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Published in: Translational Behavioral Medicine 1/2011

01-03-2011

Health behavior models in the age of mobile interventions: are our theories up to the task?

Authors: William T Riley, PhD, Daniel E Rivera, PhD, Audie A Atienza, PhD, Wendy Nilsen, PhD, Susannah M Allison, PhD, Robin Mermelstein, PhD

Published in: Translational Behavioral Medicine | Issue 1/2011

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Abstract

Mobile technologies are being used to deliver health behavior interventions. The study aims to determine how health behavior theories are applied to mobile interventions. This is a review of the theoretical basis and interactivity of mobile health behavior interventions. Many of the mobile health behavior interventions reviewed were predominately one way (i.e., mostly data input or informational output), but some have leveraged mobile technologies to provide just-in-time, interactive, and adaptive interventions. Most smoking and weight loss studies reported a theoretical basis for the mobile intervention, but most of the adherence and disease management studies did not. Mobile health behavior intervention development could benefit from greater application of health behavior theories. Current theories, however, appear inadequate to inform mobile intervention development as these interventions become more interactive and adaptive. Dynamic feedback system theories of health behavior can be developed utilizing longitudinal data from mobile devices and control systems engineering models.
Literature
1.
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.PubMed 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.PubMed
2.
go back to reference Tate, D. F., Finkelstein, E. A., Khavjou, O., & Gustafson, A. (2009). Cost effectiveness of Internet interventions: Review and recommendations. Annals of Behavioral Medicine, 38, 40–45.PubMed Tate, D. F., Finkelstein, E. A., Khavjou, O., & Gustafson, A. (2009). Cost effectiveness of Internet interventions: Review and recommendations. Annals of Behavioral Medicine, 38, 40–45.PubMed
3.
go back to reference Norman, G. J., Zabinski, M. F., Adams, M. A., Rosenberg, D. E., Yaroch, A. L., & Atienza, A. A. (2007). A review of eHealth interventions for physical activity and dietary behavior change. American Journal of Preventive Medicine, 33, 336–345.PubMed Norman, G. J., Zabinski, M. F., Adams, M. A., Rosenberg, D. E., Yaroch, A. L., & Atienza, A. A. (2007). A review of eHealth interventions for physical activity and dietary behavior change. American Journal of Preventive Medicine, 33, 336–345.PubMed
7.
go back to reference Leena, K., Tomi, L., & Arja, R. (2005). Intensity of mobile phone use and health compromising behaviours: How is information and communication technology connected to health-related lifestyle in adolescence? Journal of Adolescence, 28, 35–47.PubMed Leena, K., Tomi, L., & Arja, R. (2005). Intensity of mobile phone use and health compromising behaviours: How is information and communication technology connected to health-related lifestyle in adolescence? Journal of Adolescence, 28, 35–47.PubMed
8.
go back to reference Kosaraju, A., Barrigan, C. R., Poropatich, R. K., & Casscells, S. W. (2010). Use of mobile phones as a tool for United States health diplomacy abroad. Telemed J E Health., 16, 218–222.PubMed Kosaraju, A., Barrigan, C. R., Poropatich, R. K., & Casscells, S. W. (2010). Use of mobile phones as a tool for United States health diplomacy abroad. Telemed J E Health., 16, 218–222.PubMed
9.
go back to reference Kaplan, W. A. (2006). Can the ubiquitous power of mobile phones be used to improve health outcomes in developing countries? Global Healthcare, 2, 9–22. Kaplan, W. A. (2006). Can the ubiquitous power of mobile phones be used to improve health outcomes in developing countries? Global Healthcare, 2, 9–22.
10.
go back to reference Pharow, P., Blobel, B., Ruotsalainen, P., Petersen, F., & Hovsto, A. (2009). Portable devices, sensors and networks: Wireless personalized eHealth services. Studies in Health Technology and Informatics, 150, 1012–1016.PubMed Pharow, P., Blobel, B., Ruotsalainen, P., Petersen, F., & Hovsto, A. (2009). Portable devices, sensors and networks: Wireless personalized eHealth services. Studies in Health Technology and Informatics, 150, 1012–1016.PubMed
11.
go back to reference Patrick, K., Griswold, W. G., Raab, F., & Intille, S. S. (2008). Health and the mobile phone. American Journal of Preventive Medicine, 35, 177–181.PubMed Patrick, K., Griswold, W. G., Raab, F., & Intille, S. S. (2008). Health and the mobile phone. American Journal of Preventive Medicine, 35, 177–181.PubMed
12.
go back to reference Becker, M. H. (Ed.) (1974). The health belief model and personal health behavior. Health Education Monographs, 2, 324–473. Becker, M. H. (Ed.) (1974). The health belief model and personal health behavior. Health Education Monographs, 2, 324–473.
13.
go back to reference Godin, G., & Kok, G. (1996). The theory of planned behavior: A review of its applications to health-related behaviors. American Journal of Health Promotion, 11, 87–98.PubMed Godin, G., & Kok, G. (1996). The theory of planned behavior: A review of its applications to health-related behaviors. American Journal of Health Promotion, 11, 87–98.PubMed
14.
go back to reference Bandura, A. (2001). Social cognitive theory: An agentic perspective. Annual Review of Psychology, 52, 1–26.PubMed Bandura, A. (2001). Social cognitive theory: An agentic perspective. Annual Review of Psychology, 52, 1–26.PubMed
15.
go back to reference Prochaska, J. O., & Velicer, W. F. (1997). The transtheoretical model of health behavior change. American Journal of Health Promotion, 12, 38–48.PubMed Prochaska, J. O., & Velicer, W. F. (1997). The transtheoretical model of health behavior change. American Journal of Health Promotion, 12, 38–48.PubMed
16.
go back to reference Ryan, R. M., & Deci, E. L. (2000). Self-determination theory and the facilitation of intrinsic motivation, social development, and well-being. Amer Psychol., 55, 68–78. Ryan, R. M., & Deci, E. L. (2000). Self-determination theory and the facilitation of intrinsic motivation, social development, and well-being. Amer Psychol., 55, 68–78.
