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23.09.2016 | Original Article

Just-in-Time Adaptive Interventions (JITAIs) in Mobile Health: Key Components and Design Principles for Ongoing Health Behavior Support

verfasst von: Inbal Nahum-Shani, PhD, Shawna N. Smith, PhD, Bonnie J. Spring, PhD, Linda M. Collins, PhD, Katie Witkiewitz, PhD, Ambuj Tewari, PhD, Susan A. Murphy, PhD

Erschienen in: Annals of Behavioral Medicine

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Abstract

Background

The just-in-time adaptive intervention (JITAI) is an intervention design aiming to provide the right type/amount of support, at the right time, by adapting to an individual’s changing internal and contextual state. The availability of increasingly powerful mobile and sensing technologies underpins the use of JITAIs to support health behavior, as in such a setting an individual’s state can change rapidly, unexpectedly, and in his/her natural environment.

Purpose

Despite the increasing use and appeal of JITAIs, a major gap exists between the growing technological capabilities for delivering JITAIs and research on the development and evaluation of these interventions. Many JITAIs have been developed with minimal use of empirical evidence, theory, or accepted treatment guidelines. Here, we take an essential first step towards bridging this gap.

Methods

Building on health behavior theories and the extant literature on JITAIs, we clarify the scientific motivation for JITAIs, define their fundamental components, and highlight design principles related to these components. Examples of JITAIs from various domains of health behavior research are used for illustration.

Conclusion

As we enter a new era of technological capacity for delivering JITAIs, it is critical that researchers develop sophisticated and nuanced health behavior theories capable of guiding the construction of such interventions. Particular attention has to be given to better understanding the implications of providing timely and ecologically sound support for intervention adherence and retention.
Literatur
1.
Zurück zum Zitat Spruijt-Metz D, Wen C, O’Reilly G, et al. Innovations in the use of interactive technology to support weight management. Curr Obes Rep. 2015; 4(4): 510-519.PubMedCrossRef Spruijt-Metz D, Wen C, O’Reilly G, et al. Innovations in the use of interactive technology to support weight management. Curr Obes Rep. 2015; 4(4): 510-519.PubMedCrossRef
2.
Zurück zum Zitat Spruijt-Metz D, Nilsen W. Dynamic models of behavior for just-in-time adaptive interventions. Pervasive Comput IEEE. 2014; 13(3): 13-17.CrossRef Spruijt-Metz D, Nilsen W. Dynamic models of behavior for just-in-time adaptive interventions. Pervasive Comput IEEE. 2014; 13(3): 13-17.CrossRef
3.
4.
Zurück zum Zitat Consolvo S, McDonald DW, Toscos T, et al. Activity sensing in the wild: A field trial of ubifit garden. 2008. Consolvo S, McDonald DW, Toscos T, et al. Activity sensing in the wild: A field trial of ubifit garden. 2008.
5.
Zurück zum Zitat Gustafson DH, McTavish FM, Chih M-Y, et al. A smartphone application to support recovery from alcoholism: A randomized clinical trial. JAMA Psychiatry. 2014; 71(5): 566-572.PubMedPubMedCentralCrossRef Gustafson DH, McTavish FM, Chih M-Y, et al. A smartphone application to support recovery from alcoholism: A randomized clinical trial. JAMA Psychiatry. 2014; 71(5): 566-572.PubMedPubMedCentralCrossRef
6.
Zurück zum Zitat Ben-Zeev D, Kaiser SM, Brenner CJ, Begale M, Duffecy J, Mohr DC. Development and usability testing of FOCUS: A smartphone system for self-management of schizophrenia. Psychiatr Rehabil J. 2013; 36(4): 289.PubMedPubMedCentralCrossRef Ben-Zeev D, Kaiser SM, Brenner CJ, Begale M, Duffecy J, Mohr DC. Development and usability testing of FOCUS: A smartphone system for self-management of schizophrenia. Psychiatr Rehabil J. 2013; 36(4): 289.PubMedPubMedCentralCrossRef
7.
Zurück zum Zitat Riley W, Obermayer J, Jean-Mary J. Internet and mobile phone text messaging intervention for college smokers. J Am Coll Heal. 2008; 57(2): 245-248.CrossRef Riley W, Obermayer J, Jean-Mary J. Internet and mobile phone text messaging intervention for college smokers. J Am Coll Heal. 2008; 57(2): 245-248.CrossRef
8.
Zurück zum Zitat Patrick K, Raab F, Adams MA, et al. A text message-based intervention for weight loss: Randomized controlled trial. J Med Internet Res. 2009;11(1). Patrick K, Raab F, Adams MA, et al. A text message-based intervention for weight loss: Randomized controlled trial. J Med Internet Res. 2009;11(1).
9.
Zurück zum Zitat Riley WT. Theoretical models to inform technology-based health behavior interventions. Behav Health Care Technol: Using Sci-Based Innov Transform Pract. 2014;13. Riley WT. Theoretical models to inform technology-based health behavior interventions. Behav Health Care Technol: Using Sci-Based Innov Transform Pract. 2014;13.
10.
Zurück zum Zitat Riley WT, Rivera DE, Atienza AA, Nilsen W, Allison SM, Mermelstein R. Health behavior models in the age of mobile interventions: Are our theories up to the task? Transl Behav Med. 2011; 1(1): 53-71.PubMedPubMedCentralCrossRef Riley WT, Rivera DE, Atienza AA, Nilsen W, Allison SM, Mermelstein R. Health behavior models in the age of mobile interventions: Are our theories up to the task? Transl Behav Med. 2011; 1(1): 53-71.PubMedPubMedCentralCrossRef
11.
Zurück zum Zitat Collins LM, Nahum-Shani I, Almirall D. Optimization of behavioral dynamic treatment regimens based on the sequential, multiple assignment, randomized trial (SMART). Clinical Trials. 2014;1740774514536795. Collins LM, Nahum-Shani I, Almirall D. Optimization of behavioral dynamic treatment regimens based on the sequential, multiple assignment, randomized trial (SMART). Clinical Trials. 2014;1740774514536795.
12.
Zurück zum Zitat King G, Currie M, Petersen P. Child and parent engagement in the mental health intervention process: A motivational framework. Child Adolesc Mental Health. 2014; 19(1): 2-8. King G, Currie M, Petersen P. Child and parent engagement in the mental health intervention process: A motivational framework. Child Adolesc Mental Health. 2014; 19(1): 2-8.
13.
14.
Zurück zum Zitat Kreyenbuhl J, Nossel IR, Dixon LB. Disengagement from mental health treatment among individuals with schizophrenia and strategies for facilitating connections to care: A review of the literature. Schizophr Bull. 2009; 35(4): 696-703.PubMedPubMedCentralCrossRef Kreyenbuhl J, Nossel IR, Dixon LB. Disengagement from mental health treatment among individuals with schizophrenia and strategies for facilitating connections to care: A review of the literature. Schizophr Bull. 2009; 35(4): 696-703.PubMedPubMedCentralCrossRef
15.
