228–241. https://doi.org/10.1093/abm/kaaa046
   PubMed Web of Science ®Google Scholar
• Brindal, E., Freyne, J., Saunders, I., Berkovsky, S., Smith, G., & Noakes, M. (2012). Features predicting weight loss in overweight or obese participants in a web-based intervention: Randomized trial. Journal of Medical Internet Research, 14(6), e173. https://doi.org/10.2196/jmir.2156
   PubMed Web of Science ®Google Scholar
• Brindal, E., Hendrie, G., Freyne, J., Coombe, M., Berkovsky, S., & Noakes, M. (2013). Design and pilot results of a mobile phone weight-loss application for women starting a meal replacement programme. Journal of Telemedicine and Telecare, 19(3), 166–174. https://doi.org/10.1177/1357633X13479702
   PubMed Web of Science ®Google Scholar
• Burke, L. E., Wang, J., & Sevick, M. A. (2011). Self-monitoring in weight loss: A systematic review of the literature. Journal of the American Dietetic Association, 111(1), 92–102. https://doi.org/10.1016/j.jada.2010.10.008
   PubMedGoogle Scholar
• Butryn, M. L., Forman, E. M., Lowe, M. R., Gorin, A. A., Zhang, F., & Schaumberg, K. (2017). Efficacy of environmental and acceptance-based enhancements to behavioral weight loss treatment: The ENACT trial. Obesity, 25(5), 866–872. https://doi.org/10.1002/oby.21813
   PubMed Web of Science ®Google Scholar
• Butryn, M. L., Webb, V., & Wadden, T. A. (2011). Behavioral treatment of obesity. Psychiatric Clinics, 34(4), 841–859. https://doi.org/10.1016/j.psc.2011.08.006
   Google Scholar
• Carnie, A., Lin, J., Aicher, B., Leon, B., Courville, A., Sebring, N., de Jesus, J., DellaValle, D. M., Fitzpatrick, B. D., Zalos, G., Powell-Wiley, T. M., Chen, K. Y., & Cannon, R. O. (2013). Randomized trial of nutrition education added to internet-based information and exercise at the work place for weight loss in a racially diverse population of overweight women. Nutrition & Diabetes, 3(12), e98–e98. https://doi.org/10.1038/nutd.2013.39
   PubMedGoogle Scholar
• Carter, M. C., Burley, V. J., Nykjaer, C., & Cade, J. E. (2013). Adherence to a smartphone application for weight loss compared to website and paper diary: Pilot randomized controlled trial. Journal of Medical Internet Research, 15(4), e2283. https://doi.org/10.2196/jmir.2283
   Web of Science ®Google Scholar
• Chen, J., Berkman, W., Bardouh, M., Ng, C. Y. K., & Allman-Farinelli, M. (2019). The use of a food logging app in the naturalistic setting fails to provide accurate measurements of nutrients and poses usability challenges. Nutrition, 57, 208–216. https://doi.org/10.1016/j.nut.2018.05.003
   PubMed Web of Science ®Google Scholar
• Cohen, A., Perozich, A., Rajan, R., Persky, S., Parisi, J., Bowie, J., Janice, B., Fahle, J., Cho, J., Krishnan, A., Cohen, Z., Ezike, A., Schulte, C., Taylor, J., Storey, D., Ahmed, R. S., & Cheskin, L. J. (2017). Framed, interactive theory-driven texting. Family & Community Health, 40(1), 43–51. https://doi.org/10.1097/FCH.0000000000000128
   PubMed Web of Science ®Google Scholar
• Collins, C. E., Morgan, P. J., Jones, P., Fletcher, K., Martin, J., Aguiar, E. J., Lucas, A., Neve, M. J., & Callister, R. (2012). A 12-week commercial web-based weight-loss program for overweight and obese adults: Randomized controlled trial comparing basic versus enhanced features. Journal of Medical Internet Research, 14(2), e1980. https://doi.org/10.2196/jmir.1980
   Web of Science ®Google Scholar
• Cradock, K. A., ÓLaighin, G., Finucane, F. M., Gainforth, H. L., Quinlan, L. R., & Ginis, K. A. M. (2017). Behaviour change techniques targeting both diet and physical activity in type 2 diabetes: A systematic review and meta-analysis. International Journal of Behavioral Nutrition and Physical Activity, 14(1), 1–17. https://doi.org/10.1186/s12966-016-0436-0
   PubMedGoogle Scholar
• Dansinger, M. L., Tatsioni, A., Wong, J. B., Chung, M., & Balk, E. M. (2007). Meta-analysis: The effect of dietary counseling for weight loss. Annals of Internal Medicine, 147(1), 41–50. https://doi.org/10.7326/0003-4819-147-1-200707030-00007
   PubMed Web of Science ®Google Scholar
• David, P., Buckworth, J., Pennell, M. L., Katz, M. L., DeGraffinreid, C. R., & Paskett, E. D. (2012). A walking intervention for postmenopausal women using mobile phones and interactive voice response. Journal of Telemedicine and Telecare, 18(1), 20–25. https://doi.org/10.1258/jtt.2011.110311