17.
go back to reference Ogden, J. (2003). Some problems with social cognition models: A pragmatic and conceptual analysis. Health Psychology, 22, 424–428.PubMed Ogden, J. (2003). Some problems with social cognition models: A pragmatic and conceptual analysis. Health Psychology, 22, 424–428.PubMed
18.
go back to reference Burnett, K. F., Taylor, C. B., & Agras, W. S. (1985). Ambulatory computer-assisted therapy for obesity: A new frontier for behavior therapy. J Cons Clin Psychol., 53, 698–703. Burnett, K. F., Taylor, C. B., & Agras, W. S. (1985). Ambulatory computer-assisted therapy for obesity: A new frontier for behavior therapy. J Cons Clin Psychol., 53, 698–703.
19.
go back to reference Prue, D. M., Riley, A., Orlandi, M. A., & Jerome, A. (1990). Development of a computer-assisted smoking cessation program: A preliminary report. J Adv Med., 3, 131–139. Prue, D. M., Riley, A., Orlandi, M. A., & Jerome, A. (1990). Development of a computer-assisted smoking cessation program: A preliminary report. J Adv Med., 3, 131–139.
20.
go back to reference Brownell, K. D. (1995). Adherence to dietary regimens. 2: Components of effective interventions. Behavioral Medicine, 20, 155–164.PubMed Brownell, K. D. (1995). Adherence to dietary regimens. 2: Components of effective interventions. Behavioral Medicine, 20, 155–164.PubMed
21.
go back to reference Fjeldsoe, B. S., Marshall, A. L., & Miller, Y. D. (2009). Behavior change interventions delivered by mobile telephone short-message service. American Journal of Preventive Medicine, 36, 165–173.PubMed Fjeldsoe, B. S., Marshall, A. L., & Miller, Y. D. (2009). Behavior change interventions delivered by mobile telephone short-message service. American Journal of Preventive Medicine, 36, 165–173.PubMed
22.
go back to reference Krishna, S., & Boren, S. A. (2009). Healthcare via cell phone: A systematic review. Telemed e-Health., 15, 231–240. Krishna, S., & Boren, S. A. (2009). Healthcare via cell phone: A systematic review. Telemed e-Health., 15, 231–240.
23.
go back to reference Obermayer, J. L., Riley, W. T., Asif, O., & Jean-Mary, J. (2004). College smoking-cessation using cell phone text messaging. J Amer Coll Health, 53, 71–78. Obermayer, J. L., Riley, W. T., Asif, O., & Jean-Mary, J. (2004). College smoking-cessation using cell phone text messaging. J Amer Coll Health, 53, 71–78.
24.
go back to reference Rodgers, A., Corbett, T., Bramley, D., et al. (2005). Do u smoke after txt? Results of a randomized trial of smoking cessation using mobile phone text messaging. Tobacco Control, 14, 255–261.PubMed Rodgers, A., Corbett, T., Bramley, D., et al. (2005). Do u smoke after txt? Results of a randomized trial of smoking cessation using mobile phone text messaging. Tobacco Control, 14, 255–261.PubMed
25.
go back to reference Riley, W. T., Obermayer, J., & Jean-Mary, J. (2008). Internet and mobile phone text messaging intervention for college smokers. J Amer Coll Health., 57, 245–248. Riley, W. T., Obermayer, J., & Jean-Mary, J. (2008). Internet and mobile phone text messaging intervention for college smokers. J Amer Coll Health., 57, 245–248.
26.
go back to reference Whittaker, R., Maddison, R., McRobbie, H., et al. (2008). A multimedia mobile phone-based youth smoking cessation intervention: Findings from content development and piloting studies. Journal of Medical Internet Research, 10, e49.PubMed Whittaker, R., Maddison, R., McRobbie, H., et al. (2008). A multimedia mobile phone-based youth smoking cessation intervention: Findings from content development and piloting studies. Journal of Medical Internet Research, 10, e49.PubMed
27.
go back to reference Brendryen, H., & Kraft, P. (2008). Happy Ending: A randomized controlled trial of a digital multi-media smoking cessation intervention. Addiction, 103, 478–484.PubMed Brendryen, H., & Kraft, P. (2008). Happy Ending: A randomized controlled trial of a digital multi-media smoking cessation intervention. Addiction, 103, 478–484.PubMed
28.
go back to reference Brendryen, H., Drozd, F., & Kraft, P. (2008). A digital smoking cessation program delivered through Internet and cell phone without nicotine replacement (happy ending): Randomized controlled trial. Journal of Medical Internet Research, 10, e51.PubMed Brendryen, H., Drozd, F., & Kraft, P. (2008). A digital smoking cessation program delivered through Internet and cell phone without nicotine replacement (happy ending): Randomized controlled trial. Journal of Medical Internet Research, 10, e51.PubMed
29.
go back to reference Free, C., Whittaker, R., Knight, R., Abramsky, T., Rodgers, A., & Roberts, G. (2009). Txt2stop: A pilot randomized controlled trial of mobile phone-based smoking cessation support. Tobacco Control, 18, 88–91.PubMed Free, C., Whittaker, R., Knight, R., Abramsky, T., Rodgers, A., & Roberts, G. (2009). Txt2stop: A pilot randomized controlled trial of mobile phone-based smoking cessation support. Tobacco Control, 18, 88–91.PubMed
30.
go back to reference Intille SS, Kukla C, Farzanfar R, Bakr W. Just-in-time technology to encourage incremental, dietary behavior change. In AMIA 2003 symposium proceedings, p 874 Intille SS, Kukla C, Farzanfar R, Bakr W. Just-in-time technology to encourage incremental, dietary behavior change. In AMIA 2003 symposium proceedings, p 874
31.
go back to reference Brendryen, H., Kraft, P., & Schaalma, H. (2010). Looking inside the black box: Using intervention mapping to describe the development of an automated smoking cessation intervention happy ending. The Journal of Smoking Cessation, 5, 29–56. Brendryen, H., Kraft, P., & Schaalma, H. (2010). Looking inside the black box: Using intervention mapping to describe the development of an automated smoking cessation intervention happy ending. The Journal of Smoking Cessation, 5, 29–56.
32.
go back to reference Whittaker, R., Borland, R., Bullen, C., Lin, R. B., McRobbie, H., & Rodgers, A. (2009). Mobile phone-based interventions for smoking cessation. Cochrane Database of Systematic Reviews, 4, CD006611. Whittaker, R., Borland, R., Bullen, C., Lin, R. B., McRobbie, H., & Rodgers, A. (2009). Mobile phone-based interventions for smoking cessation. Cochrane Database of Systematic Reviews, 4, CD006611.
