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红迪网上讨论阿片类药物泛滥的帖子的语气和主题。

Tones and themes in Reddits posts discussing the opioid epidemic.

机构信息

College of Medicine, Texas A&M Health Science Center, Bryan, TX, USA.

Center for Health Communication, The University of Texas at Austin, Austin, TX, USA.

出版信息

J Addict Dis. 2022 Oct-Dec;40(4):552-558. doi: 10.1080/10550887.2022.2049170. Epub 2022 Mar 11.

Abstract

Reddit is an online social media website where users set up individual discussion forums (subreddits) on various topics. To gauge public perceptions of the opioid epidemic in the United States we analyzed discussions on the subreddits r/ChronicPain, r/Opiates, r/Politics, r/Health, r/News, and r/Science that were identified with the search terms "opioid", "opioid crisis", and "opioid epidemic". We identified categories in each subreddit and used IBM Watson Natural Language Understanding to analyze emotional tones and themes in comments from individual discussion posts. There were similar categories across subreddits including Health and Fitness, Addiction, Drugs, Disease, and Chronic Pain. Some categories and concepts were subreddit-specific such as the category "Law, Government, Politics" in r/News and the concept "analgesic" in r/Health. Across these subreddits and categories, there was an overall negative sentiment, with little difference in emotional tones. Themes were also similar across subreddits and categories and were limited to specific drugs: opioid, heroin, and morphine. Tone and theme analysis of public perceptions of the opioid epidemic on Reddit documented the negative sentiments associated with specific opioids among people from many different perspectives.

摘要

Reddit 是一个在线社交媒体网站,用户可以在上面设置各种主题的个人讨论论坛(subreddit)。为了评估美国公众对阿片类药物泛滥问题的看法,我们分析了 r/ChronicPain、r/Opiates、r/Politics、r/Health、r/News 和 r/Science 等 subreddit 上的讨论,这些 subreddit 是通过搜索关键词“opioid”、“opioid crisis”和“opioid epidemic”确定的。我们在每个 subreddit 中确定了类别,并使用 IBM Watson Natural Language Understanding 分析来自各个讨论帖子的评论中的情感色彩和主题。各个 subreddit 中都有类似的类别,包括健康与健身、成瘾、毒品、疾病和慢性疼痛。有些类别和概念是 subreddit 特有的,例如 r/News 中的“法律、政府、政治”类别和 r/Health 中的“analgesic”概念。在这些 subreddit 和类别中,整体情绪是负面的,情感色彩几乎没有差异。主题也在各个 subreddit 和类别中相似,仅限于特定的药物:阿片类药物、海洛因和吗啡。对 Reddit 上公众对阿片类药物泛滥问题看法的语气和主题分析记录了来自不同视角的人们对特定阿片类药物的负面情绪。

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