ArticleFrontiers in psychology2026
From scroll to sale: online media engagement predicts adolescents' online supplement purchases in a nationally representative cross-sectional study.
Article in Frontiers in psychology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.
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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.
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Authors and funding
1 author.
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Abstract
Background: Adolescents are increasingly exposed to online health information promoting supplements as quick solutions for weight management and muscle development, raising public health concerns. Objective: This study investigated whether online media engagement-weight-and fitness-related information-seeking behaviors and the internalization of online appearance ideals-predicts adolescents' online purchasing of weight-loss and muscle-building products, with attention to differences between girls and boys. Methods: A cross-sectional online survey was conducted among 1,526 Czech adolescents (50% girls) aged 13-18 years ( Results: Overall, 4.1% (63/1,521) purchased weight-loss and 19.1% (303/1,524) purchased muscle-building products online. For both girls and boys, greater engagement in seeking weight- and fitness-related information was associated with purchasing both product types. Internalization of online appearance ideals was significantly associated with muscle-building but not weight-loss product purchases. Conclusion: Findings highlight a novel pathway through which online media may shape youth consumer choices, pointing to the need for media literacy and body image-informed strategies to promote safer decision-making.
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