Zurück zum Zitat Ben-Zeev D, Brenner CJ, Begale M, Duffecy J, Mohr DC, Mueser KT. Feasibility, acceptability, and preliminary efficacy of a smartphone intervention for schizophrenia. Schizophrenia Bulletin. 2014. Ben-Zeev D, Brenner CJ, Begale M, Duffecy J, Mohr DC, Mueser KT. Feasibility, acceptability, and preliminary efficacy of a smartphone intervention for schizophrenia. Schizophrenia Bulletin. 2014.
16.
Zurück zum Zitat Dantzig S, Geleijnse G, Halteren AT. Toward a persuasive mobile application to reduce sedentary behavior. Pers Ubiquit Comput. 2013; 17(6): 1237-1246.CrossRef Dantzig S, Geleijnse G, Halteren AT. Toward a persuasive mobile application to reduce sedentary behavior. Pers Ubiquit Comput. 2013; 17(6): 1237-1246.CrossRef
17.
Zurück zum Zitat Kennedy CM, Powell J, Payne TH, Ainsworth J, Boyd A, Buchan I. Active assistance technology for health-related behavior change: An interdisciplinary review. J Med Internet Res. 2012;14(3). Kennedy CM, Powell J, Payne TH, Ainsworth J, Boyd A, Buchan I. Active assistance technology for health-related behavior change: An interdisciplinary review. J Med Internet Res. 2012;14(3).
18.
Zurück zum Zitat Kelly J, Gooding P, Pratt D, Ainsworth J, Welford M, Tarrier N. Intelligent real-time therapy: Harnessing the power of machine learning to optimise the delivery of momentary cognitive–behavioural interventions. J Ment Health. 2012; 21(4): 404-414.PubMedCrossRef Kelly J, Gooding P, Pratt D, Ainsworth J, Welford M, Tarrier N. Intelligent real-time therapy: Harnessing the power of machine learning to optimise the delivery of momentary cognitive–behavioural interventions. J Ment Health. 2012; 21(4): 404-414.PubMedCrossRef
19.
Zurück zum Zitat Heron KE, Smyth JM. Ecological momentary interventions: Incorporating mobile technology into psychosocial and health behaviour treatments. Br J Health Psychol. 2010; 15(1): 1-39.PubMedCrossRef Heron KE, Smyth JM. Ecological momentary interventions: Incorporating mobile technology into psychosocial and health behaviour treatments. Br J Health Psychol. 2010; 15(1): 1-39.PubMedCrossRef
20.
Zurück zum Zitat Monden Y. Toyota Production System: An Integrated Approach to Just-in-Time. Boca Raton: CRC Press; 2011. Monden Y. Toyota Production System: An Integrated Approach to Just-in-Time. Boca Raton: CRC Press; 2011.
21.
Zurück zum Zitat Novak GM, Patterson ET, Gavrin AD, Christian W. Just-in-time teaching blending active learning with web technology. 1999. Novak GM, Patterson ET, Gavrin AD, Christian W. Just-in-time teaching blending active learning with web technology. 1999.
22.
Zurück zum Zitat Hoffmann B, Ritchie D. Using multimedia to overcome the problems with problem based learning. Instr Sci. 1997; 25(2): 97-115.CrossRef Hoffmann B, Ritchie D. Using multimedia to overcome the problems with problem based learning. Instr Sci. 1997; 25(2): 97-115.CrossRef
23.
Zurück zum Zitat Hulshof CD, De Jong T. Using just-in-time information to support scientific discovery learning in a computer-based simulation. Interact Learn Environ. 2006; 14(1): 79-94.CrossRef Hulshof CD, De Jong T. Using just-in-time information to support scientific discovery learning in a computer-based simulation. Interact Learn Environ. 2006; 14(1): 79-94.CrossRef
24.
Zurück zum Zitat Quintens L, Matthyssens P. Involving the process dimensions of time in case-based research. Ind Mark Manag. 2010; 39(1): 91-99.CrossRef Quintens L, Matthyssens P. Involving the process dimensions of time in case-based research. Ind Mark Manag. 2010; 39(1): 91-99.CrossRef
25.
Zurück zum Zitat Ancona DG, Okhuysen GA, Perlow LA. Taking time to integrate temporal research. Acad Manag Rev. 2001; 26(4): 512-529. Ancona DG, Okhuysen GA, Perlow LA. Taking time to integrate temporal research. Acad Manag Rev. 2001; 26(4): 512-529.
26.
Zurück zum Zitat Funnell SC, Rogers PJ. Purposeful Program Theory: Effective Use of Theories of Change and Logic Models. Vol. 31. Hoboken, NJ: Wiley; 2011. Funnell SC, Rogers PJ. Purposeful Program Theory: Effective Use of Theories of Change and Logic Models. Vol. 31. Hoboken, NJ: Wiley; 2011.
27.
Zurück zum Zitat Pauker SG, Zane EM, Salem DN. Creating a safer health care system: Finding the constraint. JAMA. 2005; 294(22): 2906-2908.PubMedCrossRef Pauker SG, Zane EM, Salem DN. Creating a safer health care system: Finding the constraint. JAMA. 2005; 294(22): 2906-2908.PubMedCrossRef
28.
Zurück zum Zitat Turnbull P, Oliver N, Wilkinson B. Buyer‐supplier relations in the UK‐automotive industry: Strategic implications of the Japanese manufacturing model. Strateg Manag J. 1992; 13(2): 159-168.CrossRef Turnbull P, Oliver N, Wilkinson B. Buyer‐supplier relations in the UK‐automotive industry: Strategic implications of the Japanese manufacturing model. Strateg Manag J. 1992; 13(2): 159-168.CrossRef
29.
Zurück zum Zitat McCuaig J, Cordick A. Scaffolding for experts: Trial not error. Paper presented at: Proceedings of World Conference on E-Learning in Corporate, Government, Healthcare, and Higher Education. 2007. McCuaig J, Cordick A. Scaffolding for experts: Trial not error. Paper presented at: Proceedings of World Conference on E-Learning in Corporate, Government, Healthcare, and Higher Education. 2007.
30.
Zurück zum Zitat Rummel N, Weinberger A, Wecker C, et al. New challenges in CSCL: Towards adaptive script support. Paper presented at: Proceedings of the 8th International Conference on International Conference for the Learning Sciences. Vol. 3. 2008. Rummel N, Weinberger A, Wecker C, et al. New challenges in CSCL: Towards adaptive script support. Paper presented at: Proceedings of the 8th International Conference on International Conference for the Learning Sciences. Vol. 3. 2008.
32.
Zurück zum Zitat Gwaltney CJ, Shiffman S, Balabanis MH, Paty JA. Dynamic self-efficacy and outcome expectancies: Prediction of smoking lapse and relapse. J Abnorm Psychol. 2005; 114(4): 661.PubMedCrossRef Gwaltney CJ, Shiffman S, Balabanis MH, Paty JA. Dynamic self-efficacy and outcome expectancies: Prediction of smoking lapse and relapse. J Abnorm Psychol. 2005; 114(4): 661.PubMedCrossRef
33.
Zurück zum Zitat Abraham C, Michie S. A taxonomy of behavior change techniques used in interventions. Health Psychol. 2008; 27(3): 379.PubMedCrossRef Abraham C, Michie S. A taxonomy of behavior change techniques used in interventions. Health Psychol. 2008; 27(3): 379.PubMedCrossRef
34.
