Skip to main content
Top
Gepubliceerd in: Journal of Behavioral Medicine 1/2017

05-01-2017

Applying and advancing behavior change theories and techniques in the context of a digital health revolution: proposals for more effectively realizing untapped potential

Auteurs: Arlen C. Moller, Gina Merchant, David E. Conroy, Robert West, Eric Hekler, Kari C. Kugler, Susan Michie

Gepubliceerd in: Journal of Behavioral Medicine | Uitgave 1/2017

Log in om toegang te krijgen
share
DELEN

Deel dit onderdeel of sectie (kopieer de link)

  • Optie A:
    Klik op de rechtermuisknop op de link en selecteer de optie “linkadres kopiëren”
  • Optie B:
    Deel de link per e-mail

Abstract

As more behavioral health interventions move from traditional to digital platforms, the application of evidence-based theories and techniques may be doubly advantageous. First, it can expedite digital health intervention development, improving efficacy, and increasing reach. Second, moving behavioral health interventions to digital platforms presents researchers with novel (potentially paradigm shifting) opportunities for advancing theories and techniques. In particular, the potential for technology to revolutionize theory refinement is made possible by leveraging the proliferation of “real-time” objective measurement and “big data” commonly generated and stored by digital platforms. Much more could be done to realize this potential. This paper offers proposals for better leveraging the potential advantages of digital health platforms, and reviews three of the cutting edge methods for doing so: optimization designs, dynamic systems modeling, and social network analysis.
Literatuur
go back to reference Ashour, M., Bekiroglu, K., Yang, C.-H., Lagoa, C., Conroy, D., Smyth, J., et al. (2016). On the mathematical modeling of the effect of treatment on human physical activity (pp. 1084–1091). New York: IEEE. doi:10.1109/CCA.2016.7587951 Ashour, M., Bekiroglu, K., Yang, C.-H., Lagoa, C., Conroy, D., Smyth, J., et al. (2016). On the mathematical modeling of the effect of treatment on human physical activity (pp. 1084–1091). New York: IEEE. doi:10.​1109/​CCA.​2016.​7587951
go back to reference Balatsoukas, P., Kennedy, C. M., Buchan, I., Powell, J., & Ainsworth, J. (2015). The role of social network technologies in online health promotion: A narrative review of theoretical and empirical factors influencing intervention effectiveness. Journal of Medical Internet Research, 17, e141. doi:10.2196/jmir.3662 CrossRefPubMedPubMedCentral Balatsoukas, P., Kennedy, C. M., Buchan, I., Powell, J., & Ainsworth, J. (2015). The role of social network technologies in online health promotion: A narrative review of theoretical and empirical factors influencing intervention effectiveness. Journal of Medical Internet Research, 17, e141. doi:10.​2196/​jmir.​3662 CrossRefPubMedPubMedCentral
go back to reference Bandura, A. (1977a). Self-efficacy: Toward a unifying theory of behavioral change. Psychological Review, 84, 191–215.CrossRefPubMed Bandura, A. (1977a). Self-efficacy: Toward a unifying theory of behavioral change. Psychological Review, 84, 191–215.CrossRefPubMed
go back to reference Bandura, A. (1977b). Social learning theory. Englewood Cliffs, NJ: Prentice-Hall. Bandura, A. (1977b). Social learning theory. Englewood Cliffs, NJ: Prentice-Hall.
go back to reference Bandura, A. (1997a). Self-efficacy: The exercise of control. New York: Freeman. Bandura, A. (1997a). Self-efficacy: The exercise of control. New York: Freeman.
