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Hookah-Related Posts to Twitter From 2017 to 2018: Thematic Analysis

机译:2017年至2018年与水烟有关的Twitter帖子:主题分析

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BackgroundHookah (or tobacco waterpipe) use has recently become prevalent in the United States. The contexts and experiences associated with hookah use are unclear, yet such information is abundant via publicly available hookah users’ social media postings.ObjectiveIn this study, we utilized Twitter data to characterize Twitter users’ recent experiences with hookah.MethodsTwitter posts containing the term “hookah” were obtained from April 1, 2017 to 29 March, 2018. Text classifiers were used to identify clusters of topics that tended to co-occur in posts (n=176,706).ResultsThe most prevalent topic cluster was Person Tagging (use of @username to tag another Twitter account in a post) at 21.58% (38,137/176,706) followed by Promotional or Social Events (eg, mentions of ladies’ nights, parties, etc) at 20.20% (35,701/176,706) and Appeal or Abuse Liability (eg, craving, enjoying hookah) at 18.12% (32,013/176,706). Additional topics included Hookah Use Behavior (eg, mentions of taking a “hit” of hookah) at 11.67% (20,603/176,706), Polysubstance Use (eg, hookah use along with other substances) at 10.95% (19,353/176,706), Buying or Selling (eg, buy, order, purchase, sell) at 9.37% (16,552/176,706), and Flavors (eg, mint, cinnamon, watermelon) at 1.66% (2927/176,706). The topic Dislike of Hookah (eg, hate, quit, dislike) was rare at 0.59% (1043/176,706).ConclusionsSocial events, appeal or abuse liability, flavors, and polysubstance use were the common contexts and experiences associated with Twitter discussions about hookah in 2017-2018. Considered in concert with traditional data sources about hookah, these results suggest that social events, appeal or abuse liability, flavors, and polysubstance use warrant consideration as targets in future surveillance, policy making, and interventions addressing hookah.
机译:背景技术最近在美国,水烟(或烟草水烟筒)的使用变得很普遍。与水烟使用相关的上下文和体验尚不清楚,但是通过可公开获得的水烟用户的社交媒体帖子,此类信息是丰富的。目的在本研究中,我们利用Twitter数据来表征Twitter用户最近在水烟中的体验。水烟”是从2017年4月1日到2018年3月29日获得的。文本分类器用于识别倾向于在帖子中同时出现的主题集群(n = 176,706)。结果最普遍的主题集群是人员标记(使用@用用户名标记帖子中的另一个Twitter帐户)的比例为21.58%(38,137 / 176,706),其次是促销或社交活动(例如提及女士之夜,聚会等),比例为20.20%(35,701 / 176,706),并具有申诉或滥用责任(例如,渴望,享受水烟)占18.12%(32,013 / 176,706)。其他主题包括:11.67%(20,603 / 176,706)的水烟使用行为(例如,提到“命中”水烟),10.95%(19,353 / 176,706)的多物质使用(例如与其他物质一起使用的水烟),购买或以9.37%(16,552 / 176,706)的价格出售(例如,购买,订购,购买,出售),以1.66%(2927 / 176,706)的口味(例如薄荷,肉桂,西瓜)出售。很少有0.59%(1043 / 176,706)的话题表示对水烟的不喜欢(例如,讨厌,退出,不喜欢)。结论社交事件,上诉或滥用责任,风味和多物质使用是Twitter关于水烟讨论的常见背景和经验。在2017-2018年。与有关水烟的传统数据源一起考虑,这些结果表明,社交事件,上诉或滥用责任,风味和多物质使用应被视为未来水烟的监视,决策和干预措施的目标。

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