Suppr超能文献

安全空间还是有害场所?网络饮食失调群体的内容审核与社交动态

Safe spaces or toxic places? Content moderation and social dynamics of online eating disorder communities.

作者信息

Lerman Kristina, Chu Minh Duc, Bickham Charles, Luceri Luca, Ferrara Emilio

机构信息

Information Sciences Institute, University of Southern California, Marina del Rey, CA USA.

Thomas Lord Department of Computer Science, University of Southern California, Los Angeles, CA USA.

出版信息

EPJ Data Sci. 2025;14(1):55. doi: 10.1140/epjds/s13688-025-00575-5. Epub 2025 Jul 25.

Abstract

Social media platforms have become critical spaces for discussing mental health concerns, including eating disorders. While these platforms can provide valuable support networks, they may also amplify harmful content that glorifies disordered cognition and self-destructive behaviors. While social media platforms have implemented various content moderation strategies, from stringent to laissez-faire approaches, we lack a comprehensive understanding of how these different moderation practices interact with user engagement in online communities around these sensitive mental health topics. This study addresses this knowledge gap through a comparative analysis of eating disorder discussions across Twitter/X (2.6M tweets), Reddit (178K submissions), and TikTok (14K videos) spanning from 2019-2023. Our findings reveal that while users across all platforms engage similarly in expressing concerns and seeking support, platforms with weaker moderation (like Twitter/X) enable the formation of toxic echo chambers that amplify pro-anorexia rhetoric. These results demonstrate how moderation strategies significantly influence the development and impact of online communities, particularly in contexts involving mental health and self-harm.

摘要

社交媒体平台已成为讨论心理健康问题(包括饮食失调)的关键场所。虽然这些平台可以提供有价值的支持网络,但它们也可能放大美化紊乱认知和自我毁灭行为的有害内容。虽然社交媒体平台已经实施了各种内容审核策略,从严格到放任的方法,但我们缺乏对这些不同的审核做法如何与围绕这些敏感心理健康话题的在线社区中的用户参与度相互作用的全面理解。本研究通过对2019年至2023年期间Twitter/X(260万条推文)、Reddit(17.8万篇提交内容)和TikTok(1.4万个视频)上的饮食失调讨论进行比较分析,填补了这一知识空白。我们的研究结果表明,虽然所有平台上的用户在表达担忧和寻求支持方面的参与度相似,但审核力度较弱的平台(如Twitter/X)会形成有害的回音室,放大支持厌食症的言论。这些结果表明审核策略如何显著影响在线社区的发展和影响,特别是在涉及心理健康和自我伤害的背景下。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/85e5/12296748/b37192b59b5b/13688_2025_575_Fig1_HTML.jpg

文献AI研究员

20分钟写一篇综述,助力文献阅读效率提升50倍。

立即体验

用中文搜PubMed

大模型驱动的PubMed中文搜索引擎

马上搜索

文档翻译

学术文献翻译模型,支持多种主流文档格式。

立即体验