Pro-Eating Disorders and Pro-Recovery Communities on Reddit: Text and Network Comparative Analyses

Yousra Fettach, Lamia Benhiba
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引用次数: 11

Abstract

Online eating disorders communities play a major role in facilitating the communication among users suffering from these illnesses. Most studies have taken interest in the content of these communities, without acknowledging the relationship between the content and the structure of their networks of communication. We present a multi-faceted study where we analyze the content and the network of the pro-eating disorders (pro-ED) community and the pro-recovery community on Reddit by applying an approach that combines topic modeling, social network analysis and sentiment analysis for a better comprehension of these communities on both content and network levels. Through a comparative analysis, we define the main topics both communities address based on their users' content, then we describe the communication patterns of these communities, which leads us to analyze the sentiments of the users with the most connections to other users in addition to the ones that are common between both communities.
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支持饮食失调和支持康复的Reddit社区:文本和网络比较分析
在线饮食失调社区在促进患有这些疾病的用户之间的交流方面发挥着重要作用。大多数研究都对这些社区的内容感兴趣,而没有承认内容与其通信网络结构之间的关系。我们提出了一项多方面的研究,通过应用结合主题建模、社会网络分析和情感分析的方法,我们分析了Reddit上支持饮食失调(pro-ED)社区和支持康复社区的内容和网络,以便在内容和网络层面上更好地理解这些社区。通过对比分析,我们根据两个社区的用户内容定义了两个社区的主要主题,然后我们描述了这些社区的交流模式,这使得我们可以分析与其他用户联系最多的用户的情绪,以及两个社区之间的共同情绪。
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