Zurück zum Zitat Webb T, Joseph J, Yardley L, Michie S. 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. J Med Internet Res. 2010; 12(1): e4.PubMedPubMedCentralCrossRef Webb T, Joseph J, Yardley L, Michie S. 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. J Med Internet Res. 2010; 12(1): e4.PubMedPubMedCentralCrossRef
35.
Zurück zum Zitat Bandura A. Health promotion by social cognitive means. Health Educ Behav. 2004; 31(2): 143-164.PubMedCrossRef Bandura A. Health promotion by social cognitive means. Health Educ Behav. 2004; 31(2): 143-164.PubMedCrossRef
36.
Zurück zum Zitat Campbell ANC, Muensch F, Nunes E. Technology-based behavioral interventions for alcohol and drug use problems. Behav Health Care Technol: Using Sci-Based Innov Transf Pract. 2014;40. Campbell ANC, Muensch F, Nunes E. Technology-based behavioral interventions for alcohol and drug use problems. Behav Health Care Technol: Using Sci-Based Innov Transf Pract. 2014;40.
37.
Zurück zum Zitat Zubin J, Spring B. Vulnerability: A new view of schizophrenia. J Abnorm Psychol. 1977; 86(2): 103.PubMedCrossRef Zubin J, Spring B. Vulnerability: A new view of schizophrenia. J Abnorm Psychol. 1977; 86(2): 103.PubMedCrossRef
38.
Zurück zum Zitat Witkiewitz K, Marlatt GA. Relapse prevention for alcohol and drug problems: That was zen, this is tao. Am Psychol. 2004; 59(4): 224-235.PubMedCrossRef Witkiewitz K, Marlatt GA. Relapse prevention for alcohol and drug problems: That was zen, this is tao. Am Psychol. 2004; 59(4): 224-235.PubMedCrossRef
39.
Zurück zum Zitat Shiffman S. Conceptual issues in the study of relapse. In: Gossop M, ed. Relpse and Addictive Behavior. New York: Routledge; 1989: 149-179. Shiffman S. Conceptual issues in the study of relapse. In: Gossop M, ed. Relpse and Addictive Behavior. New York: Routledge; 1989: 149-179.
40.
41.
42.
Zurück zum Zitat Strecher VJ, Seijts GH, Kok GJ, et al. Goal setting as a strategy for health behavior change. Health Educ Behav. 1995; 22(2): 190-200.CrossRef Strecher VJ, Seijts GH, Kok GJ, et al. Goal setting as a strategy for health behavior change. Health Educ Behav. 1995; 22(2): 190-200.CrossRef
43.
Zurück zum Zitat Krueger KA, Dayan P. Flexible shaping: How learning in small steps helps. Cognition. 2009; 110(3): 380-394.PubMedCrossRef Krueger KA, Dayan P. Flexible shaping: How learning in small steps helps. Cognition. 2009; 110(3): 380-394.PubMedCrossRef
44.
Zurück zum Zitat Skinner BF. The Behavior of Organisms: An Experimental Analysis. New York: Appleton-Century-Crofts; 1938. Skinner BF. The Behavior of Organisms: An Experimental Analysis. New York: Appleton-Century-Crofts; 1938.
45.
Zurück zum Zitat Lawson PJ, Flocke SA. Teachable moments for health behavior change: A concept analysis. Patient Educ Couns. 2009; 76(1): 25-30.PubMedCrossRef Lawson PJ, Flocke SA. Teachable moments for health behavior change: A concept analysis. Patient Educ Couns. 2009; 76(1): 25-30.PubMedCrossRef
46.
Zurück zum Zitat McBride C, Emmons K, Lipkus I. Understanding the potential of teachable moments: The case of smoking cessation. Health Educ Res. 2003; 18(2): 156-170.PubMedCrossRef McBride C, Emmons K, Lipkus I. Understanding the potential of teachable moments: The case of smoking cessation. Health Educ Res. 2003; 18(2): 156-170.PubMedCrossRef
47.
Zurück zum Zitat Diez-Canseco F, Zavala-Loayza JA, Beratarrechea A, et al. Design and multi-country validation of text messages for an mHealth intervention for primary prevention of progression to hypertension in Latin America. JMIR mHealth uHealth. 2015;3(1). Diez-Canseco F, Zavala-Loayza JA, Beratarrechea A, et al. Design and multi-country validation of text messages for an mHealth intervention for primary prevention of progression to hypertension in Latin America. JMIR mHealth uHealth. 2015;3(1).
48.
Zurück zum Zitat Patrick K, Intille SS, Zabinski MF. An ecological framework for cancer communication: Implications for research. J Med Internet Res. 2005;7(3). Patrick K, Intille SS, Zabinski MF. An ecological framework for cancer communication: Implications for research. J Med Internet Res. 2005;7(3).
49.
Zurück zum Zitat Hekler EB, Klasnja P, Froehlich JE, Buman MP. Mind the theoretical gap: Interpreting, using, and developing behavioral theory in HCI research. Paper presented at: Proceedings of the SIGCHI Conference on Human Factors in Computing Systems. 2013. Hekler EB, Klasnja P, Froehlich JE, Buman MP. Mind the theoretical gap: Interpreting, using, and developing behavioral theory in HCI research. Paper presented at: Proceedings of the SIGCHI Conference on Human Factors in Computing Systems. 2013.
50.
Zurück zum Zitat Nahum-Shani I, Hekler E, Spruijt-Metz D. Building health behavior models to guide the development of just-in-time adaptive interventions: A pragmatic framework. Health Psychol. 2015; 34(Supp): 1209-1219.PubMedCrossRef Nahum-Shani I, Hekler E, Spruijt-Metz D. Building health behavior models to guide the development of just-in-time adaptive interventions: A pragmatic framework. Health Psychol. 2015; 34(Supp): 1209-1219.PubMedCrossRef
51.
Zurück zum Zitat Witkiewitz K, Desai SA, Bowen S, Leigh BC, Kirouac M, Larimer ME. Development and evaluation of a mobile intervention for heavy drinking and smoking among college students. Psychol Addict Behav. 2014; 28(3): 639.PubMedCrossRef Witkiewitz K, Desai SA, Bowen S, Leigh BC, Kirouac M, Larimer ME. Development and evaluation of a mobile intervention for heavy drinking and smoking among college students. Psychol Addict Behav. 2014; 28(3): 639.PubMedCrossRef
52.
Zurück zum Zitat Thomas JG, Wing RR. Health-e-call, a smartphone-assisted behavioral obesity treatment: Pilot study. JMIR mHealth uHealth. 2013;1(1). Thomas JG, Wing RR. Health-e-call, a smartphone-assisted behavioral obesity treatment: Pilot study. JMIR mHealth uHealth. 2013;1(1).
53.
Zurück zum Zitat Mohr DC, Cuijpers P, Lehman K. Supportive accountability: A model for providing human support to enhance adherence to eHealth interventions. J Med Internet Res. 2011;13(1). Mohr DC, Cuijpers P, Lehman K. Supportive accountability: A model for providing human support to enhance adherence to eHealth interventions. J Med Internet Res. 2011;13(1).
54.