go back to reference Berkman, L. F., & Syme, S. L. (1979). Social networks, host resistance, and mortality: A nine-year follow-up study of Alameda county residents. American Journal of Epidemiology, 109, 186–204.PubMed Berkman, L. F., & Syme, S. L. (1979). Social networks, host resistance, and mortality: A nine-year follow-up study of Alameda county residents. American Journal of Epidemiology, 109, 186–204.PubMed
go back to reference Berli, C., Rauers, A., Luscher, J., Hohl, D. H., Keller, J., & Stadler, G. (2016). Social exchange processes and their association with health regulation and health-related outcomes. Symposium presented at the European Health Psychology Society (EHPS) and the British Psychological Society’s Division of Health Psychology (DHP) Dynamic Systems Modeling Expert Meeting, Aberdeen, Scotland. Retrieved from http://ehps2016.org/files/EHPS2016_Abstracts_Book_08082016.pdf Berli, C., Rauers, A., Luscher, J., Hohl, D. H., Keller, J., & Stadler, G. (2016). Social exchange processes and their association with health regulation and health-related outcomes. Symposium presented at the European Health Psychology Society (EHPS) and the British Psychological Society’s Division of Health Psychology (DHP) Dynamic Systems Modeling Expert Meeting, Aberdeen, Scotland. Retrieved from http://​ehps2016.​org/​files/​EHPS2016_​Abstracts_​Book_​08082016.​pdf
go back to reference Borrelli, B., Sepinwall, D., Ernst, D., Bellg, A. J., Czajkowski, S., Breger, R., et al. (2005). A new tool to assess treatment fidelity and evaluation of treatment fidelity across 10 years of health behavior research. Journal of Consulting and Clinical Psychology, 73, 852–860. doi:10.1037/0022-006X.73.5.852 CrossRefPubMed Borrelli, B., Sepinwall, D., Ernst, D., Bellg, A. J., Czajkowski, S., Breger, R., et al. (2005). A new tool to assess treatment fidelity and evaluation of treatment fidelity across 10 years of health behavior research. Journal of Consulting and Clinical Psychology, 73, 852–860. doi:10.​1037/​0022-006X.​73.​5.​852 CrossRefPubMed
go back to reference Carson, T. L., Eddings, K. E., Krukowski, R. A., Love, S. J., Harvey-Berino, J. R., & West, D. S. (2013). Examining social influence on participation and outcomes among a network of behavioral weight-loss intervention enrollees. Journal of Obesity, 2013, 1–8. doi:10.1155/2013/480630 CrossRef Carson, T. L., Eddings, K. E., Krukowski, R. A., Love, S. J., Harvey-Berino, J. R., & West, D. S. (2013). Examining social influence on participation and outcomes among a network of behavioral weight-loss intervention enrollees. Journal of Obesity, 2013, 1–8. doi:10.​1155/​2013/​480630 CrossRef
go back to reference Colantonio, S., Coppini, G., Germanese, D., Giorgi, D., Magrini, M., Marraccini, P., Martinelli, M., Morales, M. A., Pascali, M. A., Raccichini, G., Righi, M., & Salvetti, O. (2015). A smart mirror to promote a healthy lifestyle. Biosystems Engineering, 138, 33–43.CrossRef Colantonio, S., Coppini, G., Germanese, D., Giorgi, D., Magrini, M., Marraccini, P., Martinelli, M., Morales, M. A., Pascali, M. A., Raccichini, G., Righi, M., & Salvetti, O. (2015). A smart mirror to promote a healthy lifestyle. Biosystems Engineering, 138, 33–43.CrossRef
go back to reference Collins, L. M., Baker, T. B., Mermelstein, R. J., Piper, M. E., Jorenby, D. E., Smith, S. S., et al. (2011). The multiphase optimization strategy for engineering effective tobacco use interventions. Annals of Behavioral Medicine: A Publication of the Society of Behavioral Medicine, 41, 208–226. doi:10.1007/s12160-010-9253-x CrossRef Collins, L. M., Baker, T. B., Mermelstein, R. J., Piper, M. E., Jorenby, D. E., Smith, S. S., et al. (2011). The multiphase optimization strategy for engineering effective tobacco use interventions. Annals of Behavioral Medicine: A Publication of the Society of Behavioral Medicine, 41, 208–226. doi:10.​1007/​s12160-010-9253-x CrossRef
go back to reference Collins, L. M., Dziak, J. J., Kugler, K. C., Trail, J. B. (2014). Factorial experiments: efficient tools for evaluation of intervention components. American Journal of Preventive Medicine, 47(4), 498–504CrossRefPubMedPubMedCentral Collins, L. M., Dziak, J. J., Kugler, K. C., Trail, J. B. (2014). Factorial experiments: efficient tools for evaluation of intervention components. American Journal of Preventive Medicine, 47(4), 498–504CrossRefPubMedPubMedCentral
