Sub-Standards and Mal-Practices: Misinformation's Role in Insular, Polarized, and Toxic Interactions on Reddit
In this work, we examine the influence of unreliable information on political incivility and toxicity on the social media platform Reddit. We show that comments on articles from unreliable news websites are posted more often in right-leaning subreddits and that within individual subreddits, comments...
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Zusammenfassung: | In this work, we examine the influence of unreliable information on political
incivility and toxicity on the social media platform Reddit. We show that
comments on articles from unreliable news websites are posted more often in
right-leaning subreddits and that within individual subreddits, comments, on
average, are 32% more likely to be toxic compared to comments on reliable news
articles. Using a regression model, we show that these results hold after
accounting for partisanship and baseline toxicity rates within individual
subreddits. Utilizing a zero-inflated negative binomial regression, we further
show that as the toxicity of subreddits increases, users are more likely to
comment on posts from known unreliable websites. Finally, modeling user
interactions with an exponential random graph model, we show that when reacting
to a Reddit submission that links to a website known for spreading unreliable
information, users are more likely to be toxic to users of different political
beliefs. Our results collectively illustrate that low-quality/unreliable
information not only predicts increased toxicity but also polarizing
interactions between users of different political orientations. |
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DOI: | 10.48550/arxiv.2301.11486 |