How do users and communities respond to news from unreliable sources? How does news from these sources change online conversations? In this work, we examine the role of misinformation in sparking political incivility and toxicity on the social media platform Reddit. Utilizing the Google Jigsaw Perspective API to identify toxicity, hate speech, and other forms of incivility, we find that Reddit comments posted in response to misinformation articles are 71.4% more likely to be toxic than comments responding to authentic news articles. Identifying specific instances of commenters' incivility and utilizing an exponential random graph model, we then show that when reacting to a misinformation story, Reddit users are more likely to be toxic to users of different political beliefs than in other settings. Finally, utilizing a zero-inflated negative binomial regression, we identify that as the toxicity of subreddits increases, users are more likely to comment on misinformation-related Reddit submissions.
翻译:用户和社区如何回应来自不可靠来源的消息? 用户和社区如何回应来自不可靠来源的消息? 来自这些来源的消息如何改变在线对话? 在这项工作中,我们审视错误信息在社会媒体平台Reddit 上引发政治不文明和毒性的作用。 我们利用谷歌吉格肖观点API来识别毒性、仇恨言论和其他形式的不文明,我们发现Reddit在回应错误信息文章时发表的评论比对真实新闻文章的反应更可能有毒71.4%。 确定评论者不文明和使用指数随机图表模型的具体事例,然后我们显示,在对错误信息故事作出反应时,Reddit用户对不同政治信仰的用户比对其它环境的用户更有可能有毒。 最后,利用零膨胀的负双向回归,我们发现随着子编辑的毒性增加,用户更可能评论与错误信息相关的Reddit呈件。