   PubMed Web of Science ®Google Scholar
• Davis, K. K., Tate, D. F., Lang, W., Neiberg, R. H., Polzien, K., Rickman, A. D., Erickson, K., & Jakicic, J. M. (2015). Racial differences in weight loss among adults in a behavioral weight loss intervention: Role of diet and physical activity. Journal of Physical Activity and Health, 12(12), 1558–1566. https://doi.org/10.1123/jpah.2014-0243
   PubMed Web of Science ®Google Scholar
• Dennison, L., Morrison, L., Lloyd, S., Phillips, D., Stuart, B., Williams, S., Bradbury, K., Roderick, P., Murray, E., Michie, S., Little, P., & Yardley, L. (2014). Does brief telephone support improve engagement with a web-based weight management intervention? Randomized controlled trial. Journal of Medical Internet Research, 16(3), e95. https://doi.org/10.2196/jmir.3199
   PubMed Web of Science ®Google Scholar
• Dombrowski, S. U., McDonald, M., Van Der Pol, M., Grindle, M., Avenell, A., Carroll, P., Calveley, E., Elders, A., Glennie, N., Gray, C. M., Harris, F. M., Hapca, A., Jones, C., Kee, F., McKinley, M. C., Skinner, R., Tod, M., & Hoddinott, P. (2020). Game of stones: Feasibility randomised controlled trial of how to engage men with obesity in text message and incentive interventions for weight loss. BMJ Open, 10(2), e032653. https://doi.org/10.1136/bmjopen-2019-032653
   PubMedGoogle Scholar
• Duval, S., & Tweedie, R. (2000). A nonparametric “trim and fill” method of accounting for publication bias in meta-analysis. Journal of the American Statistical Association, 95(449), 89–98. https://doi.org/10.1080/01621459.2000.10473905
   Web of Science ®Google Scholar
• Egger, M., Smith, G. D., Schneider, M., & Minder, C. (1997). Bias in meta-analysis detected by a simple, graphical test. Bmj, 315(7109), 629–634. https://doi.org/10.1136/bmj.315.7109.629
   PubMed Web of Science ®Google Scholar
• Everett, E., Kane, B., Yoo, A., Dobs, A., & Mathioudakis, N. (2018). A novel approach for fully automated, personalized health coaching for adults with prediabetes: Pilot clinical trial. Journal of Medical Internet Research, 20(2), e9723. https://doi.org/10.2196/jmir.9723
   Web of Science ®Google Scholar
• Ferrante, J. M., Devine, K. A., Bator, A., Rodgers, A., Ohman-Strickland, P. A., Bandera, E. V., & Hwang, K. O. (2020). Feasibility and potential efficacy of commercial mHealth/eHealth tools for weight loss in African American breast cancer survivors: Pilot randomized controlled trial. Translational Behavioral Medicine, 10(4), 938–948. https://doi.org/10.1093/tbm/iby124
   PubMed Web of Science ®Google Scholar
• Finne, E., Glausch, M., Exner, A.-K., Sauzet, O., Stoelzel, F., & Seidel, N. (2018). Behavior change techniques for increasing physical activity in cancer survivors: A systematic review and meta-analysis of randomized controlled trials. Cancer Management and Research, 10, 5125. https://doi.org/10.2147/CMAR.S170064
   PubMed Web of Science ®Google Scholar
• Fitzgibbon, M. L., Tussing-Humphreys, L. M., Porter, J. S., Martin, I. K., Odoms-Young, A., & Sharp, L. K. (2012). Weight loss and African–American women: A systematic review of the behavioural weight loss intervention literature. Obesity Reviews, 13(3), 193–213. https://doi.org/10.1111/j.1467-789X.2011.00945.x
   PubMed Web of Science ®Google Scholar
• Forman, E. M., Goldstein, S. P., Crochiere, R. J., Butryn, M. L., Juarascio, A. S., Zhang, F., & Foster, G. D. (2019a). Randomized controlled trial of OnTrack, a just-in-time adaptive intervention designed to enhance weight loss. Translational Behavioral Medicine, 9(6), 989–1001. https://doi.org/10.1093/tbm/ibz137
   PubMed Web of Science ®Google Scholar
• 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. (2019b). Ontrack: Development and feasibility of a smartphone app designed to predict and prevent dietary lapses. Translational Behavioral Medicine, 9(2), 236–245. https://doi.org/10.1093/tbm/iby016
   PubMed Web of Science ®Google Scholar
• Gabriele, J. M., Carpenter, B. D., Tate, D. F., & Fisher, E. B. (2011). Directive and nondirective e-coach support for weight loss in overweight adults. Annals of Behavioral Medicine, 41(2), 252–263. https://doi.org/10.1007/s12160-010-9240-2