go back to reference Collins, L. M., Murphy, S. A., Strecher, V. (2007). The multiphase optimization strategy (MOST) and the sequential multiple assignment randomized trial (SMART): New methods for more potent eHealth interventions. American Journal of Preventive Medicine, 32(5), S112–S118.CrossRefPubMedPubMedCentral Collins, L. M., Murphy, S. A., Strecher, V. (2007). The multiphase optimization strategy (MOST) and the sequential multiple assignment randomized trial (SMART): New methods for more potent eHealth interventions. American Journal of Preventive Medicine, 32(5), S112–S118.CrossRefPubMedPubMedCentral
go back to reference Collins, L. M., Trail, J. B., Kugler, K. C., Baker, T. B., Piper, M. E., & Mermelstein, R. J. (2014b). Evaluating individual intervention components: making decisions based on the results of a factorial screening experiment. Translational Behavioral Medicine, 4, 238–251. doi:10.1007/s13142-013-0239-7 CrossRefPubMed Collins, L. M., Trail, J. B., Kugler, K. C., Baker, T. B., Piper, M. E., & Mermelstein, R. J. (2014b). Evaluating individual intervention components: making decisions based on the results of a factorial screening experiment. Translational Behavioral Medicine, 4, 238–251. doi:10.​1007/​s13142-013-0239-7 CrossRefPubMed
go back to reference Conroy, D. E., Dubansky, A., Remillard, J., Murray, R., Pellegrini, C. A., Phillips, S. M., et al. (2016). Using behavior change techniques to guide selections of mobile applications to promote fluid consumption. Urology. doi:10.1016/j.urology.2016.09.015 PubMed Conroy, D. E., Dubansky, A., Remillard, J., Murray, R., Pellegrini, C. A., Phillips, S. M., et al. (2016). Using behavior change techniques to guide selections of mobile applications to promote fluid consumption. Urology. doi:10.​1016/​j.​urology.​2016.​09.​015 PubMed
go back to reference Davies, E. B., Morriss, R., & Glazebrook, C. (2014). Computer-delivered and web-based interventions to improve depression, anxiety, and psychological well-being of university students: A systematic review and meta-analysis. Journal of Medical Internet Research, 16, e130. doi:10.2196/jmir.3142 CrossRefPubMedPubMedCentral Davies, E. B., Morriss, R., & Glazebrook, C. (2014). Computer-delivered and web-based interventions to improve depression, anxiety, and psychological well-being of university students: A systematic review and meta-analysis. Journal of Medical Internet Research, 16, e130. doi:10.​2196/​jmir.​3142 CrossRefPubMedPubMedCentral
go back to reference Devlin, A. M., McGee-Lennon, M., O’Donnell, C. A., Bouamrane, M.-M., Agbakoba, R., O’Connor, S., et al. (2016). Delivering digital health and well-being at scale: lessons learned during the implementation of the Dallas program in the United Kingdom. Journal of the American Medical Informatics Association, 23, 48–59. doi:10.1093/jamia/ocv097 CrossRefPubMed Devlin, A. M., McGee-Lennon, M., O’Donnell, C. A., Bouamrane, M.-M., Agbakoba, R., O’Connor, S., et al. (2016). Delivering digital health and well-being at scale: lessons learned during the implementation of the Dallas program in the United Kingdom. Journal of the American Medical Informatics Association, 23, 48–59. doi:10.​1093/​jamia/​ocv097 CrossRefPubMed
go back to reference Doi, S. A. R., Barendregt, J. J., Khan, S., Thalib, L., & Williams, G. M. (2015a). Advances in the meta-analysis of heterogeneous clinical trials I: The inverse variance heterogeneity model. Contemporary Clinical Trials, 45, 130–138. doi:10.1016/j.cct.2015.05.009 CrossRefPubMed Doi, S. A. R., Barendregt, J. J., Khan, S., Thalib, L., & Williams, G. M. (2015a). Advances in the meta-analysis of heterogeneous clinical trials I: The inverse variance heterogeneity model. Contemporary Clinical Trials, 45, 130–138. doi:10.​1016/​j.​cct.​2015.​05.​009 CrossRefPubMed