33.
go back to reference Joo, N., & Kim, B. (2007). Mobile phone short message service messaging for behaviour modification in a community-based weight loss programme in Korea. Journal of Telemedicine and Telecare, 13, 416–420.PubMed Joo, N., & Kim, B. (2007). Mobile phone short message service messaging for behaviour modification in a community-based weight loss programme in Korea. Journal of Telemedicine and Telecare, 13, 416–420.PubMed
34.
go back to reference Burke, L. E., Conroy, M. B., Sereika, S. M., et al. (2011). The effect of electronic self-monitoring on weight loss and dietary intake: A randomized behavioral weight loss trial. Obesity, 19, 338–344. Burke, L. E., Conroy, M. B., Sereika, S. M., et al. (2011). The effect of electronic self-monitoring on weight loss and dietary intake: A randomized behavioral weight loss trial. Obesity, 19, 338–344.
35.
go back to reference Liu, W. T., Wang, C. H., Lin, H. C., et al. (2008). Efficacy of a cell phone-based exercise programme for COPD. The European Respiratory Journal, 32, 651–659.PubMed Liu, W. T., Wang, C. H., Lin, H. C., et al. (2008). Efficacy of a cell phone-based exercise programme for COPD. The European Respiratory Journal, 32, 651–659.PubMed
36.
go back to reference Nguyen, H. Q., Gill, D. P., Wolpin, S., Steele, B. G., & Benditt, J. O. (2009). Pilot study of a cell phone-based exercise persistence intervention post-rehabilitation for COPD. Int J COPD., 4, 301–313. Nguyen, H. Q., Gill, D. P., Wolpin, S., Steele, B. G., & Benditt, J. O. (2009). Pilot study of a cell phone-based exercise persistence intervention post-rehabilitation for COPD. Int J COPD., 4, 301–313.
37.
go back to reference Bauer, S., de Niet, J., Timman, R., & Kordy, H. (2010). Enhancement of care through self-monitoring and tailored feedback via text messaging and their use in the treatment of childhood overweight. Patient Education and Counseling, 79, 315–319.PubMed Bauer, S., de Niet, J., Timman, R., & Kordy, H. (2010). Enhancement of care through self-monitoring and tailored feedback via text messaging and their use in the treatment of childhood overweight. Patient Education and Counseling, 79, 315–319.PubMed
38.
go back to reference Hurling, R., Catt, M., De Boni, M., et al. (2007). Using Internet and mobile phone technology to deliver an automated physical activity program: Randomized controlled trial. Journal of Medical Internet Research, 9, e7.PubMed Hurling, R., Catt, M., De Boni, M., et al. (2007). Using Internet and mobile phone technology to deliver an automated physical activity program: Randomized controlled trial. Journal of Medical Internet Research, 9, e7.PubMed
39.
go back to reference Beasley, J. M., Riley, W. T., Davis, A., & Singh, J. (2008). Evaluation of a PDA-based dietary assessment and intervention program: A randomized controlled trial. Journal of the American College of Nutrition, 27, 280–286.PubMed Beasley, J. M., Riley, W. T., Davis, A., & Singh, J. (2008). Evaluation of a PDA-based dietary assessment and intervention program: A randomized controlled trial. Journal of the American College of Nutrition, 27, 280–286.PubMed
40.
go back to reference 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, 2382–2391.PubMed 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, 2382–2391.PubMed
41.
go back to reference Atienza, A. A., King, A. C., Oliveira, B. M., Ahn, D. K., & Gardner, C. D. (2008). Using hand-held computer technologies to improve dietary intake. American Journal of Preventive Medicine, 34, 514–518.PubMed Atienza, A. A., King, A. C., Oliveira, B. M., Ahn, D. K., & Gardner, C. D. (2008). Using hand-held computer technologies to improve dietary intake. American Journal of Preventive Medicine, 34, 514–518.PubMed
42.
go back to reference King, A. C., Ahn, D. K., Oliveira, B. M., Atienza, A. A., Castro, C. M., & Gardner, C. D. (2008). Promoting physical activity through hand-held computer technology. American Journal of Preventive Medicine, 34, 138–142.PubMed King, A. C., Ahn, D. K., Oliveira, B. M., Atienza, A. A., Castro, C. M., & Gardner, C. D. (2008). Promoting physical activity through hand-held computer technology. American Journal of Preventive Medicine, 34, 138–142.PubMed
43.
go back to reference Patrick, K., Raab, F., Adams, M. A., et al. (2009). A text message-based intervention for weight loss: Randomized controlled trial. Journal of Medical Internet Research, 11, e1.PubMed Patrick, K., Raab, F., Adams, M. A., et al. (2009). A text message-based intervention for weight loss: Randomized controlled trial. Journal of Medical Internet Research, 11, e1.PubMed
44.
go back to reference Fjeldsoe, B. S., Miller, Y. D., & Marshall, A. L. (2010). MobileMums: A randomized controlled trial of an SMS-based physical activity intervention. Annals of Behavioral Medicine, 39, 101–111.PubMed Fjeldsoe, B. S., Miller, Y. D., & Marshall, A. L. (2010). MobileMums: A randomized controlled trial of an SMS-based physical activity intervention. Annals of Behavioral Medicine, 39, 101–111.PubMed
45.
go back to reference Hiltz, S. R. (1988). Productivity enhancement from computer-mediated communication: A systems contingency approach. Communications of the ACM, 31, 1438–1454. Hiltz, S. R. (1988). Productivity enhancement from computer-mediated communication: A systems contingency approach. Communications of the ACM, 31, 1438–1454.
46.
go back to reference Krishna, S., & Boren, S. A. (2008). Diabetes self-management care via cell phone: A systematic review. J Diabetes Sci Technol, 2, 509–517.PubMed Krishna, S., & Boren, S. A. (2008). Diabetes self-management care via cell phone: A systematic review. J Diabetes Sci Technol, 2, 509–517.PubMed
47.
go back to reference Ngo, J., Engelen, A., Molag, M., Roesle, J., Garcia-Segovia, P., & Serra-Majem, L. (2009). A review of the use of information and communication technologies for dietary assessment. British J Nutr., 101, S102–S112. Ngo, J., Engelen, A., Molag, M., Roesle, J., Garcia-Segovia, P., & Serra-Majem, L. (2009). A review of the use of information and communication technologies for dietary assessment. British J Nutr., 101, S102–S112.
