Goergen Institute for Data Science, University of Rochester, Rochester, NY, United States.
Department of Clinical & Translational Research, University of Rochester Medical Center, Rochester, NY, United States.
JMIR Public Health Surveill. 2022 Mar 29;8(3):e25697. doi: 10.2196/25697.
On January 2, 2020, the US Food and Drug Administration (FDA) released the electronic cigarette (e-cigarette) flavor enforcement policy to prohibit the sale of all flavored cartridge-based e-cigarettes, except for menthol and tobacco flavors.
This research aimed to examine the public perception of this FDA flavor enforcement policy and its impact on the public perception of e-cigarettes on Twitter.
A total of 2,341,660 e-cigarette-related tweets and 190,490 FDA flavor enforcement policy-related tweets in the United States were collected from Twitter before (between June 13 and August 22, 2019) and after (between January 2 and March 30, 2020) the announcement of the FDA flavor enforcement policy. Sentiment analysis was conducted to detect the changes in the public perceptions of the policy and e-cigarettes on Twitter. Topic modeling was used for finding frequently discussed topics about e-cigarettes.
The proportion of negative sentiment tweets about e-cigarettes significantly increased after the announcement of the FDA flavor enforcement policy compared with before the announcement of the policy. In contrast, the overall sentiment toward the FDA flavor enforcement policy became less negative. The FDA flavor enforcement policy was the most popular topic associated with e-cigarettes after the announcement of the FDA flavor enforcement policy. Twitter users who discussed about e-cigarettes started to talk about other alternative ways of getting e-cigarettes after the FDA flavor enforcement policy.
Twitter users' perceptions of e-cigarettes became more negative after the announcement of the FDA flavor enforcement policy.
2020 年 1 月 2 日,美国食品和药物管理局(FDA)发布了电子烟(e-cigarette)口味执行政策,禁止销售所有口味的墨盒式电子烟,薄荷醇和烟草口味除外。
本研究旨在调查公众对 FDA 口味执行政策的看法及其对 Twitter 上公众对电子烟看法的影响。
在美国,共从 Twitter 上收集了 2341660 条电子烟相关推文和 190490 条 FDA 口味执行政策相关推文,时间分别为政策宣布前(2019 年 6 月 13 日至 8 月 22 日)和政策宣布后(2020 年 1 月 2 日至 3 月 30 日)。对这些推文进行了情感分析,以检测 Twitter 上公众对政策和电子烟看法的变化。主题建模用于发现关于电子烟的频繁讨论话题。
与政策宣布前相比,FDA 口味执行政策宣布后,关于电子烟的负面情绪推文的比例显著增加。相比之下,对 FDA 口味执行政策的总体情绪变得不那么消极。FDA 口味执行政策是 FDA 口味执行政策宣布后与电子烟相关的最热门话题。在 FDA 口味执行政策宣布后,讨论电子烟的 Twitter 用户开始谈论获得电子烟的其他替代方式。
FDA 口味执行政策宣布后,Twitter 用户对电子烟的看法变得更加负面。