   PubMed Web of Science ®Google Scholar
• Glasgow, R. E., Kurz, D., King, D., Dickman, J. M., Faber, A. J., Halterman, E., Woolley, T., Toobert, D. J., Strycker, L. A., Estabrooks, P. A., Osuna, D., Ritzwoller, D., & Estabrooks, P. A. (2012). Twelve-month outcomes of an Internet-based diabetes self-management support program. Patient Education and Counseling, 87(1), 81–92. https://doi.org/10.1016/j.pec.2011.07.024
   PubMed Web of Science ®Google Scholar
• Godino, J. G., Golaszewski, N. M., Norman, G. J., Rock, C. L., Griswold, W. G., Arredondo, E., Marshall, S., Kolodziejczyk, J., Dillon, L., Raab, F., Jain, S., Crawford, M., Merchant, G., & Patrick, K. (2019). Text messaging and brief phone calls for weight loss in overweight and obese English-and Spanish-speaking adults: A 1-year, parallel-group, randomized controlled trial. PLoS Medicine, 16(9), e1002917. https://doi.org/10.1371/journal.pmed.1002917
   PubMed Web of Science ®Google Scholar
• Greene, J., Sacks, R., Piniewski, B., Kil, D., & Hahn, J. S. (2013). The impact of an online social network with wireless monitoring devices on physical activity and weight loss. Journal of Primary Care & Community Health, 4(3), 189–194. https://doi.org/10.1177/2150131912469546
   PubMedGoogle Scholar
• Griffin, J. B., Struempler, B., Funderburk, K., Parmer, S. M., Tran, C., & Wadsworth, D. D. (2018). My Quest, an intervention using text messaging to improve dietary and physical activity behaviors and promote weight loss in low-income women. Journal of Nutrition Education and Behavior, 50(1), 11–18. https://doi.org/10.1016/j.jneb.2017.09.007
   PubMed Web of Science ®Google Scholar
• Haapala, I., Barengo, N. C., Biggs, S., Surakka, L., & Manninen, P. (2009). Weight loss by mobile phone: A 1-year effectiveness study. Public Health Nutrition, 12(12), 2382–2391. https://doi.org/10.1017/S1368980009005230
   PubMed Web of Science ®Google Scholar
• Haddock, C. K., Poston, W. S., LaGrotte, C., Klotz, A. A., Oliver, T. L., Vander Veur, S. S., Foster, G. D., Jebb, S. A., Moore, C., Roberts, S. A., Reeves, R. S., Bolton, M. P., & Foreyt, J. P. (2014). Findings from an online behavioural weight management programme provided with or without a fortified diet beverage. British Journal of Nutrition, 111(2), 372–379. https://doi.org/10.1017/S0007114513002377
   PubMed Web of Science ®Google Scholar
• Hageman, P. A., Pullen, C. H., Hertzog, M., Pozehl, B., Eisenhauer, C., & Boeckner, L. S. (2017). Web-based interventions alone or supplemented with peer-led support or professional email counseling for weight loss and weight maintenance in women from rural communities: Results of a clinical trial. Journal of Obesity, 2017, 1–21. https://doi.org/10.1155/2017/1602627
   Web of Science ®Google Scholar
• Haggerty, A. F., Hagemann, A., Barnett, M., Thornquist, M., Neuhouser, M. L., Horowitz, N., Colditz, G. A., Sarwer, D. B., Ko, E. M., & Allison, K. C. (2017). A randomized, controlled, multicenter study of technology-based weight loss interventions among endometrial cancer survivors. Obesity, 25(S2), S102–S108. https://doi.org/10.1002/oby.22021
   PubMedGoogle Scholar
• Haggerty, A. F., Huepenbecker, S., Sarwer, D. B., Spitzer, J., Raggio, G., Chu, C. S., Ko, E., & Allison, K. C. (2016). The use of novel technology-based weight loss interventions for obese women with endometrial hyperplasia and cancer. Gynecologic Oncology, 140(2), 239–244. https://doi.org/10.1016/j.ygyno.2015.11.033
   PubMed Web of Science ®Google Scholar
• Hales, S., Turner-McGrievy, G., Fahim, A., Freix, A., Wilcox, S., Davis, R. E., Huhns, M., & Valafar, H. (2016a). A mixed-methods approach to the development, refinement, and pilot testing of social networks for improving healthy behaviors. JMIR Human Factors, 3(1), e4512. https://doi.org/10.2196/humanfactors.4512
   Google Scholar
• Hales, S., Turner-McGrievy, G. M., Wilcox, S., Fahim, A., Davis, R. E., Huhns, M., & Valafar, H. (2016b). Social networks for improving healthy weight loss behaviors for overweight and obese adults: A randomized clinical trial of the social pounds off digitally (social POD) mobile app. International Journal of Medical Informatics, 94, 81–90. https://doi.org/10.1016/j.ijmedinf.2016.07.003