Zurück zum Zitat Eysenbach G. The law of attrition. J Med Internet Res. 2005;7(1). Eysenbach G. The law of attrition. J Med Internet Res. 2005;7(1).
55.
Zurück zum Zitat Fukuoka Y, Gay C, Haskell W, Arai S, Vittinghoff E. Identifying factors associated with dropout during prerandomization run-in period from an mHealth physical activity education study: The mPED trial. JMIR mHealth uHealth. 2015;3(2). Fukuoka Y, Gay C, Haskell W, Arai S, Vittinghoff E. Identifying factors associated with dropout during prerandomization run-in period from an mHealth physical activity education study: The mPED trial. JMIR mHealth uHealth. 2015;3(2).
56.
Zurück zum Zitat Owen JE, Jaworski BK, Kuhn E, Makin-Byrd KN, Ramsey KM, Hoffman JE. mHealth in the wild: Using novel data to examine the reach, use, and impact of PTSD Coach. JMIR Mental Health. 2015; 2(1): e7.PubMedPubMedCentralCrossRef Owen JE, Jaworski BK, Kuhn E, Makin-Byrd KN, Ramsey KM, Hoffman JE. mHealth in the wild: Using novel data to examine the reach, use, and impact of PTSD Coach. JMIR Mental Health. 2015; 2(1): e7.PubMedPubMedCentralCrossRef
57.
Zurück zum Zitat Dunbrack L. Will the convergence of mobile and consumer engagement technologies lead to better health outcomes? In: Krohn R, Metcalf D, eds. mHealth Innovation: Best Practices from the Mobile Frontier. Chicago: HIMSS; 2014. Dunbrack L. Will the convergence of mobile and consumer engagement technologies lead to better health outcomes? In: Krohn R, Metcalf D, eds. mHealth Innovation: Best Practices from the Mobile Frontier. Chicago: HIMSS; 2014.
58.
Zurück zum Zitat Laing BY, Mangione CM, Tseng C-H, et al. Effectiveness of a smartphone application for weight loss compared with usual care in overweight primary care patients: A randomized, controlled trial. Ann Intern Med. 2014; 16(10_Supplement): S5-S12.CrossRef Laing BY, Mangione CM, Tseng C-H, et al. Effectiveness of a smartphone application for weight loss compared with usual care in overweight primary care patients: A randomized, controlled trial. Ann Intern Med. 2014; 16(10_Supplement): S5-S12.CrossRef
59.
Zurück zum Zitat Ho J, Intille SS. Using context-aware computing to reduce the perceived burden of interruptions from mobile devices. Proceedings of the SIGCHI Conference on Human Factors in Computing Systems. Portland, Oregon, USA; 2005 Ho J, Intille SS. Using context-aware computing to reduce the perceived burden of interruptions from mobile devices. Proceedings of the SIGCHI Conference on Human Factors in Computing Systems. Portland, Oregon, USA; 2005
60.
Zurück zum Zitat McIntosh BS, Seaton RAF, Jeffrey P. Tools to think with? Towards understanding the use of computer-based support tools in policy relevant research. Environ Model Softw. 2007; 22(5): 640-648.CrossRef McIntosh BS, Seaton RAF, Jeffrey P. Tools to think with? Towards understanding the use of computer-based support tools in policy relevant research. Environ Model Softw. 2007; 22(5): 640-648.CrossRef
61.
Zurück zum Zitat Sarker H, Sharmin M, Ali AA, et al. Assessing the availability of users to engage in just-in-time intervention in the natural environment. 2014. Sarker H, Sharmin M, Ali AA, et al. Assessing the availability of users to engage in just-in-time intervention in the natural environment. 2014.
62.
Zurück zum Zitat Pejovic V, Musolesi M. InterruptMe: Designing intelligent prompting mechanisms for pervasive applications. Paper presented at: Proceedings of the 2014 ACM International Joint Conference on Pervasive and Ubiquitous Computing; 2014. Pejovic V, Musolesi M. InterruptMe: Designing intelligent prompting mechanisms for pervasive applications. Paper presented at: Proceedings of the 2014 ACM International Joint Conference on Pervasive and Ubiquitous Computing; 2014.
63.
Zurück zum Zitat Fischer JE, Yee N, Bellotti V, Good N, Benford S, Greenhalgh C. Effects of content and time of delivery on receptivity to mobile interruptions. 2010. Fischer JE, Yee N, Bellotti V, Good N, Benford S, Greenhalgh C. Effects of content and time of delivery on receptivity to mobile interruptions. 2010.
64.
Zurück zum Zitat Goldstein RZ, Bechara A, Garavan H, Childress AR, Paulus MP, Volkow ND. The neurocircuitry of impaired insight in drug addiction. Trends Cogn Sci. 2009; 13(9): 372-380.PubMedPubMedCentralCrossRef Goldstein RZ, Bechara A, Garavan H, Childress AR, Paulus MP, Volkow ND. The neurocircuitry of impaired insight in drug addiction. Trends Cogn Sci. 2009; 13(9): 372-380.PubMedPubMedCentralCrossRef
65.
Zurück zum Zitat Bartholow BD, Henry EA, Lust SA, Saults JS, Wood PK. Alcohol effects on performance monitoring and adjustment: Affect modulation and impairment of evaluative cognitive control. J Abnorm Psychol. 2012; 121(1): 173.PubMedCrossRef Bartholow BD, Henry EA, Lust SA, Saults JS, Wood PK. Alcohol effects on performance monitoring and adjustment: Affect modulation and impairment of evaluative cognitive control. J Abnorm Psychol. 2012; 121(1): 173.PubMedCrossRef
66.
Zurück zum Zitat Mohr DC, Burns MN, Schueller SM, Clarke G, Klinkman M. Behavioral intervention technologies: Evidence review and recommendations for future research in mental health. Gen Hosp Psychiatry. 2013; 35(4): 332-338.PubMedCrossRef Mohr DC, Burns MN, Schueller SM, Clarke G, Klinkman M. Behavioral intervention technologies: Evidence review and recommendations for future research in mental health. Gen Hosp Psychiatry. 2013; 35(4): 332-338.PubMedCrossRef
67.
Zurück zum Zitat McTavish FM, Chih M-Y, Shah D, Gustafson DH. How patients recovering from alcoholism use a smartphone intervention. J Dual Diagn. 2012; 8(4): 294-304.PubMedPubMedCentralCrossRef McTavish FM, Chih M-Y, Shah D, Gustafson DH. How patients recovering from alcoholism use a smartphone intervention. J Dual Diagn. 2012; 8(4): 294-304.PubMedPubMedCentralCrossRef
68.
Zurück zum Zitat Nahum-Shani I, Qian M, Almirall D, et al. Experimental design and primary data analysis for developing adaptive interventions. Psychol Methods. 2012; 17(4): 457-477.PubMedCrossRef Nahum-Shani I, Qian M, Almirall D, et al. Experimental design and primary data analysis for developing adaptive interventions. Psychol Methods. 2012; 17(4): 457-477.PubMedCrossRef
69.
