Potential Impact of the COVID-19 Pandemic on Public Perception of Water Pipes on Reddit: Observational Study.

IF 3.5 Q1 HEALTH CARE SCIENCES & SERVICES JMIR infodemiology Pub Date : 2023-01-01 DOI:10.2196/40913
Zihe Zheng, Zidian Xie, Maciej Goniewicz, Irfan Rahman, Dongmei Li
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引用次数: 2

Abstract

Background: Socializing is one of the main motivations for water pipe smoking. Restrictions on social gatherings during the COVID-19 pandemic might have influenced water pipe smokers' behaviors. As one of the most popular social media platforms, Reddit has been used to study public opinions and user experiences.

Objective: In this study, we aimed to examine the influence of the COVID-19 pandemic on public perception and discussion of water pipe tobacco smoking using Reddit data.

Methods: We collected Reddit posts between December 1, 2018, and June 30, 2021, from a Reddit archive (PushShift) using keywords such as "waterpipe," "hookah," and "shisha." We examined the temporal trend in Reddit posts mentioning water pipes and different locations (such as homes and lounges or bars). The temporal trend was further tested using interrupted time series analysis. Sentiment analysis was performed to study the change in sentiment of water pipe-related posts before and during the pandemic. Topic modeling using latent Dirichlet allocation (LDA) was used to examine major topics discussed in water pipe-related posts before and during the pandemic.

Results: A total of 45,765 nonpromotion water pipe-related Reddit posts were collected and used for data analysis. We found that the weekly number of Reddit posts mentioning water pipes significantly increased at the beginning of the COVID-19 pandemic (P<.001), and gradually decreased afterward (P<.001). In contrast, Reddit posts mentioning water pipes and lounges or bars showed an opposite trend. Compared to the period before the COVID-19 pandemic, the average number of Reddit posts mentioning lounges or bars was lower at the beginning of the pandemic but gradually increased afterward, while the average number of Reddit posts mentioning the word "home" remained similar during the COVID-19 pandemic (P=.29). While water pipe-related posts with a positive sentiment were dominant (12,526/21,182, 59.14% before the pandemic; 14,686/24,583, 59.74% after the pandemic), there was no change in the proportion of water pipe-related posts with different sentiments before and during the pandemic (P=.19, P=.26, and P=.65 for positive, negative, and neutral posts, respectively). Most topics related to water pipes on Reddit were similar before and during the pandemic. There were more discussions about the opening and closing of hookah lounges or bars during the pandemic.

Conclusions: This study provides a first evaluation of the possible impact of the COVID-19 pandemic on public perceptions of and discussions about water pipes on Reddit.

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COVID-19大流行对Reddit上公众对水管认知的潜在影响:观察性研究。
背景:社交是吸烟的主要动机之一。新冠肺炎疫情期间对社交聚会的限制可能对水烟吸烟者的行为产生了影响。作为最受欢迎的社交媒体平台之一,Reddit一直被用来研究民意和用户体验。目的:在本研究中,我们旨在利用Reddit数据研究COVID-19大流行对公众对水烟吸烟的认知和讨论的影响。方法:我们从Reddit存档(PushShift)中收集了2018年12月1日至2021年6月30日期间的Reddit帖子,使用关键词如“水管”、“水烟”和“水烟”。我们研究了Reddit上提到水管和不同地点(比如家里、休息室或酒吧)的帖子的时间趋势。使用中断时间序列分析进一步检验时间趋势。进行情绪分析,研究大流行前和大流行期间水管相关帖子情绪的变化。使用潜在狄利克雷分配(LDA)的主题建模来检查大流行之前和期间在水管相关帖子中讨论的主要主题。结果:共收集了45,765条与水管相关的非推广Reddit帖子并用于数据分析。我们发现,在COVID-19大流行开始时,Reddit上每周提到水管的帖子数量显著增加(PPP= 0.29)。而积极情绪的水管相关帖子占主导地位(12,526/21,182,大流行前为59.14%;(14,686/24,583,大流行后59.74%),在大流行前和大流行期间,不同情绪的水管相关岗位所占比例没有变化(P=。19日,P =。26, P=。正面、负面和中性职位分别为65)。在大流行之前和期间,Reddit上与水管相关的大多数话题都是相似的。在大流行期间,关于水烟休息室或酒吧的开放和关闭有更多的讨论。结论:本研究首次评估了COVID-19大流行对Reddit上公众对水管的看法和讨论可能产生的影响。
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