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Published on: August 25, 2018
Vaping discussion in the COVID-19 pandemic: An observational study using Twitter data
Joanne Chen Lyu1, Garving K Luli2, Pamela M Ling1
1Center for Tobacco Control Research and Education, University of California, San Francisco, California, United States of America.
During COVID-19, social media discussions about vaping revealed negative public sentiment and concerns about infection risks. This contrasts with pre-pandemic trends, highlighting a shift in online conversations around e-cigarettes.
Area of Science:
- Public Health
- Digital Epidemiology
- Social Media Analysis
Background:
- COVID-19 concerns raised questions about electronic cigarette (e-cigarette) users' increased risk of infection.
- Social media platforms are key channels for health information and can influence health behaviors.
Purpose of the Study:
- To analyze public discussions on vaping within COVID-19 related Twitter posts.
- To understand public perceptions, attitudes, and concerns regarding vaping during the pandemic.
- To identify potential misinformation and misconceptions about vaping in the context of COVID-19.
Main Methods:
- Collected 11,337 unique tweets related to vaping and COVID-19 from March 2020 to February 2021.
- Utilized Latent Dirichlet Allocation (LDA) for topic modeling and sentiment analysis on the tweet data.
- Filtered out duplicate and bot-generated accounts to ensure data integrity.
Main Results:
- Identified 8 key topics, including the link between vaping and COVID-19 risk, EVALI similarities, and youth protection.
- Observed a significant spike in tweets following a study linking vaping to higher COVID-19 infection risk in young adults.
- Found predominantly negative public sentiment towards vaping, shifting slightly more positive over time.
Conclusions:
- Public discourse on vaping during COVID-19 shifted towards anti-vaping sentiment and negative perceptions, contrasting pre-pandemic online discussions.
- New topics emerged, focusing on health risks and regulation, differing from earlier pro-vaping social media trends.
- Continuous social media monitoring and public health intervention using these platforms are recommended for disseminating accurate information on vaping and cessation.
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