Provenance record

Watching What We Eat: Information Quality and Body Image in Diet-Related YouTube Videos

arXiv cs.CY (Computers and Society) (tier 1, academic) 2026-09-24T04:00:00.000Z Original ↗

Source note: Preprints on societal impact.


Discourse valence
-50
Adverse
confidence 80% · 1 item
Adverse readingFavourable reading
Single-model reading. This item did not meet the threshold for a multi-model panel.
Medicine and healthSynthetic media and manipulationScientific acceleration
Excerpt as ingested

arXiv:2609.28114v1 Announce Type: new Abstract: The widespread use of social media, particularly image- and video-based platforms, has turned them into key sources of both normative and informational content related to health and diet. This may contribute to the development of disordered eating behaviors or, potentially, eating disorders. This study uses mixed-methods analysis applied to 3129 YouTube videos about diet and weight loss in order to quantify the level of risk of low-quality information and heightened focus on the body image. We adapt three quality measurement frameworks from the literature -- PRHISM, HONcode and SMEC -- to the online video context, perform manual annotation of a sample of the data, and design an LLM content characterization pipeline to score the videos on the quality of their content and the focus on the human body. Surprisingly, we find that videos around personal storytelling and mindset & motivation are associated with higher-quality content, whereas supplement reviews (arguably more medically sensitive ones) are not. Further, the body-related mentions of weight measurement and negative body image are associated with an increased viewership, whereas the mentions of positive body image are associated with an increased engagement rate in terms of likes and comments, but not viewership. Worryingly, we find a cluster of videos categorized as "music" which promote the dietary supplements Mitolyn and the injectable weight loss drug Mounjaro. As video-based platforms grow in popularity, particularly among younger audiences, studies such as the one

Every model that read this

ModelProviderStageScoreConf.LatencyPromptWhen
Llama 3.3 70BMetaanalysis -50 80%11809ms v1.0.0 / m1.0.1 2026-09-24 05:41
Llama 3.3 70B · reading

Study finds low-quality information and focus on body image in diet-related YouTube videos.

evidence: primary horizon: n/a

Evidence extracted

The chain
SOURCE     arXiv cs.CY (Computers and Society) (tier 1)
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DOCUMENT   e43437fe-76f9-43e8-a88c-6346e1b4fa06
           https://arxiv.org/abs/2609.28114
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EVIDENCE   3 extracted excerpts
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MODEL RUN  1 run, methodology 1.0.1
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SCORE      -50  (Adverse)
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CONFIDENCE 80%