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Potential Impact of the COVID-19 Pandemic on Public Perception of Water Pipes on Reddit: Observational Study
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...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
JMIR Publications
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10126816/ https://www.ncbi.nlm.nih.gov/pubmed/37124245 http://dx.doi.org/10.2196/40913 |
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author | Zheng, Zihe Xie, Zidian Goniewicz, Maciej Rahman, Irfan Li, Dongmei |
author_facet | Zheng, Zihe Xie, Zidian Goniewicz, Maciej Rahman, Irfan Li, Dongmei |
author_sort | Zheng, Zihe |
collection | PubMed |
description | 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. |
format | Online Article Text |
id | pubmed-10126816 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | JMIR Publications |
record_format | MEDLINE/PubMed |
spelling | pubmed-101268162023-04-26 Potential Impact of the COVID-19 Pandemic on Public Perception of Water Pipes on Reddit: Observational Study Zheng, Zihe Xie, Zidian Goniewicz, Maciej Rahman, Irfan Li, Dongmei JMIR Infodemiology Original Paper 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. JMIR Publications 2023-04-20 /pmc/articles/PMC10126816/ /pubmed/37124245 http://dx.doi.org/10.2196/40913 Text en ©Zihe Zheng, Zidian Xie, Maciej Goniewicz, Irfan Rahman, Dongmei Li. Originally published in JMIR Infodemiology (https://infodemiology.jmir.org), 20.04.2023. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work, first published in JMIR Infodemiology, is properly cited. The complete bibliographic information, a link to the original publication on https://infodemiology.jmir.org/, as well as this copyright and license information must be included. |
spellingShingle | Original Paper Zheng, Zihe Xie, Zidian Goniewicz, Maciej Rahman, Irfan Li, Dongmei Potential Impact of the COVID-19 Pandemic on Public Perception of Water Pipes on Reddit: Observational Study |
title | Potential Impact of the COVID-19 Pandemic on Public Perception of Water Pipes on Reddit: Observational Study |
title_full | Potential Impact of the COVID-19 Pandemic on Public Perception of Water Pipes on Reddit: Observational Study |
title_fullStr | Potential Impact of the COVID-19 Pandemic on Public Perception of Water Pipes on Reddit: Observational Study |
title_full_unstemmed | Potential Impact of the COVID-19 Pandemic on Public Perception of Water Pipes on Reddit: Observational Study |
title_short | Potential Impact of the COVID-19 Pandemic on Public Perception of Water Pipes on Reddit: Observational Study |
title_sort | potential impact of the covid-19 pandemic on public perception of water pipes on reddit: observational study |
topic | Original Paper |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10126816/ https://www.ncbi.nlm.nih.gov/pubmed/37124245 http://dx.doi.org/10.2196/40913 |
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