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2017年至2018年在推特上与水烟相关的帖子:主题分析。

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

作者信息

Allem Jon-Patrick, Dharmapuri Likhit, Leventhal Adam M, Unger Jennifer B, Boley Cruz Tess

机构信息

Keck School of Medicine of University of Southern California, Los Angeles, CA, United States.

Department of Computer Science, University of Southern California, Los Angeles, CA, United States.

出版信息

J Med Internet Res. 2018 Nov 19;20(11):e11669. doi: 10.2196/11669.

Abstract

BACKGROUND

Hookah (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.

OBJECTIVE

In this study, we utilized Twitter data to characterize Twitter users' recent experiences with hookah.

METHODS

Twitter 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).

RESULTS

The 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).

CONCLUSIONS

Social 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.

摘要

背景

水烟(或烟草水烟筒)的使用最近在美国变得很普遍。与水烟使用相关的背景和体验尚不清楚,但通过公开的水烟使用者社交媒体帖子可以获取大量此类信息。

目的

在本研究中,我们利用推特数据来描述推特用户近期使用水烟的体验。

方法

从2017年4月1日至2018年3月29日获取包含“水烟”一词的推特帖子。使用文本分类器来识别帖子中倾向于共同出现的主题簇(n = 176,706)。

结果

最普遍的主题簇是人物标记(在帖子中使用@用户名标记另一个推特账户),占21.58%(38,137/176,706),其次是促销或社交活动(例如提及女士之夜、派对等),占20.20%(35,701/176,706),以及吸引力或滥用倾向(例如渴望、享受水烟),占18.12%(32,013/176,706)。其他主题包括水烟使用行为(例如提及吸食水烟),占11.67%(20,603/176,706);多物质使用(例如水烟与其他物质一起使用),占10.95%(19,353/176,706);买卖(例如购买、订购、销售),占9.37%(16,552/176,706);以及口味(例如薄荷、肉桂、西瓜),占1.66%(2,927/176,706)。不喜欢水烟的主题(例如讨厌、戒掉、不喜欢)很少见,占0.59%(1,043/176,706)。

结论

社交活动、吸引力或滥用倾向、口味以及多物质使用是2017 - 2018年推特上关于水烟讨论的常见背景和体验。结合关于水烟的传统数据源来看,这些结果表明社交活动、吸引力或滥用倾向、口味以及多物质使用在未来针对水烟的监测、政策制定和干预中值得作为目标加以考虑。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ba13/6277830/bf594d4743ea/jmir_v20i11e11669_fig1.jpg

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