Zurück zum Zitat Dennis ML, Scott CK, Funk RR, Nicholson L. A pilot study to examine the feasibility and potential effectiveness of using smartphones to provide recovery support for adolescents. Subst Abus. 2014; 36(4): 486-492.PubMedPubMedCentralCrossRef Dennis ML, Scott CK, Funk RR, Nicholson L. A pilot study to examine the feasibility and potential effectiveness of using smartphones to provide recovery support for adolescents. Subst Abus. 2014; 36(4): 486-492.PubMedPubMedCentralCrossRef
70.
Zurück zum Zitat Suffoletto B, Callaway C, Kristan J, Kraemer K, Clark DB. Text‐message‐based drinking assessments and brief interventions for young adults discharged from the emergency department. Alcohol Clin Exp Res. 2012; 36(3): 552-560.PubMedCrossRef Suffoletto B, Callaway C, Kristan J, Kraemer K, Clark DB. Text‐message‐based drinking assessments and brief interventions for young adults discharged from the emergency department. Alcohol Clin Exp Res. 2012; 36(3): 552-560.PubMedCrossRef
71.
Zurück zum Zitat Dunton GF, Liao Y, Intille SS, Spruijt‐Metz D, Pentz M. Investigating children’s physical activity and sedentary behavior using ecological momentary assessment with mobile phones. Obesity. 2011; 19(6): 1205-1212.PubMedCrossRef Dunton GF, Liao Y, Intille SS, Spruijt‐Metz D, Pentz M. Investigating children’s physical activity and sedentary behavior using ecological momentary assessment with mobile phones. Obesity. 2011; 19(6): 1205-1212.PubMedCrossRef
72.
Zurück zum Zitat Holtz B, Whitten P. Managing asthma with mobile phones: A feasibility study. Telemed e-Health. 2009; 15(9): 907-909.CrossRef Holtz B, Whitten P. Managing asthma with mobile phones: A feasibility study. Telemed e-Health. 2009; 15(9): 907-909.CrossRef
73.
Zurück zum Zitat King AC, Ahn DK, Oliveira BM, Atienza AA, Castro CM, Gardner CD. Promoting physical activity through hand-held computer technology. Am J Prev Med. 2008; 34(2): 138-142.PubMedPubMedCentralCrossRef King AC, Ahn DK, Oliveira BM, Atienza AA, Castro CM, Gardner CD. Promoting physical activity through hand-held computer technology. Am J Prev Med. 2008; 34(2): 138-142.PubMedPubMedCentralCrossRef
74.
Zurück zum Zitat Adams MA, Sallis JF, Norman GJ, Hovell MF, Hekler EB, Perata E. An adaptive physical activity intervention for overweight adults: A randomized controlled trial. PLoS One. 2013; 8(12): e82901.PubMedPubMedCentralCrossRef Adams MA, Sallis JF, Norman GJ, Hovell MF, Hekler EB, Perata E. An adaptive physical activity intervention for overweight adults: A randomized controlled trial. PLoS One. 2013; 8(12): e82901.PubMedPubMedCentralCrossRef
75.
Zurück zum Zitat Thomas JG, Bond DS. Behavioral response to a just-in-time adaptive intervention (JITAI) to reduce sedentary behavior in obese adults: Implications for JITAI optimization. Health Psychol. 2015; 34(S): 1261.PubMedCrossRef Thomas JG, Bond DS. Behavioral response to a just-in-time adaptive intervention (JITAI) to reduce sedentary behavior in obese adults: Implications for JITAI optimization. Health Psychol. 2015; 34(S): 1261.PubMedCrossRef
76.
Zurück zum Zitat Berkman ET, Dickenson J, Falk EB, Lieberman MD. Using SMS text messaging to assess moderators of smoking reduction: Validating a new tool for ecological measurement of health behaviors. Health Psychol. 2011; 30(2): 186.PubMedPubMedCentralCrossRef Berkman ET, Dickenson J, Falk EB, Lieberman MD. Using SMS text messaging to assess moderators of smoking reduction: Validating a new tool for ecological measurement of health behaviors. Health Psychol. 2011; 30(2): 186.PubMedPubMedCentralCrossRef
77.
Zurück zum Zitat Wenze SJ, Miller IW. Use of ecological momentary assessment in mood disorders research. Clin Psychol Rev. 2010; 30(6): 794-804.PubMedCrossRef Wenze SJ, Miller IW. Use of ecological momentary assessment in mood disorders research. Clin Psychol Rev. 2010; 30(6): 794-804.PubMedCrossRef
78.
Zurück zum Zitat Shiffman S, Stone AA. Ecological momentary assessment: A new tool for behavioral medicine research. Technol Methods Behav Med. 1998;117–131. Shiffman S, Stone AA. Ecological momentary assessment: A new tool for behavioral medicine research. Technol Methods Behav Med. 1998;117–131.
79.
Zurück zum Zitat Lavori PW, Dawson R. Introduction to dynamic treatment strategies and sequential multiple assignment randomization. Clin Trials. 2014; 11(4): 393-399.PubMedPubMedCentralCrossRef Lavori PW, Dawson R. Introduction to dynamic treatment strategies and sequential multiple assignment randomization. Clin Trials. 2014; 11(4): 393-399.PubMedPubMedCentralCrossRef
80.
Zurück zum Zitat Thompson D, Cantu D, Bhatt R, et al. Texting to increase physical activity among teenagers (TXT Me!): Rationale, design, and methods proposal. JMIR Res protocols. 2014;3(1). Thompson D, Cantu D, Bhatt R, et al. Texting to increase physical activity among teenagers (TXT Me!): Rationale, design, and methods proposal. JMIR Res protocols. 2014;3(1).
81.
Zurück zum Zitat Preacher KJ, Hayes AF. Asymptotic and resampling strategies for assessing and comparing indirect effects in multiple mediator models. Behav Res Methods. 2008; 40(3): 879-891.PubMedCrossRef Preacher KJ, Hayes AF. Asymptotic and resampling strategies for assessing and comparing indirect effects in multiple mediator models. Behav Res Methods. 2008; 40(3): 879-891.PubMedCrossRef
82.
Zurück zum Zitat Jochems EC, Mulder CL, van Dam A, et al. Motivation and treatment engagement intervention trial (MotivaTe-IT): The effects of motivation feedback to clinicians on treatment engagement in patients with severe mental illness. BMC Psychiatry. 2012; 12(1): 209.PubMedPubMedCentralCrossRef Jochems EC, Mulder CL, van Dam A, et al. Motivation and treatment engagement intervention trial (MotivaTe-IT): The effects of motivation feedback to clinicians on treatment engagement in patients with severe mental illness. BMC Psychiatry. 2012; 12(1): 209.PubMedPubMedCentralCrossRef
83.
Zurück zum Zitat Nezlek JB. Distinguishing affective and non‐affective reactions to daily events. J Pers. 2005; 73(6): 1539-1568.PubMedCrossRef Nezlek JB. Distinguishing affective and non‐affective reactions to daily events. J Pers. 2005; 73(6): 1539-1568.PubMedCrossRef
84.
Zurück zum Zitat Pace-Schott EF, Shepherd E, Spencer RMC, et al. Napping promotes inter-session habituation to emotional stimuli. Neurobiol Learn Mem. 2011; 95(1): 24-36.PubMedCrossRef Pace-Schott EF, Shepherd E, Spencer RMC, et al. Napping promotes inter-session habituation to emotional stimuli. Neurobiol Learn Mem. 2011; 95(1): 24-36.PubMedCrossRef
85.
