Exploring the Dynamics of Dietary Self-Monitoring Adherence Among Participants in a Digital Behavioral Weight Loss Program: Model Development Study

This study highlights the potential of ACT-R modeling for dynamic analysis of self-monitoring behaviors in digital interventions. The findings indicate that tailored feedback combined with intensive support may significantly improve adherence. Future studies should (1) extend the intervention duration to explore sustained adherence mechanisms, (2) integrate social cognitive factors to capture behavioral compliance insights, and (3) adapt dynamic models to inform just-in-time adaptive interventions for broader applications.

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Publication Details

Journal
Journal of Medical Internet Research
Published
2025-04-25
DOI
https://doi.org/10.2196/65431
Primary Topic
Behavioral Health and Interventions
Type
article
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article

Exploring the Dynamics of Dietary Self-Monitoring Adherence Among Participants in a Digital Behavioral Weight Loss Program: Model Development Study

Ning Deng, Hui Lin, Yu Zhang, Zhiheng Zhou et al.
Journal of Medical Internet Research
Behavioral Health and Interventions
article

Exploring the Dynamics of Dietary Self-Monitoring Adherence Among Participants in a Digital Behavioral Weight Loss Program: Model Development Study

Ning Deng, Hui Lin, Yu Zhang, Zhiheng Zhou, Min Yang
article en

Abstract

This study highlights the potential of ACT-R modeling for dynamic analysis of self-monitoring behaviors in digital interventions. The findings indicate that tailored feedback combined with intensive support may significantly improve adherence. Future studies should (1) extend the intervention duration to explore sustained adherence mechanisms, (2) integrate social cognitive factors to capture behavioral compliance insights, and (3) adapt dynamic models to inform just-in-time adaptive interventions for broader applications.

Journal of Medical Internet ResearchVol. 27
Shenzhen Sixth People's Hospital (CN), ShenZhen People’s Hospital (CN), Southern Medical University Shenzhen Hospital (CN), Second Affiliated Hospital of Zhejiang University (CN), Southern Medical University (CN), Zhejiang University (CN)
Openalex Percentile: Top 91%
Behavioral Health and Interventions
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