   PubMed Web of Science ®Google Scholar
• Hansel, B., Giral, P., Gambotti, L., Lafourcade, A., Peres, G., Filipecki, C., Kadouch, D., Hartemann, A., Oppert, J.-M., Bruckert, E., Marre, M., Bruneel, A., Duchene, E., & Roussel, R. (2017). A fully automated web-based program improves lifestyle habits and HbA1c in patients with type 2 diabetes and abdominal obesity: Randomized trial of patient e-coaching nutritional support (the ANODE study). Journal of Medical Internet Research, 19(11), e360. https://doi.org/10.2196/jmir.7947
   PubMed Web of Science ®Google Scholar
• Hartmann-Boyce, J., Johns, D. J., Jebb, S. A., & Aveyard, P. (2014). Behavioural weight management review group. Effect of behavioural techniques and delivery mode on effectiveness of weight management: Systematic review, meta-analysis and meta-regression. Obesity Reviews, 15(7), 598–609. https://doi.org/10.1111/obr.12165
   PubMed Web of Science ®Google Scholar
• Higgins, J. P., Altman, D. G., Gøtzsche, P. C., Jüni, P., Moher, D., Oxman, A. D., Savovic, J., Schulz, K. F., Weeks, L., & Sterne, J. A. (2011). The cochrane collaboration’s tool for assessing risk of bias in randomised trials. Bmj, 343(oct18 2), d5928. https://doi.org/10.1136/bmj.d5928
   PubMed Web of Science ®Google Scholar
• Higgins, J. P., Thomas, J., Chandler, J., Cumpston, M., Li, T., Page, M. J., & Welch, V. A. (2019). Cochrane handbook for systematic reviews of interventions. John Wiley & Sons.
   Google Scholar
• Higgins, J. P., Thompson, S. G., Deeks, J. J., & Altman, D. G. (2003). Measuring inconsistency in meta-analyses. Bmj, 327(7414), 557–560. https://doi.org/10.1136/bmj.327.7414.557
   PubMed Web of Science ®Google Scholar
• Innes, A. Q., Thomson, G., Cotter, M., King, J. A., Vollaard, N. B., & Kelly, B. M. (2019). Evaluating differences in the clinical impact of a free online weight loss programme, a resource-intensive commercial weight loss programme and an active control condition: A parallel randomised controlled trial. BMC Public Health, 19(1), 1–10. https://doi.org/10.1186/s12889-019-8061-x
   PubMed Web of Science ®Google Scholar
• Islam, M. M., Poly, T. N., Walther, B. A., & Li, Y.-C. J. (2020). Use of mobile phone app interventions to promote weight loss: Meta-analysis. JMIR MHealth and UHealth, 8(7), e17039. https://doi.org/10.2196/17039
   PubMed Web of Science ®Google Scholar
• Janssen, E. M., Jerome, G. J., Dalcin, A. T., Gennusa IIIJ. V., Goldsholl, S., Frick, K. D., Wang, N.-Y., Appel, L. J., & Daumit, G. L. (2017). A cost analysis of implementing a behavioral weight loss intervention in community mental health settings: Results from the ACHIEVE trial. Obesity, 25(6), 1006–1013. https://doi.org/10.1002/oby.21836
   PubMed Web of Science ®Google Scholar
• Jensen, M. D., Ryan, D. H., Apovian, C. M., Ard, J. D., Comuzzie, A. G., Donato, K. A., Hu, F. B., Hubbard, V. S., Jakicic, J. M., Kushner, R. F., Loria, C. M., Millen, B. E., Nonas, C. A., Pi-Sunyer, F. X., Stevens, J., Stevens, V. J., Wadden, T. A., Wolfe, B. M., & Yanovski, S. Z. (2014). 2013 AHA/ACC/TOS guideline for the management of overweight and obesity in adults: A report of the American college of cardiology/American heart association task force on practice guidelines and the obesity society. Journal of the American College of Cardiology, 63(25 Part B), 2985–3023. https://doi.org/10.1016/j.jacc.2013.11.004
   PubMed Web of Science ®Google Scholar
• Johnson, S. S., Paiva, A. L., Cummins, C. O., Johnson, J. L., Dyment, S. J., Wright, J. A., Prochaska, J. O., Prochaska, J. M., & Sherman, K. (2008). Transtheoretical model-based multiple behavior intervention for weight management: Effectiveness on a population basis. Preventive Medicine, 46(3), 238–246. https://doi.org/10.1016/j.ypmed.2007.09.010
   PubMed Web of Science ®Google Scholar
• Khaylis, A., Yiaslas, T., Bergstrom, J., & Gore-Felton, C. (2010). A review of efficacious technology-based weight-loss interventions: Five key components. Telemedicine and e-Health, 16(9), 931–938. https://doi.org/10.1089/tmj.2010.0065
   PubMed Web of Science ®Google Scholar
