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Social Media Based Analysis of Opioid Epidemic Using Reddit

机译:基于社交媒体的Reddit分析阿片类药物流行

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摘要

Opioid-abuse epidemic in the United States has escalated to national attention due to the dramatic increase of opioid overdose deaths. Analyzing opioid-related social media has the potential to reveal patterns of opioid abuse at a national scale, understand opinions of the public, and provide insights to support prevention and treatment. Reddit is a community based social media with more reliable content curated by the community through voting. In this study, we collected and analyzed all opioid related discussions from January 2014 to October 2017, which contains 51,537 posts by 16,162 unique users. We analyzed the data to understand the psychological categories of the posts, and performed topic modeling to reveal the major topics of interest. We also characterized the extent of social support received from comments and scores by each post. Last, we analyzed statistically significant difference in the posts between anonymous and non-anonymous users.
机译:由于阿片类药物过量死亡的急剧增加,美国的阿片类药物滥用流行病已引起全国关注。分析与阿片类药物有关的社交媒体有可能在全国范围内揭示阿片类药物滥用的模式,了解公众的意见,并提供支持预防和治疗的见识。 Reddit是一个基于社区的社交媒体,其社区通过投票策划了更加可靠的内容。在这项研究中,我们收集并分析了2014年1月至2017年10月所有与阿片类药物相关的讨论,其中包含16,162个唯一用户的51,537个帖子。我们分析了数据以了解帖子的心理类别,并进行了主题建模以揭示感兴趣的主要主题。我们还描述了每个帖子从评论和得分中获得的社会支持程度。最后,我们分析了匿名和非匿名用户之间的帖子在统计上的显着差异。

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