48.
go back to reference Boushey, C. J., Kerr, D. A., Wright, J., Lutes, K. D., Ebert, D. S., & Delp, E. J. (2009). Use of technology in children’s dietary assessment. Euro J Clin Nutr., 63, S50–S57. Boushey, C. J., Kerr, D. A., Wright, J., Lutes, K. D., Ebert, D. S., & Delp, E. J. (2009). Use of technology in children’s dietary assessment. Euro J Clin Nutr., 63, S50–S57.
49.
go back to reference Six, B. L., Schap, T. E., Zhu, F. M., Mariappan, A., Bosch, M., Delp, E. J., et al. (2010). Evidence-based development of a mobile telephone food record. Journal of the American Dietetic Association, 110, 74–79.PubMed Six, B. L., Schap, T. E., Zhu, F. M., Mariappan, A., Bosch, M., Delp, E. J., et al. (2010). Evidence-based development of a mobile telephone food record. Journal of the American Dietetic Association, 110, 74–79.PubMed
50.
go back to reference Hynes, M., Wang, H., & Kilmartin, L. (2009). Off-the-shelf mobile handset environments for deploying accelerometer based gait and activity analysis algorithms. Conf Proc IEEE Eng Med Biol Soc., 2009, 5187–5190.PubMed Hynes, M., Wang, H., & Kilmartin, L. (2009). Off-the-shelf mobile handset environments for deploying accelerometer based gait and activity analysis algorithms. Conf Proc IEEE Eng Med Biol Soc., 2009, 5187–5190.PubMed
51.
go back to reference Bexelius, C., Lof, M., Sandin, S., Trolle Lagerros, Y., Forsum, E., & Litton, J. E. (2010). Measure of physical activity using cell phones: Validation using criterion measures. J Med Internet Res, 29, e2. Bexelius, C., Lof, M., Sandin, S., Trolle Lagerros, Y., Forsum, E., & Litton, J. E. (2010). Measure of physical activity using cell phones: Validation using criterion measures. J Med Internet Res, 29, e2.
52.
go back to reference Farmer, K. C. (1999). Methods for measuring and monitoring medication regimen adherence in clinical trials and clinical practice. Clinical Therapeutics, 21, 1074–1090.PubMed Farmer, K. C. (1999). Methods for measuring and monitoring medication regimen adherence in clinical trials and clinical practice. Clinical Therapeutics, 21, 1074–1090.PubMed
53.
go back to reference Naditz, A. (2008). Medication compliance—helping patients through technology: Modern “smart” pillboxes keep memory-short patients on their medical regimen. Telemed J E Health., 14, 875–880.PubMed Naditz, A. (2008). Medication compliance—helping patients through technology: Modern “smart” pillboxes keep memory-short patients on their medical regimen. Telemed J E Health., 14, 875–880.PubMed
54.
go back to reference Safren, S. A., Hendriksen, E. S., Desousa, N., Boswell, S. L., & Mayer, K. H. (2003). Use of an on-line pager system to increase adherence to antiretroviral medications. AIDS Care, 15, 787–793.PubMed Safren, S. A., Hendriksen, E. S., Desousa, N., Boswell, S. L., & Mayer, K. H. (2003). Use of an on-line pager system to increase adherence to antiretroviral medications. AIDS Care, 15, 787–793.PubMed
55.
go back to reference Simoni, J. M., Huh, D., Frick, P. A., et al. (2009). Peer support and pager messaging to promote antiretroviral modifying therapy in Seattle: A randomized controlled trial. Journal of Acquired Immune Deficiency Syndromes, 52, 465–473.PubMed Simoni, J. M., Huh, D., Frick, P. A., et al. (2009). Peer support and pager messaging to promote antiretroviral modifying therapy in Seattle: A randomized controlled trial. Journal of Acquired Immune Deficiency Syndromes, 52, 465–473.PubMed
56.
go back to reference Koshy, E., Car, J., & Majeed, A. (2008). Effectiveness of mobile-phone short messaging service (SMS) reminders for ophthalmology outpatient appointments: Observational study. BMC Ophthalmology, 8, 9.PubMed Koshy, E., Car, J., & Majeed, A. (2008). Effectiveness of mobile-phone short messaging service (SMS) reminders for ophthalmology outpatient appointments: Observational study. BMC Ophthalmology, 8, 9.PubMed
57.
go back to reference Bos, A., Hoogstraten, J., & Prahl-Andersen, B. (2005). Failed appointments in an orthodontic clinic. BAm J Orthod Dentofacial Orthop, 127, 355–357. Bos, A., Hoogstraten, J., & Prahl-Andersen, B. (2005). Failed appointments in an orthodontic clinic. BAm J Orthod Dentofacial Orthop, 127, 355–357.
58.
go back to reference Leong, K. C., Leong, K. W., Mastura, I., et al. (2006). The use of text messaging to improve attendance in primary care: A randomized controlled trial. Family Practice, 23, 699–705.PubMed Leong, K. C., Leong, K. W., Mastura, I., et al. (2006). The use of text messaging to improve attendance in primary care: A randomized controlled trial. Family Practice, 23, 699–705.PubMed
59.
go back to reference Chen, Z. W., Fang, L. Z., Chen, L. Y., & Dai, H. L. (2008). Comparison of an SMS text messaging and phone reminder to improve attendance at a health promotion center: A randomized controlled trial. Journal of Zhejiang University. Science B, 9, 34–38.PubMed Chen, Z. W., Fang, L. Z., Chen, L. Y., & Dai, H. L. (2008). Comparison of an SMS text messaging and phone reminder to improve attendance at a health promotion center: A randomized controlled trial. Journal of Zhejiang University. Science B, 9, 34–38.PubMed
60.
go back to reference Blake, H. (2008). Mobile phone technology in chronic disease management. Nursing Standard, 23, 43–46.PubMed Blake, H. (2008). Mobile phone technology in chronic disease management. Nursing Standard, 23, 43–46.PubMed
61.
go back to reference Russel-Minda, E., Jutai, J., Speechly, M., Bradley, K., Chudyk, A., & Petrella, R. (2009). Health technologies for monitoring and managing diabetes: A systematic review. J Diabetes Sci Technol., 3, 1460–1471. Russel-Minda, E., Jutai, J., Speechly, M., Bradley, K., Chudyk, A., & Petrella, R. (2009). Health technologies for monitoring and managing diabetes: A systematic review. J Diabetes Sci Technol., 3, 1460–1471.
62.
go back to reference Skinner, C., & Finkelstein, J. (2008). Using cell phones for chronic disease prevention and management. AMIA Annual Symposium Proceedings, 6, 1137. Skinner, C., & Finkelstein, J. (2008). Using cell phones for chronic disease prevention and management. AMIA Annual Symposium Proceedings, 6, 1137.
