Ye Puhua, Wu Mengwei, Han Yiwei, Shimazaki Yuka, Ross Jennifer Cornacchione, Sutfin Erin L, Li Dongmei, Xie Zidian
Goergen Institute for Data Science, University of Rochester, Rochester, NY, USA.
Department of Health Law, Policy and Management, Boston University School of Public Health, Boston, MA, USA.
medRxiv. 2024 Oct 18:2024.10.17.24315663. doi: 10.1101/2024.10.17.24315663.
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.
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.
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).
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.
水烟吸食,也被称为水烟筒、水烟袋或纳吉勒水烟,在美国年轻人中特别流行。水烟吸食带来与吸烟类似的严重健康风险。
我们使用Twitter/X流式应用程序编程接口,在2021年3月9日至2023年3月14日期间,通过“水烟筒”和“水烟”等与水烟相关的关键词,收集了4,853,562条推文。在进行地理筛选以识别来自美国的推文,并对促销内容进行关键词筛选后,我们确定了23,803条与水烟相关的促销推文。我们研究了这些与水烟相关的促销推文的发布时间趋势,并使用BERTopic(基于变换器的双向编码器表示)建模从这些推文中识别出流行主题。
在研究期间,与水烟相关的促销推文数量总体呈下降趋势。与水烟相关的促销推文在当天晚些时候发布更为活跃。促销推文中的主要主题包括“水烟馆和在线水烟业务的推广”(63.97%,15,227/23,803)、“推广水烟派对和活动”(32.26%,7,679/23,803)以及“推广设计精巧且耐用的水烟产品”(3.77%,897/23,803)。发布与水烟相关促销内容的Twitter/X账户在相关推文数量(均值 = 2.28,标准差 = 12.22)和关注者数量(均值 = 5,937,标准差 = 76,770)方面存在很大差异。
本研究表明社交媒体在推广水烟吸食方面存在显著活动。我们的研究结果强调迫切需要规范社交媒体上的水烟吸食促销内容,并在社交媒体上推广公共健康教育信息,以抵制水烟吸食的推广。