Zurück zum Zitat Nett UE, Goetz T, Daniels LM. What to do when feeling bored?: Students’ strategies for coping with boredom. Learn Individ Differ. 2010; 20(6): 626-638.CrossRef Nett UE, Goetz T, Daniels LM. What to do when feeling bored?: Students’ strategies for coping with boredom. Learn Individ Differ. 2010; 20(6): 626-638.CrossRef
86.
Zurück zum Zitat Barling J, Macintyre AT. Daily work role stressors, mood and emotional exhaustion. Work Stress. 1993; 7(4): 315-325.CrossRef Barling J, Macintyre AT. Daily work role stressors, mood and emotional exhaustion. Work Stress. 1993; 7(4): 315-325.CrossRef
87.
Zurück zum Zitat Demain S, Gonçalves A-C, Areia C, et al. Living with, managing and minimising treatment burden in long term conditions: A systematic review of qualitative research. PLoS One. 2015; 10(5): e0125457.PubMedPubMedCentralCrossRef Demain S, Gonçalves A-C, Areia C, et al. Living with, managing and minimising treatment burden in long term conditions: A systematic review of qualitative research. PLoS One. 2015; 10(5): e0125457.PubMedPubMedCentralCrossRef
88.
Zurück zum Zitat Crawford ER, LePine JA, Rich BL. Linking job demands and resources to employee engagement and burnout: A theoretical extension and meta-analytic test. J Appl Psychol. 2010; 95(5): 834.PubMedCrossRef Crawford ER, LePine JA, Rich BL. Linking job demands and resources to employee engagement and burnout: A theoretical extension and meta-analytic test. J Appl Psychol. 2010; 95(5): 834.PubMedCrossRef
89.
Zurück zum Zitat Schaufeli W, Taris T. A Critical Review of the Job Demands-Resources Model: Implications for Improving Work and Health. Bridging Occupational, Organizational and Public Health. Netherlands: Springer; 2014: 43-68.CrossRef Schaufeli W, Taris T. A Critical Review of the Job Demands-Resources Model: Implications for Improving Work and Health. Bridging Occupational, Organizational and Public Health. Netherlands: Springer; 2014: 43-68.CrossRef
90.
Zurück zum Zitat Cole MS, Walter F, Bedeian AG, O’Boyle EH. Job burnout and employee engagement a meta-analytic examination of construct proliferation. J Manag. 2012; 38(5): 1550-1581. Cole MS, Walter F, Bedeian AG, O’Boyle EH. Job burnout and employee engagement a meta-analytic examination of construct proliferation. J Manag. 2012; 38(5): 1550-1581.
91.
Zurück zum Zitat Hockey R. The Psychology of Fatigue: Work, Effort and Control. Cambridge: Cambridge University Press; 2013. Hockey R. The Psychology of Fatigue: Work, Effort and Control. Cambridge: Cambridge University Press; 2013.
92.
Zurück zum Zitat Bakker AB, Demerouti E, Sanz-Vergel AI. Burnout and work engagement: The JD–R approach. Annu Rev Organ Psychol Organ Behav. 2014; 1(1): 389-411.CrossRef Bakker AB, Demerouti E, Sanz-Vergel AI. Burnout and work engagement: The JD–R approach. Annu Rev Organ Psychol Organ Behav. 2014; 1(1): 389-411.CrossRef
93.
Zurück zum Zitat Lalmas M, O’Brien H, Yom-Tov E. Measuring user engagement. Synth Lect Inf Concepts Retr Services. 2014; 6(4): 1-132. Lalmas M, O’Brien H, Yom-Tov E. Measuring user engagement. Synth Lect Inf Concepts Retr Services. 2014; 6(4): 1-132.
94.
Zurück zum Zitat Klein M, Mogles N, Van Wissen A. Why won’t you do what’s good for you? Using intelligent support for behavior change. Human Behavior Understanding. Berlin: Springer; 2011:104–115. Klein M, Mogles N, Van Wissen A. Why won’t you do what’s good for you? Using intelligent support for behavior change. Human Behavior Understanding. Berlin: Springer; 2011:104–115.
95.
Zurück zum Zitat Deci EL. Intrinsic Motivation. Vol. 23. New York: Plenum Press; 1975. Deci EL. Intrinsic Motivation. Vol. 23. New York: Plenum Press; 1975.
96.
Zurück zum Zitat Oinas-Kukkonen H, Harjumaa M. Persuasive systems design: Key issues, process model, and system features. Commun Assoc Inf Syst. 2009; 24(1): 28. Oinas-Kukkonen H, Harjumaa M. Persuasive systems design: Key issues, process model, and system features. Commun Assoc Inf Syst. 2009; 24(1): 28.
97.
Zurück zum Zitat Consolvo S, Klasnja P, McDonald DW, Landay JA. Goal-setting considerations for persuasive technologies that encourage physical activity. 2009. Consolvo S, Klasnja P, McDonald DW, Landay JA. Goal-setting considerations for persuasive technologies that encourage physical activity. 2009.
98.
Zurück zum Zitat Engeser S, Rheinberg F. Flow, performance and moderators of challenge-skill balance. Motiv Emot. 2008; 32(3): 158-172.CrossRef Engeser S, Rheinberg F. Flow, performance and moderators of challenge-skill balance. Motiv Emot. 2008; 32(3): 158-172.CrossRef
99.
Zurück zum Zitat Baumeister RF, Leary MR. The need to belong: Desire for interpersonal attachments as a fundamental human motivation. Psychol Bull. 1995; 117(3): 497.PubMedCrossRef Baumeister RF, Leary MR. The need to belong: Desire for interpersonal attachments as a fundamental human motivation. Psychol Bull. 1995; 117(3): 497.PubMedCrossRef
100.
Zurück zum Zitat Bennett K, Grasso F, Lowers V, McKay A, Milligan C. Evaluation of an app to support older adults with wounds. Paper presented at: Proceedings of the 5th International Conference on Digital Health. 2015. Bennett K, Grasso F, Lowers V, McKay A, Milligan C. Evaluation of an app to support older adults with wounds. Paper presented at: Proceedings of the 5th International Conference on Digital Health. 2015.
101.
Zurück zum Zitat Moller AC, Deci EL, Ryan RM. Choice and ego-depletion: The moderating role of autonomy. Personal Soc Psychol Bull. 2006; 32(8): 1024-1036.CrossRef Moller AC, Deci EL, Ryan RM. Choice and ego-depletion: The moderating role of autonomy. Personal Soc Psychol Bull. 2006; 32(8): 1024-1036.CrossRef
102.
Zurück zum Zitat Fukuoka Y, Lindgren T, Jong S. Qualitative exploration of the acceptability of a mobile phone and pedometer‐based physical activity program in a diverse sample of sedentary women. Public Health Nurs. 2012; 29(3): 232-240.PubMedPubMedCentralCrossRef Fukuoka Y, Lindgren T, Jong S. Qualitative exploration of the acceptability of a mobile phone and pedometer‐based physical activity program in a diverse sample of sedentary women. Public Health Nurs. 2012; 29(3): 232-240.PubMedPubMedCentralCrossRef
103.