63.
go back to reference Franklin, V. L., Waller, A., Pagliari, C., & Greene, S. A. (2006). A randomized controlled trial of Sweet Talk, a text messaging system to support young people with diabetes. Diabetes Med., 23, 1332–1338. Franklin, V. L., Waller, A., Pagliari, C., & Greene, S. A. (2006). A randomized controlled trial of Sweet Talk, a text messaging system to support young people with diabetes. Diabetes Med., 23, 1332–1338.
64.
go back to reference American Diabetes Association. (2009). Executive summary: Standards of medical care in diabetes—2009. Diabetes Care, 32, S6–S12. American Diabetes Association. (2009). Executive summary: Standards of medical care in diabetes—2009. Diabetes Care, 32, S6–S12.
65.
go back to reference Hedtke, P. A. (2008). Can wireless technology enable new diabetes management tools. J Diabetes Sci Technol., 2, 127–130.PubMed Hedtke, P. A. (2008). Can wireless technology enable new diabetes management tools. J Diabetes Sci Technol., 2, 127–130.PubMed
66.
go back to reference Ma, Y., Olendzki, B. C., Chiriboga, D., et al. (2006). PDA-assisted low glycemic index dietary intervention for type 2 diabetes: A pilot study. Euro J Clin Nutr., 60, 1235–1243. Ma, Y., Olendzki, B. C., Chiriboga, D., et al. (2006). PDA-assisted low glycemic index dietary intervention for type 2 diabetes: A pilot study. Euro J Clin Nutr., 60, 1235–1243.
67.
go back to reference Forjuoh, S. N., Reis, M. D., Couchman, G. R., & Ory, M. G. (2008). Improving diabetes self-care with a PDA in ambulatory care. Telemed Health., 14, 273–279. Forjuoh, S. N., Reis, M. D., Couchman, G. R., & Ory, M. G. (2008). Improving diabetes self-care with a PDA in ambulatory care. Telemed Health., 14, 273–279.
68.
go back to reference Lanzola, G., Capozzi, D., D’Annunzio, G., Ferrari, P., Bellazzi, R., & Larizza, C. (2007). Going mobile with a multi-access service for the management of diabetes patients. J Diabetes Sci Technol., 1, 730–737.PubMed Lanzola, G., Capozzi, D., D’Annunzio, G., Ferrari, P., Bellazzi, R., & Larizza, C. (2007). Going mobile with a multi-access service for the management of diabetes patients. J Diabetes Sci Technol., 1, 730–737.PubMed
69.
go back to reference Arsand, E., Tufano, J. T., Ralston, J. D., & Hjortdahl, P. (2008). Designing mobile dietary management support technologies for people with diabetes. Journal of Telemedicine and Telecare, 14, 329–332.PubMed Arsand, E., Tufano, J. T., Ralston, J. D., & Hjortdahl, P. (2008). Designing mobile dietary management support technologies for people with diabetes. Journal of Telemedicine and Telecare, 14, 329–332.PubMed
70.
go back to reference Rami, B., Popow, C., Horn, W., Waldhoer, T., & Schober, E. (2006). Telemedical support to improve glycemic control in adolescents with type 1 diabetes mellitus. European Journal of Pediatrics, 165, 701–705.PubMed Rami, B., Popow, C., Horn, W., Waldhoer, T., & Schober, E. (2006). Telemedical support to improve glycemic control in adolescents with type 1 diabetes mellitus. European Journal of Pediatrics, 165, 701–705.PubMed
71.
go back to reference Quinn, C. C., Clough, S. S., Minor, J. M., Lender, D., Okafor, M. C., & Gruber-Baldini, A. (2008). WellDocTM mobile diabetes management randomized controlled trial: Change in clinical and behavioral outcomes and patient and physician satisfaction. Diabetes Technology and Therapeutics, 10, 160–168.PubMed Quinn, C. C., Clough, S. S., Minor, J. M., Lender, D., Okafor, M. C., & Gruber-Baldini, A. (2008). WellDocTM mobile diabetes management randomized controlled trial: Change in clinical and behavioral outcomes and patient and physician satisfaction. Diabetes Technology and Therapeutics, 10, 160–168.PubMed
72.
go back to reference Turner, J., Larsen, M., Tarassenko, L., Neil, A., & Farmer, A. (2009). Implementation of telehealth support for patients with type 2 diabetes using insulin treatment: An exploratory study. Inform Prim Care., 17, 47–53.PubMed Turner, J., Larsen, M., Tarassenko, L., Neil, A., & Farmer, A. (2009). Implementation of telehealth support for patients with type 2 diabetes using insulin treatment: An exploratory study. Inform Prim Care., 17, 47–53.PubMed
73.
go back to reference Cho, J. H., Lee, H. C., Lim, D. J., Kwon, H. S., & Yoon, K. H. (2009). Mobile communication using a mobile phone with a glucometer for glucose control in type 2 patients with diabetes: As effective as an Internet-based glucose monitoring system. Journal of Telemedicine and Telecare, 15, 77–82.PubMed Cho, J. H., Lee, H. C., Lim, D. J., Kwon, H. S., & Yoon, K. H. (2009). Mobile communication using a mobile phone with a glucometer for glucose control in type 2 patients with diabetes: As effective as an Internet-based glucose monitoring system. Journal of Telemedicine and Telecare, 15, 77–82.PubMed
74.
go back to reference Logan, A. G., McIsaac, W. J., Tisler, A., et al. (2007). Mobile phone-based remote patient monitoring system for management of hypertension in diabetic patients. Amer J Hypertension., 20, 942–948. Logan, A. G., McIsaac, W. J., Tisler, A., et al. (2007). Mobile phone-based remote patient monitoring system for management of hypertension in diabetic patients. Amer J Hypertension., 20, 942–948.
