This paper is in the following e-collection/theme issue:

Theoretical Frameworks and Concepts (338) Behavior Change (863)

Published on in Vol 23, No 4 (2021): April

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/17127, first published .
Theory Integration for Lifestyle Behavior Change in the Digital Age: An Adaptive Decision-Making Framework

Theory Integration for Lifestyle Behavior Change in the Digital Age: An Adaptive Decision-Making Framework

Theory Integration for Lifestyle Behavior Change in the Digital Age: An Adaptive Decision-Making Framework

Authors of this article:

Chao Zhang1 Author Orcid Image ;   Daniël Lakens1 Author Orcid Image ;   Wijnand A IJsselsteijn1 Author Orcid Image
Article Authors Cited by (27) Tweetations (25) Metrics

Journals

  1. Shih C, Pudipeddi R, Uthayakumar A, Washington P. Authors’ Response to Peer Reviews of “A Local Community-Based Social Network for Mental Health and Well-being (Quokka): Exploratory Feasibility Study”. JMIRx Med 2021;2(4):e33199 View
  2. Zhang C, Vanschoren J, van Wissen A, Lakens D, de Ruyter B, IJsselsteijn W. Theory-based habit modeling for enhancing behavior prediction in behavior change support systems. User Modeling and User-Adapted Interaction 2022;32(3):389 View
  3. Shih C, Pudipeddi R, Uthayakumar A, Washington P. A Local Community-Based Social Network for Mental Health and Well-being (Quokka): Exploratory Feasibility Study. JMIRx Med 2021;2(4):e24972 View
  4. Ramasawmy M, Poole L, Thorlu-Bangura Z, Chauhan A, Murali M, Jagpal P, Bijral M, Prashar J, G-Medhin A, Murray E, Stevenson F, Blandford A, Potts H, Khunti K, Hanif W, Gill P, Sajid M, Patel K, Sood H, Bhala N, Modha S, Mistry M, Patel V, Ali S, Ala A, Banerjee A. Frameworks for Implementation, Uptake, and Use of Cardiometabolic Disease–Related Digital Health Interventions in Ethnic Minority Populations: Scoping Review. JMIR Cardio 2022;6(2):e37360 View
  5. Wang S, Zhang C, Kröse B, van Hoof H. Optimizing Adaptive Notifications in Mobile Health Interventions Systems: Reinforcement Learning from a Data-driven Behavioral Simulator. Journal of Medical Systems 2021;45(12) View
  6. Zhang C, Adriaanse M, Potgieter R, Tummers L, de Wit J, Broersen J, de Bruin M, Aarts H. Habit formation of preventive behaviours during the COVID-19 pandemic: a longitudinal study of physical distancing and hand washing. BMC Public Health 2022;22(1) View
  7. Shao Z, Xu Y. Moving towards carbon neutral lifestyle through FinTech social media platform: a case study of Ant Forest. Frontiers in Environmental Science 2023;11 View
  8. Montero-Sandiego E, Ruiz-Robledillo N, Ferrer-Cascales R, Clement-Carbonell V, Alcocer-Bruno C, Albaladejo-Blázquez N. Spanish validation of the simple lifestyle indicator questionnaire: validity and reliability analysis. Frontiers in Public Health 2024;11 View
  9. Schlieter H, Gand K, Weimann T, Sandner E, Kreiner K, Thoma S, Liu J, Caprino M, Corbo M, Seregni A, Tropea P, Del Pino R, Gómez Esteban J, Gabilondo I, Lacraru A, Busnatu S. Designing Virtual Coaching Solutions. Business & Information Systems Engineering 2024;66(3):377 View
  10. Khuc V, Tran M, Thinh N, Lich H, Dang T, Nguyen T, Tran D. Closing nature connectedness to foster environmental culture: investigating urban residents’ utilization and contribution to parks in Vietnam. Discover Sustainability 2024;5(1) View