• Kouwenhoven-Pasmooij, T. A., Robroek, S. J., Kraaijenhagen, R. A., Helmhout, P. H., Nieboer, D., Burdorf, A., & Hunink, M. M. (2018). Effectiveness of the blended-care lifestyle intervention ‘PerfectFit’: A cluster randomised trial in employees at risk for cardiovascular diseases. BMC Public Health, 18(1), 1–10. https://doi.org/10.1186/s12889-018-5633-0
   Google Scholar
• Kraschnewski, J. L., Stuckey, H. L., Rovniak, L. S., Lehman, E. B., Reddy, M., Poger, J. M., Kephart, D. K., Coups, E. J., & Sciamanna, C. N. (2011). Efficacy of a weight-loss website based on positive deviance: A randomized trial. American Journal of Preventive Medicine, 41(6), 610–614. https://doi.org/10.1016/j.amepre.2011.08.012
   PubMed Web of Science ®Google Scholar
• Krukowski, R. A., Tilford, J. M., Harvey-Berino, J., & West, D. S. (2011). Comparing behavioral weight loss modalities: Incremental cost-effectiveness of an internet-based versus an in-person condition. Obesity, 19(8), 1629–1635. https://doi.org/10.1038/oby.2010.341
   PubMed Web of Science ®Google Scholar
• Kurtzman, G. W., Day, S. C., Small, D. S., Lynch, M., Zhu, J., Wang, W., Rareshide, C. A. L., & Patel, M. S. (2018). Social incentives and gamification to promote weight loss: The LOSE IT randomized, controlled trial. Journal of General Internal Medicine, 33(10), 1669–1675. https://doi.org/10.1007/s11606-018-4552-1
   PubMed Web of Science ®Google Scholar
• Laing, B. Y., Mangione, C. M., Tseng, C.-H., Leng, M., Vaisberg, E., Mahida, M., Bholat, M., Glazier, E., Morisky, D. E., & Bell, D. S. (2014). Effectiveness of a smartphone application for weight loss compared with usual care in overweight primary care patients: A randomized, controlled trial. Annals of Internal Medicine, 161(10_Supplement), S5–S12. https://doi.org/10.7326/M13-3005
   PubMed Web of Science ®Google Scholar
• Leahey, T. M., Subak, L. L., Fava, J., Schembri, M., Thomas, G., Xu, X., Krupel, K., Kent, K., Boguszewski, K., Kumar, R., Weinberg, B., & Wing, R. (2015). Benefits of adding small financial incentives or optional group meetings to a web-based statewide obesity initiative. Obesity, 23(1), 70–76. https://doi.org/10.1002/oby.20937
   PubMed Web of Science ®Google Scholar
• Lisón, J. F., Palomar, G., Mensorio, M. S., Baños, R. M., Cebolla-Martí, A., Botella, C., Benavent-Caballer, V., & Rodilla, E. (2020). Impact of a Web-based exercise and nutritional education intervention in patients who are obese With hypertension: Randomized wait-list controlled trial. Journal of Medical Internet Research, 22(4), e14196. https://doi.org/10.2196/14196
   PubMed Web of Science ®Google Scholar
• Liu, F., Kong, X., Cao, J., Chen, S., Li, C., Huang, J., Gu, D., & Kelly, T. N. (2015). Mobile phone intervention and weight loss among overweight and obese adults: A meta-analysis of randomized controlled trials. American Journal of Epidemiology, 181(5), 337–348. https://doi.org/10.1093/aje/kwu260
   PubMed Web of Science ®Google Scholar
• Lyzwinski, L. N. (2014). A systematic review and meta-analysis of mobile devices and weight loss with an intervention content analysis. Journal of Personalized Medicine, 4(3), 311–385. https://doi.org/10.3390/jpm4030311
   PubMedGoogle Scholar
• Mateo, G. F., Granado-Font, E., Ferré-Grau, C., & Montaña-Carreras, X. (2015). Mobile phone apps to promote weight loss and increase physical activity: A systematic review and meta-analysis. Journal of Medical Internet Research, 17(11), e4836. https://doi.org/10.2196/jmir.4836
   Web of Science ®Google Scholar
• McConnon, Á, Kirk, S. F., Cockroft, J. E., Harvey, E. L., Greenwood, D. C., Thomas, J. D., Ransley, J. K., & Bojke, L. (2007). The internet for weight control in an obese sample: Results of a randomised controlled trial. BMC Health Services Research, 7(1), 1–9. https://doi.org/10.1186/1472-6963-7-206
   PubMedGoogle Scholar
• Mhurchu, C. N., Whittaker, R., McRobbie, H., Ball, K., Crawford, D., Michie, J., Jiang, Y., Maddison, R., Waterlander, W., & Myers, K. (2014). Feasibility, acceptability and potential effectiveness of a mobile health (mHealth) weight management programme for New Zealand adults. BMC Obesity, 1(1), 1–10. https://doi.org/10.1186/2052-9538-1-10
   PubMedGoogle Scholar
