While most social media companies have attempted to address the challenge of COVID-19 misinformation, the success of those policies is difficult to assess, especially when focusing on individual platforms. This study explores the relationship between Twitter and YouTube in spreading COVID-19 vaccine-related misinformation through a mixed-methods approach to analyzing a collection of tweets in 2021 sharing YouTube videos where those Twitter accounts had also linked to deleted YouTube videos. Principal components, cluster and network analyses are used to group the videos and tweets into interpretable groups by shared tweet dates, terms and sharing patterns; content analysis is employed to assess the orientation of tweets and videos to COVID-19 messages. From this we observe that a preponderance of anti-vaccine messaging remains among users who previously shared suspect information, in which a dissident political framing dominates, and which suggests moderation policy inefficacy where the platforms interact.
翻译:虽然大多数社交媒体公司都试图应对COVID-19错误信息的挑战,但这些政策的成功难以评估,特别是在关注个别平台时,这项研究探讨了Twitter和YouTube在传播COVID-19疫苗相关错误信息方面的关系,通过混合方法分析了2021年分享YouTube视频的推特集,这些Twitter账户也与删除YouTube视频相关联。主要组成部分、集群和网络分析利用共享的推文日期、术语和共享模式,将视频和推文组合为可解释群体;内容分析用于评估向COVID-19信息发送的推文和视频的方向。我们从中注意到,在先前共享可疑信息的用户中,大部分的反真空信息仍然存在于持不同政见者的政治构思主导之下,并表明平台互动的节制政策不起作用。