75.
go back to reference Leu, M. G., Norris, T. E., Hummel, J., Isaac, M., & Brogan, M. W. (2005). A randomized controlled trial of an automated wireless messaging system for diabetes. Diabetes Technology and Therapeutics, 7, 710–718.PubMed Leu, M. G., Norris, T. E., Hummel, J., Isaac, M., & Brogan, M. W. (2005). A randomized controlled trial of an automated wireless messaging system for diabetes. Diabetes Technology and Therapeutics, 7, 710–718.PubMed
76.
go back to reference Hanauer, D. A., Wentzell, K., Laffel, N., & Laffel, L. M. (2009). Computerized automated reminder diabetes system (CARDS): Email and SMS cell phone text messaging reminders to support diabetes management. Diabetes Technology and Therapeutics, 11, 99–106.PubMed Hanauer, D. A., Wentzell, K., Laffel, N., & Laffel, L. M. (2009). Computerized automated reminder diabetes system (CARDS): Email and SMS cell phone text messaging reminders to support diabetes management. Diabetes Technology and Therapeutics, 11, 99–106.PubMed
77.
go back to reference Strandbygaard, U., Thomsen, S. F., & Backer, V. (2010). A daily SMS reminder increases adherence to asthma treatment: A three-month follow-up study. Respiratory Medicine, 104, 166–171.PubMed Strandbygaard, U., Thomsen, S. F., & Backer, V. (2010). A daily SMS reminder increases adherence to asthma treatment: A three-month follow-up study. Respiratory Medicine, 104, 166–171.PubMed
78.
go back to reference Chung, P., Yu, T., & Scheinfeld, N. (2007). Using cellphones for teledermatology, a preliminary study. Dermatology Online Journal, 13, 2.PubMed Chung, P., Yu, T., & Scheinfeld, N. (2007). Using cellphones for teledermatology, a preliminary study. Dermatology Online Journal, 13, 2.PubMed
79.
go back to reference Tang, F. H., Law, M. Y., Lee, A. C., & Chan, L. W. (2004). A mobile phone integrated health care delivery system for medical images. Journal of Digital Imaging, 17, 217–225.PubMed Tang, F. H., Law, M. Y., Lee, A. C., & Chan, L. W. (2004). A mobile phone integrated health care delivery system for medical images. Journal of Digital Imaging, 17, 217–225.PubMed
80.
go back to reference Shiffman, S., Stone, A. A., & Hufford, M. R. (2008). Ecological momentary assessment. Annual Review of Clinical Psychology, 4, 1–32.PubMed Shiffman, S., Stone, A. A., & Hufford, M. R. (2008). Ecological momentary assessment. Annual Review of Clinical Psychology, 4, 1–32.PubMed
82.
go back to reference Skevofilakas, M., Mougiakakou, S. G., Zarkogianni, K., et al. (2007). A communication and information technology infrastructure for real-time monitoring and management of type 1 diabetes patients. Conf Proc IEEE Eng Med Biol Soc., 2007, 3685–3686.PubMed Skevofilakas, M., Mougiakakou, S. G., Zarkogianni, K., et al. (2007). A communication and information technology infrastructure for real-time monitoring and management of type 1 diabetes patients. Conf Proc IEEE Eng Med Biol Soc., 2007, 3685–3686.PubMed
83.
go back to reference Holtz, B., & Whitten, P. (2009). Managing asthma with mobile phones: A feasibility study. Telemed J E Health., 15, 907–909.PubMed Holtz, B., & Whitten, P. (2009). Managing asthma with mobile phones: A feasibility study. Telemed J E Health., 15, 907–909.PubMed
84.
go back to reference Ryan, D., Pinnock, H., Lee, A. J., et al. (2009). The CYMPLA trial. Mobile phone-based structured intervention to achieve asthma control in patients with uncontrolled persistent asthma: A pragmatic randomized controlled trial. Primary Care Respiratory Journal, 18, 343–345.PubMed Ryan, D., Pinnock, H., Lee, A. J., et al. (2009). The CYMPLA trial. Mobile phone-based structured intervention to achieve asthma control in patients with uncontrolled persistent asthma: A pragmatic randomized controlled trial. Primary Care Respiratory Journal, 18, 343–345.PubMed
85.
go back to reference Rosenstock, I. M. (1974). Historical origins of the Health Belief Model. Health Education Monographs, 2, 328–335. Rosenstock, I. M. (1974). Historical origins of the Health Belief Model. Health Education Monographs, 2, 328–335.
86.
go back to reference Dunton and Atienza. (2009). The need for time-intensive information in healthful eating and physical activity research: A timely topic. JADA, 109(1), 30–35. Dunton and Atienza. (2009). The need for time-intensive information in healthful eating and physical activity research: A timely topic. JADA, 109(1), 30–35.
87.
go back to reference Boorsboom, D., Mellenbergh, G. J., & van Heerden, J. (2003). The theoretical status of latent variables. Psychological Review, 110, 202–219. Boorsboom, D., Mellenbergh, G. J., & van Heerden, J. (2003). The theoretical status of latent variables. Psychological Review, 110, 202–219.
88.
go back to reference Neville, L. M., O'Hara, B., & Milat, A. J. (2009). Computer-tailored dietary behaviour change interventions: A systematic review. Health Education Research, 24, 699–720.PubMed Neville, L. M., O'Hara, B., & Milat, A. J. (2009). Computer-tailored dietary behaviour change interventions: A systematic review. Health Education Research, 24, 699–720.PubMed
89.
go back to reference Lustria, M. L., Cortese, J., Noar, S. M., & Glueckauf, R. L. (2009). Computer-tailored health interventions delivered over the Web: Review and analysis of key components. Patient Education and Counseling, 74, 156–173.PubMed Lustria, M. L., Cortese, J., Noar, S. M., & Glueckauf, R. L. (2009). Computer-tailored health interventions delivered over the Web: Review and analysis of key components. Patient Education and Counseling, 74, 156–173.PubMed
90.
go back to reference Heron, K. E., & Smyth, J. M. (2010). Ecological momentary interventions: Incorporating mobile technology into psychosocial and health behaviour treatments. British Journal of Health Psychology, 15, 1–39.PubMed Heron, K. E., & Smyth, J. M. (2010). Ecological momentary interventions: Incorporating mobile technology into psychosocial and health behaviour treatments. British Journal of Health Psychology, 15, 1–39.PubMed
91.
go back to reference Llewelyn, S., & Hardy, G. (2001). Process research in understanding and applying psychological therapies. The British Journal of Clinical Psychology, 40, 1–21.PubMed Llewelyn, S., & Hardy, G. (2001). Process research in understanding and applying psychological therapies. The British Journal of Clinical Psychology, 40, 1–21.PubMed
93.