• Michie, S., Abraham, C., Whittington, C., McAteer, J., & Gupta, S. (2009). Effective techniques in healthy eating and physical activity interventions: A meta-regression. Health Psychology, 28(6), 690. https://doi.org/10.1037/a0016136
   PubMed Web of Science ®Google Scholar
• Michie, S., Ashford, S., Sniehotta, F. F., Dombrowski, S. U., Bishop, A., & French, D. P. (2011). A refined taxonomy of behaviour change techniques to help people change their physical activity and healthy eating behaviours: The CALO-RE taxonomy. Psychology & Health, 26(11), 1479–1498. https://doi.org/10.1080/08870446.2010.540664
   PubMed Web of Science ®Google Scholar
• Michie, S., Richardson, M., Johnston, M., Abraham, C., Francis, J., Hardeman, W., Eccles, M. P., Cane, J., & Wood, C. E. (2013). The behavior change technique taxonomy (v1) of 93 hierarchically clustered techniques: Building an international consensus for the reporting of behavior change interventions. Annals of Behavioral Medicine, 46(1), 81–95. https://doi.org/10.1007/s12160-013-9486-6
   PubMed Web of Science ®Google Scholar
• Morgan, P. J., Callister, R., Collins, C. E., Plotnikoff, R. C., Young, M. D., Berry, N., McElduff, P., Burrows, T., Aguiar, E., & Saunders, K. L. (2013). The SHED-IT community trial: A randomized controlled trial of internet-and paper-based weight loss programs tailored for overweight and obese men. Annals of Behavioral Medicine, 45(2), 139–152. https://doi.org/10.1007/s12160-012-9424-z
   PubMed Web of Science ®Google Scholar
• Mundry, R., & Nunn, C. L. (2009). Stepwise model fitting and statistical inference: Turning noise into signal pollution. The American Naturalist, 173(1), 119–123. https://doi.org/10.1086/593303
   PubMed Web of Science ®Google Scholar
• Napolitano, M. A., Hayes, S., Bennett, G. G., Ives, A. K., & Foster, G. D. (2013). Using Facebook and text messaging to deliver a weight loss program to college students. Obesity, 21(1), 25–31. https://doi.org/10.1002/oby.20232
   PubMed Web of Science ®Google Scholar
• Padwal, R. S., Klarenbach, S., Sharma, A. M., Fradette, M., Jelinski, S. E., Edwards, A., & Majumdar, S. R. (2017). The evaluating self-management and educational support in severely obese patients awaiting multidisciplinary bariatric care (EVOLUTION) trial: Principal results. BMC Medicine, 15(1), 1–11. https://doi.org/10.1186/s12916-017-0808-6
   PubMedGoogle Scholar
• Paloyo, A. R., Reichert, A. R., Reinermann, H., & Tauchmann, H. (2014). The causal link between financial incentives and weight loss: An evidence-based survey of the literature. Journal of Economic Surveys, 28(3), 401–420. https://doi.org/10.1111/joes.12010
   Web of Science ®Google Scholar
• Patel, M. L., Hopkins, C. M., Brooks, T. L., & Bennett, G. G. (2019). Comparing self-monitoring strategies for weight loss in a smartphone app: Randomized controlled trial. JMIR MHealth and UHealth, 7(2), e12209. https://doi.org/10.2196/12209
   PubMed Web of Science ®Google Scholar
• Patrick, K., Calfas, K. J., Norman, G. J., Rosenberg, D., Zabinski, M. F., Sallis, J. F., Rock, C. L., & Dillon, L. W. (2011). Outcomes of a 12-month web-based intervention for overweight and obese men. Annals of Behavioral Medicine, 42(3), 391–401. https://doi.org/10.1007/s12160-011-9296-7
   PubMed Web of Science ®Google Scholar
• Paul-Ebhohimhen, V., & Avenell, A. (2008). Systematic review of the use of financial incentives in treatments for obesity and overweight. Obesity Reviews, 9(4), 355–367. https://doi.org/10.1111/j.1467-789X.2007.00409.x
   PubMed Web of Science ®Google Scholar
• Peyer, K. L., Ellingson, L. D., Bus, K., Walsh, S. A., Franke, W. D., & Welk, G. J. (2017). Comparative effectiveness of guided weight loss and physical activity monitoring for weight loss and metabolic risks: A pilot study. Preventive Medicine Reports, 6, 271–277. https://doi.org/10.1016/j.pmedr.2017.03.002
   PubMedGoogle Scholar
• Pullen, C. H., Hageman, P. A., Boeckner, L., Walker, S. N., & Oberdorfer, M. K. (2008). Feasibility of Internet-delivered weight loss interventions among rural women ages 50-69. Journal of Geriatric Physical Therapy, 31(3), 105–112. https://doi.org/10.1519/00139143-200831030-00006
   PubMedGoogle Scholar