go back to reference Dombrowski, S. U., Sniehotta, F. F., Avenell, A., Johnston, M., MacLennan, G., & Araújo-Soares, V. (2012). Identifying active ingredients in complex behavioural interventions for obese adults with obesity-related co-morbidities or additional risk factors for co-morbidities: a systematic review. Health Psychology Review, 6, 7–32. doi:10.1080/17437199.2010.513298 CrossRef Dombrowski, S. U., Sniehotta, F. F., Avenell, A., Johnston, M., MacLennan, G., & Araújo-Soares, V. (2012). Identifying active ingredients in complex behavioural interventions for obese adults with obesity-related co-morbidities or additional risk factors for co-morbidities: a systematic review. Health Psychology Review, 6, 7–32. doi:10.​1080/​17437199.​2010.​513298 CrossRef
go back to reference Estrin, D. (2014). Small data, where n = me. Communications of the ACM, 57(4), 32–34.CrossRef Estrin, D. (2014). Small data, where n = me. Communications of the ACM, 57(4), 32–34.CrossRef
go back to reference Hekler, E. B., Michie, S. F., Rivera, D. E., Collins, L. M., Pavel, M., Jimison, H., Garnett, C., Parral, S., Spruijt- Metz, D. (2016b). Advancing models and theories for digital behavior change interventions. American Journal of Preventive Medicine, 51, pp. 825–832, doi:10.1016/j.amepre.2016.06.013 CrossRefPubMed Hekler, E. B., Michie, S. F., Rivera, D. E., Collins, L. M., Pavel, M., Jimison, H., Garnett, C., Parral, S., Spruijt- Metz, D. (2016b). Advancing models and theories for digital behavior change interventions. American Journal of Preventive Medicine, 51, pp. 825–832, doi:10.​1016/​j.​amepre.​2016.​06.​013 CrossRefPubMed
go back to reference Hirschberg, D. L., Betts, K., Emanuel, P., & Caples, M. (2014). Assessment of wearable sensor technologies for biosurveillance (Department of Defense No. ECBC-TR-1275). Hirschberg, D. L., Betts, K., Emanuel, P., & Caples, M. (2014). Assessment of wearable sensor technologies for biosurveillance (Department of Defense No. ECBC-TR-1275).
go back to reference Huang, G. C., Unger, J. B., Soto, D., Fujimoto, K., Pentz, M. A., Jordan-Marsh, M., et al. (2014). Peer influences: The impact of online and offline friendship networks on adolescent smoking and alcohol use. The Journal of Adolescent Health: Official Publication of the Society for Adolescent Medicine, 54, 508–514. doi:10.1016/j.jadohealth.2013.07.001 CrossRef Huang, G. C., Unger, J. B., Soto, D., Fujimoto, K., Pentz, M. A., Jordan-Marsh, M., et al. (2014). Peer influences: The impact of online and offline friendship networks on adolescent smoking and alcohol use. The Journal of Adolescent Health: Official Publication of the Society for Adolescent Medicine, 54, 508–514. doi:10.​1016/​j.​jadohealth.​2013.​07.​001 CrossRef
go back to reference Kan-Leung, C., Inon, Z., Dana, N., & Jennifer, G. (2014). Predicting agents’ behavior by measuring their social preferences. Frontiers in Artificial Intelligence and Applications. doi:10.3233/978-1-61499-419-0-985 Kan-Leung, C., Inon, Z., Dana, N., & Jennifer, G. (2014). Predicting agents’ behavior by measuring their social preferences. Frontiers in Artificial Intelligence and Applications. doi:10.​3233/​978-1-61499-419-0-985
go back to reference Kumar, S., Nilsen, W. J., Abernethy, A., Atienza, A., Patrick, K., Pavel, M., & Hedeker, D. (2013). Mobile health technology evaluation: the mHealth evidence workshop. American Journal of Preventive Medicine, 45(2), 228–236CrossRefPubMedPubMedCentral Kumar, S., Nilsen, W. J., Abernethy, A., Atienza, A., Patrick, K., Pavel, M., & Hedeker, D. (2013). Mobile health technology evaluation: the mHealth evidence workshop. American Journal of Preventive Medicine, 45(2), 228–236CrossRefPubMedPubMedCentral
go back to reference Leroux, J. S., Moore, S., Dubé, L. (2013). Beyond the "I" in the obesity epidemic: A review of social relational and network interventions on obesity. Journal of Obesity, 2013, 1–10. doi:10.1155/2013/348249 CrossRef Leroux, J. S., Moore, S., Dubé, L. (2013). Beyond the "I" in the obesity epidemic: A review of social relational and network interventions on obesity. Journal of Obesity, 2013, 1–10. doi:10.​1155/​2013/​348249 CrossRef
go back to reference Ljung, L. (1999). System identification: theory for the user (2nd ed.). Upper Saddle River, NJ: Prentice Hall PTR. Ljung, L. (1999). System identification: theory for the user (2nd ed.). Upper Saddle River, NJ: Prentice Hall PTR.