  11. Vakili N, Curran J, Walls R, Phillips D, Miller A, Cassidy C, Wozney L. Preferences for Text Messaging Supports During Youth Transition to Adult Mental Health Services: Theory-Informed Modified e-Delphi Study. JMIR Formative Research 2024;8:e51690 View
  12. Shojaei F, Shojaei F, Desai A, Long E, Mehta J, Fowler N, Holden R, Orman E, Boustani M. The Feasibility of AgileNudge+ Software to Facilitate Positive Behavioral Change: Mixed Methods Design. JMIR Formative Research 2024;8:e57390 View
  13. Nutakor J, Zhou L, Larnyo E, Addai-Dansoh S, Cui Y. Impact of health information seeking behavior and digital health literacy on self-perceived health and depression symptoms among older adults in the United States. Scientific Reports 2024;14(1) View
  14. Imawan R, Putra W, Alqahtani R, Milakis E, Dumchykov M. Enhancing Financial Literacy in Young Adults: An Android-Based Personal Finance Management Tool. Journal of Hypermedia & Technology-Enhanced Learning 2025;3(1):64 View
  15. Svenšek A, Gosak L, Lorber M, Štiglic G, Fijačko N. Review and Comparative Evaluation of Mobile Apps for Cardiovascular Risk Estimation: Usability Evaluation Using mHealth App Usability Questionnaire. JMIR mHealth and uHealth 2025;13:e56466 View
  16. Hamzawi S, Ding Q, Song H. Cultural capital and self-determined behaviour: conceptual and empirical evidence of smoking cessation in Egypt. Journal of Social Marketing 2025;15(2/3):289 View
  17. Švihrová R, Dei Rossi A, Marzorati D, Tzovara A, Faraci F. Designing digital health interventions with causal inference and multi-armed bandits: a review. Frontiers in Digital Health 2025;7 View
  18. Kurnik Mesarič K, Kodrič J, Bogataj Š, Marn Pernat A, Kuzmanovski A, Logar Zakrajšek B, Pajek J. Lost and not found: randomized controlled trial of cognitive behavioral therapy for weight-loss in patients with chronic kidney disease. Journal of Behavioral Medicine 2025;48(4):594 View
  19. Saleem A. A Systematic Review of Lifestyle Modifications to Improve Health and Well-Being Among Adolescents in the UK. Journal of Lifestyle and SDGs Review 2025;5(7):e07478 View
  20. Li Y, Tu W, Wang M, Yin T, Chen T, Mei Z, Wang X, Xu G. Challenges in dietary decision-making among Chinese adults with inflammatory bowel disease: a qualitative study. BMJ Open 2025;15(10):e104725 View
  21. Jiang D. Artificial intelligence-driven personalized space design and implementation in the aging-friendly renovation of smart home. Discover Artificial Intelligence 2025;5(1) View
  22. Tanveer E, Jairam M, Tariq A, Kainat S, Kumar V. STUDY HABITS, LEARNING STYLES, AND PREFERENCES AMONG MEDICAL STUDENTS: A CROSS-SECTIONAL SURVEY. Pakistan Journal of Rehabilitation 2025;14(1):88 View

Books/Policy Documents

  1. Halim H, Mustaffa C, Azizan F. Proceedings of the 8th International Conference on Communication and Media 2022 (i-COME 22). View
  2. Weimann T. Enterprise Design, Operations, and Computing. EDOC 2023 Workshops. View
  3. Hassoubah L, Ryding D, Vignali G. Global Perspectives on Social Media Influencers and Strategic Business Communication. View

Conference Proceedings

  1. Xu J, Zhang C, Cuijpers R, IJsselsteijn W. Proceedings of the 2024 ACM/IEEE International Conference on Human-Robot Interaction. Affective and Cognitive Reactions to Robot-Initiated Social Control of Health Behaviors View
  2. Khot R, Arets T, Wester J, Burger F, van Berkel N, Brankaert R, IJsselsteijn W, Lee M. Proceedings of the 2025 CHI Conference on Human Factors in Computing Systems. Challenging Futures: Using Chatbots to Reflect on Aging and Dementia View