Zurück zum Zitat Fogg B. Mobile persuasion: 20 perspectives on the future of behavior change. Mobile Persuasion; 2007. Fogg B. Mobile persuasion: 20 perspectives on the future of behavior change. Mobile Persuasion; 2007.
104.
Zurück zum Zitat Kommers P, Hooreman RW. Mobile phones for real-time teacher coaching. J Res Innov Teach. 2009; 2(1): 80-90. Kommers P, Hooreman RW. Mobile phones for real-time teacher coaching. J Res Innov Teach. 2009; 2(1): 80-90.
105.
Zurück zum Zitat Mael F, Jex S. Workplace boredom: An integrative model of traditional and contemporary approaches. Group Organ Manag. 2015; 40(2): 131-159.CrossRef Mael F, Jex S. Workplace boredom: An integrative model of traditional and contemporary approaches. Group Organ Manag. 2015; 40(2): 131-159.CrossRef
106.
Zurück zum Zitat Linn AJ, van Weert J, Smit EG, Perry K, van Dijk L. 1+ 1 = 3? The systematic development of a theoretical and evidence-based tailored multimedia intervention to improve medication adherence. Patient Educ Couns. 2013; 93(3): 381-388.PubMedCrossRef Linn AJ, van Weert J, Smit EG, Perry K, van Dijk L. 1+ 1 = 3? The systematic development of a theoretical and evidence-based tailored multimedia intervention to improve medication adherence. Patient Educ Couns. 2013; 93(3): 381-388.PubMedCrossRef
107.
Zurück zum Zitat Paterson N, Naliuka K, Jensen SK, Carrigy T, Haahr M, Conway F. Design, implementation and evaluation of audio for a location aware augmented reality game. Paper presented at: Proceedings of the 3rd International Conference on Fun and Games. 2010. Paterson N, Naliuka K, Jensen SK, Carrigy T, Haahr M, Conway F. Design, implementation and evaluation of audio for a location aware augmented reality game. Paper presented at: Proceedings of the 3rd International Conference on Fun and Games. 2010.
108.
Zurück zum Zitat Hsu A, Yang J, Yilmaz YH, Haque MS, Can C, Blandford AE. Persuasive technology for overcoming food cravings and improving snack choices. Paper presented at: Proceedings of the SIGCHI Conference on Human Factors in Computing Systems. 2014. Hsu A, Yang J, Yilmaz YH, Haque MS, Can C, Blandford AE. Persuasive technology for overcoming food cravings and improving snack choices. Paper presented at: Proceedings of the SIGCHI Conference on Human Factors in Computing Systems. 2014.
109.
Zurück zum Zitat Diener E, Smith H, Fujita F. The personality structure of affect. J Pers Soc Psychol. 1995; 69(1): 130-141.CrossRef Diener E, Smith H, Fujita F. The personality structure of affect. J Pers Soc Psychol. 1995; 69(1): 130-141.CrossRef
111.
Zurück zum Zitat Lathia N, Pejovic V, Rachuri KK, Mascolo C, Musolesi M, Rentfrow PJ. Smartphones for large-scale behavior change interventions. IEEE Pervasive Comput. 2013; 3: 66-73.CrossRef Lathia N, Pejovic V, Rachuri KK, Mascolo C, Musolesi M, Rentfrow PJ. Smartphones for large-scale behavior change interventions. IEEE Pervasive Comput. 2013; 3: 66-73.CrossRef
112.
Zurück zum Zitat Sun F-T, Kuo C, Cheng H-T, Buthpitiya S, Collins P, Griss M. Activity-aware mental stress detection using physiological sensors. Mobile Computing, Applications, and Services. Berlin: Springer; 2012:211–230. Sun F-T, Kuo C, Cheng H-T, Buthpitiya S, Collins P, Griss M. Activity-aware mental stress detection using physiological sensors. Mobile Computing, Applications, and Services. Berlin: Springer; 2012:211–230.
113.
Zurück zum Zitat Kumar S, Al’Absi M, Beck GJ, Emre E, Scott M. Behavioral monitoring and assessment via mobile sensing technologies. In: Marsch LA, Lord SE, Dallery J, eds. Behavioral Healthcare and Technology: Using Science-Based Innovation to Transform Practice. New York: Oxford University Press; 2015. 27039. Kumar S, Al’Absi M, Beck GJ, Emre E, Scott M. Behavioral monitoring and assessment via mobile sensing technologies. In: Marsch LA, Lord SE, Dallery J, eds. Behavioral Healthcare and Technology: Using Science-Based Innovation to Transform Practice. New York: Oxford University Press; 2015. 27039.
114.
Zurück zum Zitat Plarre K, Raij A, Hossain SM, et al. Continuous inference of psychological stress from sensory measurements collected in the natural environment. Paper presented at: Information Processing in Sensor Networks (IPSN), 2011 10th International Conference on 2011. Plarre K, Raij A, Hossain SM, et al. Continuous inference of psychological stress from sensory measurements collected in the natural environment. Paper presented at: Information Processing in Sensor Networks (IPSN), 2011 10th International Conference on 2011.
115.
Zurück zum Zitat Rahman MM, Ali AA, Plarre K, al’Absi M, Ertin E, Kumar S. mconverse: Inferring conversation episodes from respiratory measurements collected in the field. Paper presented at: Proceedings of the 2nd Conference on Wireless Health. 2011. Rahman MM, Ali AA, Plarre K, al’Absi M, Ertin E, Kumar S. mconverse: Inferring conversation episodes from respiratory measurements collected in the field. Paper presented at: Proceedings of the 2nd Conference on Wireless Health. 2011.
116.
Zurück zum Zitat Ali AA, Hossain SM, Hovsepian K, Rahman MM, Plarre K, Kumar S. mPuff: Automated detection of cigarette smoking puffs from respiration measurements. Paper presented at: Proceedings of the 11th International Conference on Information Processing in Sensor Networks. 2012. Ali AA, Hossain SM, Hovsepian K, Rahman MM, Plarre K, Kumar S. mPuff: Automated detection of cigarette smoking puffs from respiration measurements. Paper presented at: Proceedings of the 11th International Conference on Information Processing in Sensor Networks. 2012.
117.
Zurück zum Zitat Tapia EM, Intille SS, Larson K. Activity Recognition in the Home Using Simple and Ubiquitous Sensors. Berlin: Springer; 2004. Tapia EM, Intille SS, Larson K. Activity Recognition in the Home Using Simple and Ubiquitous Sensors. Berlin: Springer; 2004.
118.
Zurück zum Zitat Eagle N, Pentland A. Reality mining: Sensing complex social systems. Pers Ubiquit Comput. 2006; 10(4): 255-268.CrossRef Eagle N, Pentland A. Reality mining: Sensing complex social systems. Pers Ubiquit Comput. 2006; 10(4): 255-268.CrossRef
119.
Zurück zum Zitat Rahman MM, Bari R, Ali AA, et al. Are we there yet?: Feasibility of continuous stress assessment via wireless physiological sensors. Paper presented at: Proceedings of the 5th ACM Conference on Bioinformatics, Computational Biology, and Health Informatics. 2014. Rahman MM, Bari R, Ali AA, et al. Are we there yet?: Feasibility of continuous stress assessment via wireless physiological sensors. Paper presented at: Proceedings of the 5th ACM Conference on Bioinformatics, Computational Biology, and Health Informatics. 2014.