go back to reference Lorencatto, F., West, R., & Michie, S. (2012). Specifying evidence-based behavior change techniques to aid smoking cessation in pregnancy. Nicotine & Tobacco Research, 14, 1019–1026. doi:10.1093/ntr/ntr324 CrossRef Lorencatto, F., West, R., & Michie, S. (2012). Specifying evidence-based behavior change techniques to aid smoking cessation in pregnancy. Nicotine & Tobacco Research, 14, 1019–1026. doi:10.​1093/​ntr/​ntr324 CrossRef
go back to reference Maher, C., Ferguson, M., Vandelanotte, C., Plotnikoff, R., De Bourdeaudhuij, I., Thomas, S., Nelson-Field, K., Olds, T. (2015). A web-based, social networking physical activity intervention for insufficiently active adults delivered via Facebook app: Randomized controlled trial. Journal of Medical Internet Research, 17, e174. doi:10.2196/jmir.4086 CrossRefPubMedPubMedCentral Maher, C., Ferguson, M., Vandelanotte, C., Plotnikoff, R., De Bourdeaudhuij, I., Thomas, S., Nelson-Field, K., Olds, T. (2015). A web-based, social networking physical activity intervention for insufficiently active adults delivered via Facebook app: Randomized controlled trial. Journal of Medical Internet Research, 17, e174. doi:10.​2196/​jmir.​4086 CrossRefPubMedPubMedCentral
go back to reference MacKinnon, D. P. (2008). Introduction to statistical mediation analysis. Routledge MacKinnon, D. P. (2008). Introduction to statistical mediation analysis. Routledge
go back to reference Martin, C. A., Rivera, D. E., & Hekler, E. B. (2016). A decision framework for an adaptive behavioral intervention for physical activity using hybrid model predictive control (pp. 3576–3581). New York: IEEE. doi:10.1109/ACC.2016.7525468 Martin, C. A., Rivera, D. E., & Hekler, E. B. (2016). A decision framework for an adaptive behavioral intervention for physical activity using hybrid model predictive control (pp. 3576–3581). New York: IEEE. doi:10.​1109/​ACC.​2016.​7525468
go back to reference Merchant, G., Weibel, N., Patrick, K., Fowler, J. H., Norman, G. J., Gupta, A., Servetas, C., Calfas, K., Raste, K., Pina, L., Donohue, M., Griswold, W. G., Marshall, S. (2014). Click “Like” to change your behavior: A mixed methods study of college students’ exposure to and engagement with Facebook content designed for weight loss. Journal of Medical Internet Research, 16, e158. doi:10.2196/jmir.3267 CrossRefPubMedPubMedCentral Merchant, G., Weibel, N., Patrick, K., Fowler, J. H., Norman, G. J., Gupta, A., Servetas, C., Calfas, K., Raste, K., Pina, L., Donohue, M., Griswold, W. G., Marshall, S. (2014). Click “Like” to change your behavior: A mixed methods study of college students’ exposure to and engagement with Facebook content designed for weight loss. Journal of Medical Internet Research, 16, e158. doi:10.​2196/​jmir.​3267 CrossRefPubMedPubMedCentral
go back to reference 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, 1479–1498. doi:10.1080/08870446.2010.540664 CrossRef 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, 1479–1498. doi:10.​1080/​08870446.​2010.​540664 CrossRef
go back to reference Michie, S., Hardeman, W., Fanshawe, T., Prevost, A. T., Taylor, L., & Kinmonth, A. L. (2008a). Investigating theoretical explanations for behaviour change: The case study of ProActive. Psychology & Health, 23, 25–39. doi:10.1080/08870440701670588 CrossRef Michie, S., Hardeman, W., Fanshawe, T., Prevost, A. T., Taylor, L., & Kinmonth, A. L. (2008a). Investigating theoretical explanations for behaviour change: The case study of ProActive. Psychology & Health, 23, 25–39. doi:10.​1080/​0887044070167058​8 CrossRef
go back to reference Michie, S., Wood, C. E., Johnston, M., Abraham, C., Francis, J. J., & Hardeman, W. (2015). Behaviour change techniques: the development and evaluation of a taxonomic method for reporting and describing behaviour change interventions (a suite of five studies involving consensus methods, randomised controlled trials and analysis of qualitative data). Health Technology Assessment, 19, 1–188. doi:10.3310/hta19990 CrossRef Michie, S., Wood, C. E., Johnston, M., Abraham, C., Francis, J. J., & Hardeman, W. (2015). Behaviour change techniques: the development and evaluation of a taxonomic method for reporting and describing behaviour change interventions (a suite of five studies involving consensus methods, randomised controlled trials and analysis of qualitative data). Health Technology Assessment, 19, 1–188. doi:10.​3310/​hta19990 CrossRef