go back to reference Rivera, D. E., Pew, M. D., & Collins, L. M. (2007). Using engineering control principles to inform the design of adaptive interventions: A conceptual introduction. Drug and Alcohol Dependence, 88(suppl. 2), S31–S40.PubMed Rivera, D. E., Pew, M. D., & Collins, L. M. (2007). Using engineering control principles to inform the design of adaptive interventions: A conceptual introduction. Drug and Alcohol Dependence, 88(suppl. 2), S31–S40.PubMed
94.
go back to reference Navarro-Barrientos, J. E., Rivera, D. E., & Collins, L. M. (2010). A dynamical systems model for understanding behavioral interventions for weight loss. In S. K. Chai, J. J. Salerno, & P. L. Mabry (Eds.), 2010 international conference on social computing, behavioral modeling, and prediction (SBP 2010) (pp. 170–179). Heidelberg: Springer. Navarro-Barrientos, J. E., Rivera, D. E., & Collins, L. M. (2010). A dynamical systems model for understanding behavioral interventions for weight loss. In S. K. Chai, J. J. Salerno, & P. L. Mabry (Eds.), 2010 international conference on social computing, behavioral modeling, and prediction (SBP 2010) (pp. 170–179). Heidelberg: Springer.
95.
go back to reference Deco, G., Jirsa, V. K., Robinson, P. A., Breakspear, M., & Friston, K. (2008). The dynamic brain: From spiking neurons to neural masses and cortical fields. PLoS Computational Biology, 4, e1000092.PubMed Deco, G., Jirsa, V. K., Robinson, P. A., Breakspear, M., & Friston, K. (2008). The dynamic brain: From spiking neurons to neural masses and cortical fields. PLoS Computational Biology, 4, e1000092.PubMed
96.
go back to reference Saper, C. B., Chou, T. C., & Scammell, T. E. (2001). The sleep switch: Hypothalamic control of sleep and wakefulness. Trends Neuroscience., 24, 726–731. Saper, C. B., Chou, T. C., & Scammell, T. E. (2001). The sleep switch: Hypothalamic control of sleep and wakefulness. Trends Neuroscience., 24, 726–731.
97.
go back to reference Todorov, E. (2004). Optimality principles in sensorimotor control. Nature Neuroscience, 7, 907–915.PubMed Todorov, E. (2004). Optimality principles in sensorimotor control. Nature Neuroscience, 7, 907–915.PubMed
98.
go back to reference Lewis, F. L., & Vamvoudakis, K. G. (2010). Reinforcement learning for partially observable dynamic processes: Adaptive dynamic programming using measured output data. IEEE Transactions on Systems, Man, and Cybernetics. Part B, Cybernetics, 41, 14–25. Lewis, F. L., & Vamvoudakis, K. G. (2010). Reinforcement learning for partially observable dynamic processes: Adaptive dynamic programming using measured output data. IEEE Transactions on Systems, Man, and Cybernetics. Part B, Cybernetics, 41, 14–25.
99.
go back to reference Bequette, B. W. (2009). Glucose clamp algorithms and insulin time–action profiles. J Diabetes Sci Technol., 3, 1005–1013.PubMed Bequette, B. W. (2009). Glucose clamp algorithms and insulin time–action profiles. J Diabetes Sci Technol., 3, 1005–1013.PubMed
100.
go back to reference Nandola, N., Rivera, D. E. (2010). A robust model predictive control formulation for hybrid systems with application to adaptive behavioral interventions. In American Control Conference, Baltimore, MD, pp. 6286–6292. Nandola, N., Rivera, D. E. (2010). A robust model predictive control formulation for hybrid systems with application to adaptive behavioral interventions. In American Control Conference, Baltimore, MD, pp. 6286–6292.
101.
go back to reference Schwartz, J. D., & Rivera, D. E. (2010). A process control approach to tactical inventory management in production-inventory systems. Int J Production Economics, 125, 111–124. Schwartz, J. D., & Rivera, D. E. (2010). A process control approach to tactical inventory management in production-inventory systems. Int J Production Economics, 125, 111–124.
102.
go back to reference Ogunnaike, B. A., & Ray, W. H. (1994). Process dynamics, modeling, and control. New York: Oxford University Press. Ogunnaike, B. A., & Ray, W. H. (1994). Process dynamics, modeling, and control. New York: Oxford University Press.
103.
go back to reference Ljung, L. (1999). System identification: Theory for the user. Prentice Hall information and system sciences series. New York: Prentice Hall. Ljung, L. (1999). System identification: Theory for the user. Prentice Hall information and system sciences series. New York: Prentice Hall.
104.
go back to reference Ramsay, J., & Silverman, B. (2005). Functional data analysis. New York: Springer. Ramsay, J., & Silverman, B. (2005). Functional data analysis. New York: Springer.
105.
go back to reference Camacho, E. F., & Bordons, C. (2004). Model predictive control (2nd ed.). New York: Springer. Camacho, E. F., & Bordons, C. (2004). Model predictive control (2nd ed.). New York: Springer.
106.
go back to reference Collins, L. M., Murphy, S. A., & Bierman, K. L. (2004). A conceptual framework for adaptive preventive interventions. Prevention Science, 5, 185–196.PubMed Collins, L. M., Murphy, S. A., & Bierman, K. L. (2004). A conceptual framework for adaptive preventive interventions. Prevention Science, 5, 185–196.PubMed
107.
go back to reference O’Grady, L., Witteman, H., Bender, J. L., Urowitz, S., Wiljer, D., & Jaded, A. R. (2009). Measuring the impact of a moving target: Towards a dynamic framework for evaluating collaborative adaptive interactive technologies. Journal of Medical Internet Research, 11, e20.PubMed O’Grady, L., Witteman, H., Bender, J. L., Urowitz, S., Wiljer, D., & Jaded, A. R. (2009). Measuring the impact of a moving target: Towards a dynamic framework for evaluating collaborative adaptive interactive technologies. Journal of Medical Internet Research, 11, e20.PubMed
108.
go back to reference Resnicow, K., Strecher, V., Couper, M., et al. (2010). Methodologic and design issues in patient-centered e-health research. American Journal of Preventive Medicine, 38, 98–102.PubMed Resnicow, K., Strecher, V., Couper, M., et al. (2010). Methodologic and design issues in patient-centered e-health research. American Journal of Preventive Medicine, 38, 98–102.PubMed
109.
go back to reference Downer, S. R., Meara, J. G., & Da Costa, A. C. (2005). Use of SMS text messaging to improve outpatient adherence. MJA, 183, 366–368.PubMed Downer, S. R., Meara, J. G., & Da Costa, A. C. (2005). Use of SMS text messaging to improve outpatient adherence. MJA, 183, 366–368.PubMed
110.
