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Topic Clustering of E-Cigarette Submissions Among Reddit Communities: A Network Perspective
Joshua O Barker1, Jacob A Rohde1
1University of North Carolina at Chapel Hill, NC, USA.
Social media discussions about electronic cigarettes (e-cigarettes) and vaping primarily involve product sales. Topic distribution varied significantly across different online communities, highlighting the role of social media in e-cigarette diffusion.
Area of Science:
- Public Health
- Social Media Analysis
- Digital Communication
Background:
- E-cigarette use has surged in the U.S., with social media potentially fueling this trend.
- Understanding online discourse is crucial for public health initiatives regarding vaping.
- Reddit hosts diverse communities discussing e-cigarettes and vaping.
Purpose of the Study:
- To explore prevalent topics related to e-cigarettes and vaping on Reddit.
- To analyze how these topics are distributed across different Reddit communities.
- To investigate the role of social media in the diffusion of e-cigarette content.
Main Methods:
- Analysis of 79,783 Reddit submissions mentioning e-cigarette or vaping keywords (March 2017-February 2018).
- Development of a dictionary to classify submissions into seven distinct e-cigarette/vaping topics.
- Categorization of submissions into six mutually exclusive communities using subreddit metadata.
Main Results:
- E-cigarette and vaping content on Reddit predominantly centers on the buying and selling of products.
- Other common topics include DIY vaping device construction, e-juice, and general advice.
- Significant variations in topic distribution were observed across general e-cigarette, drug-related, and research/news subreddits.
Conclusions:
- Social media platforms like Reddit are significant hubs for e-cigarette and vaping discussions, particularly for commerce.
- The clustering of topics differs across communities, indicating varied user interests and information diffusion patterns.
- This research contributes to understanding social media's influence on e-cigarette use and public health communication.
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