120.
Zurück zum Zitat Segerstrom SC, O’Connor DB. Stress, health and illness: Four challenges for the future. Psychol Health. 2012; 27(2): 128-140.PubMedCrossRef Segerstrom SC, O’Connor DB. Stress, health and illness: Four challenges for the future. Psychol Health. 2012; 27(2): 128-140.PubMedCrossRef
121.
Zurück zum Zitat Sonnentag S, Pundt A, Albrecht A-G. Temporal perspectives on job stress. Time Work: How Time Impacts Individ. 2014; 1: 111-140. Sonnentag S, Pundt A, Albrecht A-G. Temporal perspectives on job stress. Time Work: How Time Impacts Individ. 2014; 1: 111-140.
122.
Zurück zum Zitat Martin CA, Rivera DE, Riley WT, et al. A dynamical systems model of social cognitive theory. Paper presented at: American Control Conference (ACC). 2014. Martin CA, Rivera DE, Riley WT, et al. A dynamical systems model of social cognitive theory. Paper presented at: American Control Conference (ACC). 2014.
123.
Zurück zum Zitat Glanz K, Bishop DB. The role of behavioral science theory in development and implementation of public health interventions. Annu Rev Public Health. 2010; 31: 399-418.PubMedCrossRef Glanz K, Bishop DB. The role of behavioral science theory in development and implementation of public health interventions. Annu Rev Public Health. 2010; 31: 399-418.PubMedCrossRef
124.
Zurück zum Zitat Taylor N, Conner M, Lawton R. The impact of theory on the effectiveness of worksite physical activity interventions: A meta-analysis and meta-regression. Health Psychol Rev. 2012; 6(1): 33-73.CrossRef Taylor N, Conner M, Lawton R. The impact of theory on the effectiveness of worksite physical activity interventions: A meta-analysis and meta-regression. Health Psychol Rev. 2012; 6(1): 33-73.CrossRef
125.
Zurück zum Zitat Riley WT, Martin CA, Rivera DE. The importance of behavior theory in control system modeling of physical activity sensor data. Paper presented at: Engineering in Medicine and Biology Society (EMBC), 2014 36th Annual International Conference of the IEEE. 2014. Riley WT, Martin CA, Rivera DE. The importance of behavior theory in control system modeling of physical activity sensor data. Paper presented at: Engineering in Medicine and Biology Society (EMBC), 2014 36th Annual International Conference of the IEEE. 2014.
126.
Zurück zum Zitat Timms KP, Rivera DE, Collins LM, Piper ME. Control systems engineering for understanding and optimizing smoking cessation interventions. Paper presented at: American Control Conference (ACC), 2013. 2013. Timms KP, Rivera DE, Collins LM, Piper ME. Control systems engineering for understanding and optimizing smoking cessation interventions. Paper presented at: American Control Conference (ACC), 2013. 2013.
127.
Zurück zum Zitat Spruijt-Metz D, Hekler E, Saranummi N, et al. Building new computational models to support health behavior change and maintenance: New opportunities in behavioral research. Transl Behav Med. 2015; 5(3): 335-346.PubMedPubMedCentralCrossRef Spruijt-Metz D, Hekler E, Saranummi N, et al. Building new computational models to support health behavior change and maintenance: New opportunities in behavioral research. Transl Behav Med. 2015; 5(3): 335-346.PubMedPubMedCentralCrossRef
128.
Zurück zum Zitat Trail JB, Collins LM, Rivera DE, Li R, Piper ME, Baker TB. Functional data analysis for dynamical system identification of behavioral processes. Psychol Methods. 2014; 19(2): 175.PubMedCrossRef Trail JB, Collins LM, Rivera DE, Li R, Piper ME, Baker TB. Functional data analysis for dynamical system identification of behavioral processes. Psychol Methods. 2014; 19(2): 175.PubMedCrossRef
129.
Zurück zum Zitat Lanza ST, Piper ME, Shiffman S. New methods for advancing research on tobacco dependence using ecological momentary assessments. Nicotine Tob Res. 2014; 16(Suppl 2): S71-S72.PubMedPubMedCentralCrossRef Lanza ST, Piper ME, Shiffman S. New methods for advancing research on tobacco dependence using ecological momentary assessments. Nicotine Tob Res. 2014; 16(Suppl 2): S71-S72.PubMedPubMedCentralCrossRef
130.
Zurück zum Zitat Smith DM, Walls TA. mHealth analytics. Behavioral health care and technology: Using science-based innovations to transform practice. 2014:153. Smith DM, Walls TA. mHealth analytics. Behavioral health care and technology: Using science-based innovations to transform practice. 2014:153.
131.
Zurück zum Zitat Liao P, Klasnja P, Tewari A, Murphy SA. Sample size calculations for micro‐randomized trials in mHealth. Stat Med. 2015. Liao P, Klasnja P, Tewari A, Murphy SA. Sample size calculations for micro‐randomized trials in mHealth. Stat Med. 2015.
132.
Zurück zum Zitat Rabbi M, Pfammatter A, Zhang M, Spring B, Choudhury T. Automated personalized feedback for physical activity and dietary behavior change with mobile phones: A randomized controlled trial on adults. JMIR mHealth uHealth. 2015; 3(2): e42.PubMedPubMedCentralCrossRef Rabbi M, Pfammatter A, Zhang M, Spring B, Choudhury T. Automated personalized feedback for physical activity and dietary behavior change with mobile phones: A randomized controlled trial on adults. JMIR mHealth uHealth. 2015; 3(2): e42.PubMedPubMedCentralCrossRef
133.
Zurück zum Zitat Kaplan RM, Stone AA. Bringing the laboratory and clinic to the community: Mobile technologies for health promotion and disease prevention. Annu Rev Psychol. 2013; 64: 471-498.PubMedCrossRef Kaplan RM, Stone AA. Bringing the laboratory and clinic to the community: Mobile technologies for health promotion and disease prevention. Annu Rev Psychol. 2013; 64: 471-498.PubMedCrossRef
134.
Zurück zum Zitat Schueller SM, Tomasino KN, Mohr DC. Integrating human support into behavioral intervention technologies: The efficiency model of support. Clinical Psychology: Science and Practice. In Press; 2016. Schueller SM, Tomasino KN, Mohr DC. Integrating human support into behavioral intervention technologies: The efficiency model of support. Clinical Psychology: Science and Practice. In Press; 2016.
Metadaten
Titel
Just-in-Time Adaptive Interventions (JITAIs) in Mobile Health: Key Components and Design Principles for Ongoing Health Behavior Support
verfasst von
Inbal Nahum-Shani, PhD
Shawna N. Smith, PhD
Bonnie J. Spring, PhD
Linda M. Collins, PhD
Katie Witkiewitz, PhD
Ambuj Tewari, PhD
Susan A. Murphy, PhD
Publikationsdatum
23.09.2016
Verlag
Springer US
Erschienen in
Annals of Behavioral Medicine
Print ISSN: 0883-6612
Elektronische ISSN: 1532-4796
DOI
https://doi.org/10.1007/s12160-016-9830-8

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