go back to reference Nahum-Shani, I., Hekler, E. B., & Spruijt-Metz, D. (2015). Building health behavior models to guide the development of just-in-time adaptive interventions: A pragmatic framework. Health Psychology, 34, 1209–1219. doi:10.1037/hea0000306 CrossRefPubMedCentral Nahum-Shani, I., Hekler, E. B., & Spruijt-Metz, D. (2015). Building health behavior models to guide the development of just-in-time adaptive interventions: A pragmatic framework. Health Psychology, 34, 1209–1219. doi:10.​1037/​hea0000306 CrossRefPubMedCentral
go back to reference Ng, J. Y. Y., Ntoumanis, N., Thogersen-Ntoumani, C., Deci, E. L., Ryan, R. M., Duda, J. L., Williams, G. C. (2012). Self-determination theory applied to health contexts: A meta-analysis. Perspectives on Psychological Science, 7, 325–340. doi:10.1177/1745691612447309 CrossRefPubMed Ng, J. Y. Y., Ntoumanis, N., Thogersen-Ntoumani, C., Deci, E. L., Ryan, R. M., Duda, J. L., Williams, G. C. (2012). Self-determination theory applied to health contexts: A meta-analysis. Perspectives on Psychological Science, 7, 325–340. doi:10.​1177/​1745691612447309​ CrossRefPubMed
go back to reference Pentland, A. (2014). Social physics: How good ideas spread-the lessons from a new science. Penguin Pentland, A. (2014). Social physics: How good ideas spread-the lessons from a new science. Penguin
go back to reference Peters, G.-J. Y., de Bruin, M., & Crutzen, R. (2015). Everything should be as simple as possible, but no simpler: towards a protocol for accumulating evidence regarding the active content of health behaviour change interventions. Health Psychology Review, 9, 1–14. doi:10.1080/17437199.2013.848409 CrossRefPubMed Peters, G.-J. Y., de Bruin, M., & Crutzen, R. (2015). Everything should be as simple as possible, but no simpler: towards a protocol for accumulating evidence regarding the active content of health behaviour change interventions. Health Psychology Review, 9, 1–14. doi:10.​1080/​17437199.​2013.​848409 CrossRefPubMed
go back to reference Poncela-Casasnovas, J., Spring, B., McClary, D., Moller, A. C., Mukogo, R., Pellegrini, C. A., et al. (2015). Social embeddedness in an online weight management programme is linked to greater weight loss. Journal of the Royal Society, Interface, 12, 20140686. doi:10.1098/rsif.2014.0686 CrossRefPubMedPubMedCentral Poncela-Casasnovas, J., Spring, B., McClary, D., Moller, A. C., Mukogo, R., Pellegrini, C. A., et al. (2015). Social embeddedness in an online weight management programme is linked to greater weight loss. Journal of the Royal Society, Interface, 12, 20140686. doi:10.​1098/​rsif.​2014.​0686 CrossRefPubMedPubMedCentral
go back to reference Prestwich, A., Sniehotta, F. F., Whittington, C., Dombrowski, S. U., Rogers, L., & Michie, S. (2014). Does theory influence the effectiveness of health behavior interventions? Meta-analysis. Health Psychology: Official Journal of the Division of Health Psychology, American Psychological Association, 33, 465–474. doi:10.1037/a0032853 CrossRef Prestwich, A., Sniehotta, F. F., Whittington, C., Dombrowski, S. U., Rogers, L., & Michie, S. (2014). Does theory influence the effectiveness of health behavior interventions? Meta-analysis. Health Psychology: Official Journal of the Division of Health Psychology, American Psychological Association, 33, 465–474. doi:10.​1037/​a0032853 CrossRef
go back to reference Resnick, P., & Varian, H. R. (1997). Recommender systems. Communications of the ACM, 40(3), 56–58.CrossRef Resnick, P., & Varian, H. R. (1997). Recommender systems. Communications of the ACM, 40(3), 56–58.CrossRef
go back to reference Riley, W. T., Martin, C. A., Rivera, D. E., Hekler, E. B., Adams, M. A., Buman, M. P., Pavel, M., & King, A. C. (2016). Development of a dynamic computational model of social cognitive theory. Translational Behavioral Medicine, 6(4), 483–495. 10.1007/s13142-015-0356-6.CrossRefPubMed Riley, W. T., Martin, C. A., Rivera, D. E., Hekler, E. B., Adams, M. A., Buman, M. P., Pavel, M., & King, A. C. (2016). Development of a dynamic computational model of social cognitive theory. Translational Behavioral Medicine, 6(4), 483–495. 10.​1007/​s13142-015-0356-6.CrossRefPubMed
go back to reference Silva, M. N., Marques, M. M., & Teixeira, P. J. (2014). Testing theory in practice: The example of self-determination theory-based interventions. European Health Psychologist, 16, 171–180. Silva, M. N., Marques, M. M., & Teixeira, P. J. (2014). Testing theory in practice: The example of self-determination theory-based interventions. European Health Psychologist, 16, 171–180.
