Temporal and Thematic Analysis of Promotional Waterpipe-Related Posts on Twitter/X in the US.

Puhua Ye, Mengwei Wu, Yiwei Han, Yuka Shimazaki, Jennifer Cornacchione Ross, Erin L Sutfin, Dongmei Li, Zidian Xie
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Abstract

Introduction: Waterpipe tobacco smoking (WTS), also known as hookah, shisha, or narghile, is particularly popular among young people in the United States (US). WTS poses serious health risks similar to those of cigarette smoking.

Methods: Using the Twitter/X streaming API (Application Programming Interface), we collected 4,853,562 tweets between March 9, 2021, and March 14, 2023, using waterpipe-related keywords, such as "hookah" and "waterpipe". After geographical filtering to identify tweets from the US and keyword filtering for the promotional content, we identified 23,803 promotional waterpipe-related tweets. We examined trends in the posting time of these promotional waterpipe-related tweets and identified prevalent topics from these tweets using the BERTopic (Bidirectional Encoder Representations from Transformers) modeling.

Results: The number of promotional waterpipe-related tweets showed an overall decreasing trend during the study period. The posting of promotional waterpipe-related tweets was more active later in the day. Major topics in the promotional tweets included "Promotion from hookah lounges and online hookah business" (63.97%, 15,227/23,803), "promoting hookah parties and events" (32.26%, 7,679/23,803), and "promoting engineered and durable hookah products" (3.77%, 897/23,803). Twitter/X accounts posting waterpipe-related promotional content have substantial variations in the number of relevant tweets (mean = 2.28, SD = 12.22) and followers (mean = 5,937, SD = 76,770).

Conclusions: This study demonstrates a significant social media activity in promoting waterpipe tobacco smoking. Our findings underscore the urgent need to regulate the promotional content of WTS on social media and promote public health education messages on social media to counteract the promotion of WTS.

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对美国 Twitter/X 上与水烟相关的宣传帖子进行时间和主题分析。
导言:水烟(WTS)又称水烟(hookah)、水烟(shisha)或水烟(narghile),在美国年轻人中特别流行。水烟对健康的严重危害与吸烟类似:我们使用 Twitter/X 流 API(应用程序接口)收集了 2021 年 3 月 9 日至 2023 年 3 月 14 日期间的 4853562 条推文,其中使用了与水烟相关的关键词,如 "hookah "和 "waterpipe"。经过地理过滤以识别来自美国的推文,并对宣传内容进行关键词过滤后,我们识别出了 23803 条与水烟相关的宣传性推文。我们研究了这些促销水烟相关推文的发布时间趋势,并使用 BERTopic(来自变形器的双向编码器表示)建模从这些推文中识别出了流行话题:结果:在研究期间,与水烟相关的推文数量总体呈下降趋势。与水烟相关的宣传性推文在一天的晚些时候发布得更为活跃。促销推文的主要话题包括 "水烟酒馆和水烟在线业务促销"(63.97%,15227/23803)、"水烟派对和活动促销"(32.26%,7679/23803)和 "工程和耐用水烟产品促销"(3.77%,897/23803)。发布水烟相关宣传内容的 Twitter/X 账户在相关推文数量(平均值 = 2.28,标准差 = 12.22)和关注者数量(平均值 = 5937,标准差 = 76770)方面存在很大差异:本研究表明,社交媒体在推广水烟方面发挥了重要作用。我们的研究结果表明,迫切需要规范社交媒体上的水烟宣传内容,并在社交媒体上推广公共健康教育信息,以抵制水烟宣传。
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