• Rothert, K., Strecher, V. J., Doyle, L. A., Caplan, W. M., Joyce, J. S., Jimison, H. B., Karm, L. M., Mims, A. D., & Roth, M. A. (2006). Web-based weight management programs in an integrated health care setting: A randomized, controlled trial. Obesity, 14(2), 266–272. https://doi.org/10.1038/oby.2006.34
   PubMed Web of Science ®Google Scholar
• Ruban, A., Stoenchev, K., Ashrafian, H., & Teare, J. (2019). Current treatments for obesity. Clinical Medicine, 19(3), 205–212. https://doi.org/10.7861/clinmedicine.19-3-205
   PubMed Web of Science ®Google Scholar
• Samdal, G. B., Eide, G. E., Barth, T., Williams, G., & Meland, E. (2017). Effective behaviour change techniques for physical activity and healthy eating in overweight and obese adults; systematic review and meta-regression analyses. International Journal of Behavioral Nutrition and Physical Activity, 14(1), 1–14. https://doi.org/10.1186/s12966-017-0494-y
   PubMedGoogle Scholar
• Schippers, M., Adam, P., Smolenski, D., Wong, H., & De Wit, J. (2017). A meta-analysis of overall effects of weight loss interventions delivered via mobile phones and effect size differences according to delivery mode, personal contact, and intervention intensity and duration. Obesity Reviews, 18(4), 450–459. https://doi.org/10.1111/obr.12492
   PubMed Web of Science ®Google Scholar
• Shapiro, J. R., Koro, T., Doran, N., Thompson, S., Sallis, J. F., Calfas, K., & Patrick, K. (2012). Text4Diet: A randomized controlled study using text messaging for weight loss behaviors. Preventive Medicine, 55(5), 412–417. https://doi.org/10.1016/j.ypmed.2012.08.011
   PubMed Web of Science ®Google Scholar
• Shaw, R. J., Bosworth, H. B., Silva, S. S., Lipkus, I. M., Davis, L. L., Ronald, S. S., & Johnson, C. M. (2013). Mobile health messages help sustain recent weight loss. The American Journal of Medicine, 126(11), 1002–1009. https://doi.org/10.1016/j.amjmed.2013.07.001
   PubMed Web of Science ®Google Scholar
• Skinner, R., Gonet, V., Currie, S., Hoddinott, P., & Dombrowski, S. U. (2020). A systematic review with meta-analyses of text message-delivered behaviour change interventions for weight loss and weight loss maintenance. Obesity Reviews, 21(6), e12999. https://doi.org/10.1111/obr.12999
   PubMed Web of Science ®Google Scholar
• Solbrig, L., Jones, R., Kavanagh, D., May, J., Parkin, T., & Andrade, J. (2017). People trying to lose weight dislike calorie counting apps and want motivational support to help them achieve their goals. Internet Interventions, 7, 23–31. https://doi.org/10.1016/j.invent.2016.12.003
   PubMedGoogle Scholar
• Svetkey, L. P., Batch, B. C., Lin, P.-H., Intille, S. S., Corsino, L., Tyson, C. C., Bosworth, H. B., Grambow, S. C., Voils, C., Loria, C., Gallis, J. A., Schwager, J., & Bennett, G. B. (2015). Cell phone intervention for you (CITY): a randomized, controlled trial of behavioral weight loss intervention for young adults using mobile technology. Obesity, 23(11), 2133–2141. https://doi.org/10.1002/oby.21226
   PubMed Web of Science ®Google Scholar
• Tanaka, M., Adachi, Y., Adachi, K., & Sato, C. (2010). Effects of a non-face-to-face behavioral weight-control program among Japanese overweight males: A randomized controlled trial. International Journal of Behavioral Medicine, 17(1), 17–24. https://doi.org/10.1007/s12529-009-9057-1
   PubMed Web of Science ®Google Scholar
• Teeriniemi, A. M., Salonurmi, T., Jokelainen, T., Vähänikkilä, H., Alahäivälä, T., Karppinen, P., Enwald, H., Huotari, M.-L., Laitinen, J., Oinas-Kukkonen, H., & Savolainen, M. J. (2018). A randomized clinical trial of the effectiveness of a Web-based health behaviour change support system and group lifestyle counselling on body weight loss in overweight and obese subjects: 2-year outcomes. Journal of Internal Medicine, 284(5), 534–545. https://doi.org/10.1111/joim.12802
   PubMed Web of Science ®Google Scholar
• Thomas, J. G., Raynor, H. A., Bond, D. S., Luke, A. K., Cardoso, C. C., Foster, G. D., & Wing, R. R. (2017). Weight loss in weight watchers online with and without an activity tracking device compared to control: A randomized trial. Obesity, 25(6), 1014–1021. https://doi.org/10.1002/oby.21846
   PubMed Web of Science ®Google Scholar
• Tulu, B., Ruiz, C., Allard, J., Acheson, J., Busch, A., Roskuski, A., … Pagoto, S. (2017). SlipBuddy: A mobile health intervention to prevent overeating.