go back to reference Spruijt-Metz, D., Hekler, E., Saranummi, N., Intille, S., Korhonen, I., Nilsen, W., Rivera, D. E., Spring, B., Michie, S., Asch, D. A., Sanna, A., Salcedo, V. T., Kukakfa, R., Pavel, M. (2015). Building new computational models to support health behavior change and maintenance: New opportunities in behavioral research. Translational Behavioral Medicine, 5, 335–346. doi:10.1007/s13142-015-0324-1 CrossRefPubMedPubMedCentral Spruijt-Metz, D., Hekler, E., Saranummi, N., Intille, S., Korhonen, I., Nilsen, W., Rivera, D. E., Spring, B., Michie, S., Asch, D. A., Sanna, A., Salcedo, V. T., Kukakfa, R., Pavel, M. (2015). Building new computational models to support health behavior change and maintenance: New opportunities in behavioral research. Translational Behavioral Medicine, 5, 335–346. doi:10.​1007/​s13142-015-0324-1 CrossRefPubMedPubMedCentral
go back to reference Strecher, V. J., McClure, J. B., Alexander, G. L., Chakraborty, B., Nair, V. N., Konkel, J. M., Greene, S. M., Collins, L. M., Carlier, C. C., Wieseb, C. J., Little, R. J., Pomerleau, C. S., Pomerleau, O. F. (2008). Webbased smoking-cessation programs: Results of a randomized trial. American Journal of Preventive Medicine, 34(5), 373–381.CrossRefPubMedPubMedCentral Strecher, V. J., McClure, J. B., Alexander, G. L., Chakraborty, B., Nair, V. N., Konkel, J. M., Greene, S. M., Collins, L. M., Carlier, C. C., Wieseb, C. J., Little, R. J., Pomerleau, C. S., Pomerleau, O. F. (2008). Webbased smoking-cessation programs: Results of a randomized trial. American Journal of Preventive Medicine, 34(5), 373–381.CrossRefPubMedPubMedCentral
go back to reference Sutton, S. (2010). Using social cognition models to develop health behaviour interventions: The theory of planned behaviour as an example. In D. P. French, K. Vedhara, A. A. Kaptein, & J. Weinman (Eds.), Health Psychology (2nd ed., Vol. 122). New York: BPS Blackwell. Sutton, S. (2010). Using social cognition models to develop health behaviour interventions: The theory of planned behaviour as an example. In D. P. French, K. Vedhara, A. A. Kaptein, & J. Weinman (Eds.), Health Psychology (2nd ed., Vol. 122). New York: BPS Blackwell.
go back to reference Timms, K. P., Martin, C. A., Rivera, D. E., Hekler, E. B., & Riley, W. (2014). Leveraging intensive longitudinal data to better understand health behaviors. In 2014 36th annual international conference of the IEEE engineering in medicine and biology society (EMBC) (pp. 6888–6891). doi:10.1109/EMBC.2014.6945211 Timms, K. P., Martin, C. A., Rivera, D. E., Hekler, E. B., & Riley, W. (2014). Leveraging intensive longitudinal data to better understand health behaviors. In 2014 36th annual international conference of the IEEE engineering in medicine and biology society (EMBC) (pp. 6888–6891). doi:10.​1109/​EMBC.​2014.​6945211
go back to reference Topol, E. J. (2013). The creative destruction of medicine: How the digital revolution will create better health care (1st pbk. ed). New York: Basic Books. Topol, E. J. (2013). The creative destruction of medicine: How the digital revolution will create better health care (1st pbk. ed). New York: Basic Books.
