ArticleFrontiers in nutrition2026
Examining the relationship between problematic social media use and caffeine use disorder in the context of physical activity: a cross-sectional moderation study among university students.
Article in Frontiers in nutrition, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.
What it found
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
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Who cites it
1 citing paper in PubMed.
- High-Intensity Exercise Performance as a Complex Adaptive System: An Integrative Review.Muscles (Basel, Switzerland) · 2026Review
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Authors and funding
4 authors.
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Abstract
Introduction: Problematic social media use (PSMU) and caffeine use disorder (CUD), a behavioral pattern without formal diagnostic status and a DSM-5 condition listed for further study, respectively, share phenomenological features (tolerance, withdrawal, compulsive engagement) that make their statistical co-occurrence among young adults theoretically plausible and warrant joint empirical examination. Yet the potential moderating role of lifestyle factors such as physical activity remains largely unexplored. This study examined the relationship between problematic social media use, hereafter termed social media addiction (SMA), and caffeine use disorder (CUD) among university students, and determined whether physical activity (PA) level moderates this relationship. Methods: A cross-sectional correlational survey design was employed. Data were collected online from 408 Turkish university students (59.1% women; Results: A statistically significant small-to-moderate positive correlation emerged between SMA and CUD ( Discussion: These cross-sectional findings suggest that PSMU and CUD co-occur to a modest but detectable degree among university students, and that habitual PA neither attenuates nor amplifies this association. Given the modest effect sizes and the design, implications for screening and intervention are discussed cautiously and treated as hypothesis-generating for prospective and experimental work.
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