go back to reference Downer, S. R., Meara, J. G., Da Costa, A. C., & Sethuraman, K. (2006). SMS text messaging improves outpatient attendance. Australian Health Review, 30, 389–396.PubMed Downer, S. R., Meara, J. G., Da Costa, A. C., & Sethuraman, K. (2006). SMS text messaging improves outpatient attendance. Australian Health Review, 30, 389–396.PubMed
111.
go back to reference Foley, J., & O’Neill, M. (2009). Use of mobile short message service (SMS) as a reminder: The effect on patient attendance. European Archives of Paediatric Dentistry, 10, 15–18.PubMed Foley, J., & O’Neill, M. (2009). Use of mobile short message service (SMS) as a reminder: The effect on patient attendance. European Archives of Paediatric Dentistry, 10, 15–18.PubMed
112.
go back to reference da Costa, T. M., Salomao, P. L., Martha, A. S., Pisa, I. T., & Sigulem, D. (2010). The impact of short message service text messages sent as appointment reminders to patients’ cell phones at outpatient clinics in Sao Paulo, Brazil. International Journal of Medical Informatics, 79, 65–70.PubMed da Costa, T. M., Salomao, P. L., Martha, A. S., Pisa, I. T., & Sigulem, D. (2010). The impact of short message service text messages sent as appointment reminders to patients’ cell phones at outpatient clinics in Sao Paulo, Brazil. International Journal of Medical Informatics, 79, 65–70.PubMed
113.
go back to reference Kwon, H. S., Cho, J. H., Kim, H. S., et al. (2004). Development of web-based diabetic patient management system using short message service (SMS). Diabetes Research and Clinical Practice, 66S, S133–S137. Kwon, H. S., Cho, J. H., Kim, H. S., et al. (2004). Development of web-based diabetic patient management system using short message service (SMS). Diabetes Research and Clinical Practice, 66S, S133–S137.
114.
go back to reference Ostojic, V., Cvoriscec, B., Ostojic, S. B., Reznikoff, D., Stipic-Markovic, A., & Tudjman, Z. (2005). Improving asthma control through telemedicine: A study of short-message service. Telemed J E Health., 11, 28–35.PubMed Ostojic, V., Cvoriscec, B., Ostojic, S. B., Reznikoff, D., Stipic-Markovic, A., & Tudjman, Z. (2005). Improving asthma control through telemedicine: A study of short-message service. Telemed J E Health., 11, 28–35.PubMed
115.
go back to reference Kim, H. S., Yoo, Y. S., & Shim, H. S. (2005). Effects of an Internet-based intervention on plasma glucose levels in patients with type 2 diabetes. Journal of Nursing Care Quality, 20, 335–340.PubMed Kim, H. S., Yoo, Y. S., & Shim, H. S. (2005). Effects of an Internet-based intervention on plasma glucose levels in patients with type 2 diabetes. Journal of Nursing Care Quality, 20, 335–340.PubMed
116.
go back to reference Kim, H. S., Kim, N. C., & Ahn, S. H. (2006). Impact of a nurse short message service intervention for patients with diabetes. Journal of Nursing Care Quality, 21, 266–271.PubMed Kim, H. S., Kim, N. C., & Ahn, S. H. (2006). Impact of a nurse short message service intervention for patients with diabetes. Journal of Nursing Care Quality, 21, 266–271.PubMed
117.
go back to reference Kim, H. S., & Jeong, H. S. (2007). A nurse short message service by cellular phone in type-2 diabetic patients for six months. Journal of Clinical Nursing, 16, 1082–1087.PubMed Kim, H. S., & Jeong, H. S. (2007). A nurse short message service by cellular phone in type-2 diabetic patients for six months. Journal of Clinical Nursing, 16, 1082–1087.PubMed
118.
go back to reference Benhamou, P. Y., Melki, V., Boizel, R., et al. (2007). One-year efficacy and safety of Web-based follow-up using cellular phone in type 1 diabetic patients under insulin pump therapy: The PumpNet study. Diabetes Metabol., 33, 220–226. Benhamou, P. Y., Melki, V., Boizel, R., et al. (2007). One-year efficacy and safety of Web-based follow-up using cellular phone in type 1 diabetic patients under insulin pump therapy: The PumpNet study. Diabetes Metabol., 33, 220–226.
119.
go back to reference Yoon, K. H., & Kim, H. S. (2008). A short message service by cellular phone in type 2 diabetic patients for 12 months. Diabetes Research and Clinical Practice, 79, 256–261.PubMed Yoon, K. H., & Kim, H. S. (2008). A short message service by cellular phone in type 2 diabetic patients for 12 months. Diabetes Research and Clinical Practice, 79, 256–261.PubMed
120.
go back to reference Newton, K. H., Wiltshire, E. J., & Elley, C. R. (2009). Pedometers and text messaging to increase physical activity: Randomized controlled trial of adolescents with type 1 diabetes. Diabetes Care, 32, 813–815.PubMed Newton, K. H., Wiltshire, E. J., & Elley, C. R. (2009). Pedometers and text messaging to increase physical activity: Randomized controlled trial of adolescents with type 1 diabetes. Diabetes Care, 32, 813–815.PubMed
121.
go back to reference Prabhakaran, L., Chee, W. Y., Chua, K. C., Abisheganaden, J., & Wong, W. M. (2010). The use of text messaging to improve asthma control: A pilot study using mobile phone short messaging service (SMS). Journal of Telemedicine and Telecare, 16, 286–290.PubMed Prabhakaran, L., Chee, W. Y., Chua, K. C., Abisheganaden, J., & Wong, W. M. (2010). The use of text messaging to improve asthma control: A pilot study using mobile phone short messaging service (SMS). Journal of Telemedicine and Telecare, 16, 286–290.PubMed
Metadata
Title
Health behavior models in the age of mobile interventions: are our theories up to the task?
Authors
William T Riley, PhD
Daniel E Rivera, PhD
Audie A Atienza, PhD
Wendy Nilsen, PhD
Susannah M Allison, PhD
Robin Mermelstein, PhD
Publication date
01-03-2011
Publisher
Springer-Verlag
Published in
Translational Behavioral Medicine / Issue 1/2011
Print ISSN: 1869-6716
Electronic ISSN: 1613-9860
DOI
https://doi.org/10.1007/s13142-011-0021-7

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