   Google Scholar
• Turner-McGrievy, G. M., Boutté, A., Crimarco, A., Wilcox, S., Hutto, B. E., Hoover, A., & Muth, E. R. (2017). Byte by bite: Use of a mobile bite counter and weekly behavioral challenges to promote weight loss. Smart Health, 3-4, 20–26. https://doi.org/10.1016/j.smhl.2017.03.004
   PubMedGoogle Scholar
• Turner-McGrievy, G. M., Campbell, M. K., Tate, D. F., Truesdale, K. P., Bowling, J. M., & Crosby, L. (2009). Pounds Off digitally study: A randomized podcasting weight-loss intervention. American Journal of Preventive Medicine, 37(4), 263–269. https://doi.org/10.1016/j.amepre.2009.06.010
   PubMed Web of Science ®Google Scholar
• Turner-McGrievy, G., & Tate, D. (2011). Tweets, apps, and pods: Results of the 6-month mobile pounds off digitally (mobile POD) randomized weight-loss intervention among adults. Journal of Medical Internet Research, 13(4), e120. https://doi.org/10.2196/jmir.1841
   PubMed Web of Science ®Google Scholar
• Viechtbauer, W. (2010). Conducting meta-analyses in R with the metafor package. Journal of Statistical Software, 36(3), 1–48. https://doi.org/10.18637/jss.v036.i03
   Web of Science ®Google Scholar
• Villinger, K., Wahl, D. R., Boeing, H., Schupp, H. T., & Renner, B. (2019). The effectiveness of app-based mobile interventions on nutrition behaviours and nutrition-related health outcomes: A systematic review and meta-analysis. Obesity Reviews, 20(10), 1465–1484. https://doi.org/10.1111/obr.12903
   PubMed Web of Science ®Google Scholar
• Wadden, T. A., Tronieri, J. S., & Butryn, M. L. (2020). Lifestyle modification approaches for the treatment of obesity in adults. American Psychologist, 75(2), 235–251. https://doi.org/10.1037/amp0000517
   PubMed Web of Science ®Google Scholar
• Watson, A., Bickmore, T., Cange, A., Kulshreshtha, A., & Kvedar, J. (2012). An internet-based virtual coach to promote physical activity adherence in overweight adults: Randomized controlled trial. Journal of Medical Internet Research, 14(1), e1. https://doi.org/10.2196/jmir.1629
   PubMed Web of Science ®Google Scholar
• Watson, S., Woodside, J. V., Ware, L. J., Hunter, S. J., McGrath, A., Cardwell, C. R., Appleton, K. M., Young, I. S., & McKinley, M. C. (2015). Effect of a web-based behavior change program on weight loss and cardiovascular risk factors in overweight and obese adults at high risk of developing cardiovascular disease: Randomized controlled trial. Journal of Medical Internet Research, 17(7), e177. https://doi.org/10.2196/jmir.3828
   PubMed Web of Science ®Google Scholar
• Webb, T., Joseph, J., Yardley, L., & Michie, S. (2010). Using the internet to promote health behavior change: A systematic review and meta-analysis of the impact of theoretical basis, use of behavior change techniques, and mode of delivery on efficacy. Journal of Medical Internet Research, 12(1), e1376. https://doi.org/10.2196/jmir.1376
   Web of Science ®Google Scholar
• Weir, C. B., & Jan, A. (2019). BMI classification percentile and cut off points.
   Google Scholar
• West, D. S., Prewitt, T. E., Bursac, Z., & Felix, H. C. (2008). Weight loss of black, white, and Hispanic men and women in the diabetes prevention program. Obesity, 16(6), 1413–1420. https://doi.org/10.1038/oby.2008.224
   PubMed Web of Science ®Google Scholar
• Whitelock, V., Kersbergen, I., Higgs, S., Aveyard, P., Halford, J. C., & Robinson, E. (2019). A smartphone based attentive eating intervention for energy intake and weight loss: Results from a randomised controlled trial. BMC Public Health, 19(1), 1–11. https://doi.org/10.1186/s12889-019-6923-x
   PubMedGoogle Scholar
• World Health Organization. (2021). Obesity and overweight. https://www.who.int/news-room/fact-sheets/detail/obesity-and-overweight.
   Google Scholar
• Yardley, L., Ware, L. J., Smith, E. R., Williams, S., Bradbury, K. J., Arden-Close, E. J., Mullee, M. A., Moore, M. V., Peacock, J. L., Lean, M. E., Margetts, B. M., Byrne, C. D., Hobbs, R. F., & Little, P. (2014). Randomised controlled feasibility trial of a web-based weight management intervention with nurse support for obese patients in primary care. International Journal of Behavioral Nutrition and Physical Activity, 11(1), 1–11. https://doi.org/10.1186/1479-5868-11-67
   PubMedGoogle Scholar