go back to reference Turkle, S. (2015). Reclaiming conversation: The power of talk in a digital age. New York: Penguin Press. Turkle, S. (2015). Reclaiming conversation: The power of talk in a digital age. New York: Penguin Press.
go back to reference Walther, J. B. (1996). Computer-mediated communication impersonal, interpersonal, and hyperpersonal interaction. Communication Research, 23, 3–43.CrossRef Walther, J. B. (1996). Computer-mediated communication impersonal, interpersonal, and hyperpersonal interaction. Communication Research, 23, 3–43.CrossRef
go back to reference Webb, T. L., 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, e4. doi:10.2196/jmir.1376 CrossRefPubMedPubMedCentral Webb, T. L., 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, e4. doi:10.​2196/​jmir.​1376 CrossRefPubMedPubMedCentral
go back to reference West, R., Evans, A., & Michie, S. (2011). Behavior change techniques used in group-based behavioral support by the english stop-smoking services and preliminary assessment of association with short-term quit outcomes. Nicotine & Tobacco Research, 13, 1316–1320. doi:10.1093/ntr/ntr120 CrossRef West, R., Evans, A., & Michie, S. (2011). Behavior change techniques used in group-based behavioral support by the english stop-smoking services and preliminary assessment of association with short-term quit outcomes. Nicotine & Tobacco Research, 13, 1316–1320. doi:10.​1093/​ntr/​ntr120 CrossRef
go back to reference Wyrick, D. L., Rulison, K. L., Fearnow-Kenney, M., Milroy, J. J., & Collins, L. M. (2014). Moving beyond the treatment package approach to developing behavioral interventions: Addressing questions that arose during an application of the multiphase optimization strategy (MOST). Translational Behavioral Medicine, 4, 252–259. doi:10.1007/s13142-013-0247-7 CrossRefPubMedPubMedCentral Wyrick, D. L., Rulison, K. L., Fearnow-Kenney, M., Milroy, J. J., & Collins, L. M. (2014). Moving beyond the treatment package approach to developing behavioral interventions: Addressing questions that arose during an application of the multiphase optimization strategy (MOST). Translational Behavioral Medicine, 4, 252–259. doi:10.​1007/​s13142-013-0247-7 CrossRefPubMedPubMedCentral
go back to reference Yardley, L., Spring, B. J., Riper, H., Morrison, L. G., Crane, D. H., Curtis, K., et al. (2016). Understanding and promoting effective engagement with digital behavior change interventions. American Journal of Preventive Medicine, 51, 833–842. doi:10.1016/j.amepre.2016.06.015 CrossRefPubMed Yardley, L., Spring, B. J., Riper, H., Morrison, L. G., Crane, D. H., Curtis, K., et al. (2016). Understanding and promoting effective engagement with digital behavior change interventions. American Journal of Preventive Medicine, 51, 833–842. doi:10.​1016/​j.​amepre.​2016.​06.​015 CrossRefPubMed
go back to reference Young, S. D., Holloway, I., Jaganath, D., Rice, E., Westmoreland, D., & Coates, T. (2014). Project HOPE: Online social network changes in an HIV prevention randomized controlled trial for African American and Latino men who have sex with men. American Journal of Public Health, 104, 1707–1712. doi:10.2105/AJPH.2014.301992 CrossRefPubMedPubMedCentral Young, S. D., Holloway, I., Jaganath, D., Rice, E., Westmoreland, D., & Coates, T. (2014). Project HOPE: Online social network changes in an HIV prevention randomized controlled trial for African American and Latino men who have sex with men. American Journal of Public Health, 104, 1707–1712. doi:10.​2105/​AJPH.​2014.​301992 CrossRefPubMedPubMedCentral
Metagegevens
Titel
Applying and advancing behavior change theories and techniques in the context of a digital health revolution: proposals for more effectively realizing untapped potential
Auteurs
Arlen C. Moller
Gina Merchant
David E. Conroy
Robert West
Eric Hekler
Kari C. Kugler
Susan Michie
Publicatiedatum
05-01-2017
Uitgeverij
Springer US
Gepubliceerd in
Journal of Behavioral Medicine / Uitgave 1/2017
Print ISSN: 0160-7715
Elektronisch ISSN: 1573-3521
DOI
https://doi.org/10.1007/s10865-016-9818-7

Andere artikelen Uitgave 1/2017

Journal of Behavioral Medicine 1/2017 Naar de uitgave