Evidence map›Paper›PMID 42440540›Full record

ArticleFrontiers in sports and active living2026

Autonomous motivation moderates the relationship between fitness application usage and exercise behavior through flow experience: a cross-sectional study among Chinese university students.

Jingjing Song, Jiaying Li, Dan Li

Abstract read
In one paragraph

Article in Frontiers in sports and active living, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

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2 · The registry

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

3 authors.

Jingjing SongCollege of Physical Education and Health Management, Chongqing University of Education, Chongqing, China.
Jiaying LiSchool of Physical Education, Chongqing University of Posts and Telecommunications, Chongqing, China.
Dan LiSchool of Physical Education, Wuhan University of Science and Technology, Wuhan, Hubei, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: While mobile fitness applications have proliferated globally, their effectiveness in promoting physical activity among university students remains inconsistent, with high attrition rates reported. Understanding the psychological mechanisms underlying application usage and exercise behavior is crucial for optimizing digital health interventions. This study examined a moderated mediation model investigating how autonomous motivation regulates the relationship between fitness application usage and exercise behavior through flow experience among Chinese university students. Methods: A cross-sectional survey was conducted with 350 university students (56.0% male, mean age 20.4 years) actively using fitness mobile applications in China. Participants completed validated questionnaires measuring fitness application usage, flow experience, autonomous motivation, and physical activity levels (assessed via International Physical Activity Questionnaire). Data were analyzed using hierarchical regression analysis and bootstrapping procedures with 5,000 resamples to test the moderated mediation model. Results: The moderated mediation model demonstrated excellent fit, explaining 74.3% of variance in flow experience and 46.9% in exercise behavior. Autonomous motivation significantly moderated the relationship between application usage and flow experience ( Conclusions: Fitness applications were associated with exercise behavior primarily through flow experiences, with this association being significantly amplified among students with higher autonomous motivation. These findings suggest that application developers should prioritize features fostering intrinsic motivation and optimal experiences, while interventions should target motivation enhancement to maximize application effectiveness in supporting sustained physical activity among university populations.

Indexed as

autonomous motivationexercise behaviorfitness applicationsflow experiencemoderated mediationuniversity students

Identifiers

PMID42440540
PMCPMC13333593

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