Chipidza Wallace
Center for Information Systems and Technology, Claremont Graduate University, Claremont, CA 91711, USA.
Int J Inf Manage. 2021 Dec;61:102397. doi: 10.1016/j.ijinfomgt.2021.102397. Epub 2021 Aug 9.
Political polarization remains perhaps the "greatest barrier" to effective COVID-19 pandemic mitigation measures in the United States. Social media has been implicated in fueling this polarization. In this paper, we uncover the network of COVID-19 related news sources shared to 30 politically biased and 2 neutral subcommunities on Reddit. We find, using exponential random graph modeling, that news sources associated with highly toxic - "rude, disrespectful" - content are more likely to be shared across political subreddits. We also find homophily according to toxicity levels in the network of online news sources. Our findings suggest that news sources associated with high toxicity are rewarded with prominent positions in the resultant network. The toxicity in COVID-19 discussions may fuel political polarization by denigrating ideological opponents and politicizing responses to the COVID-19 pandemic, all to the detriment of mitigation measures. Public health practitioners should monitor toxicity in public online discussions to familiarize themselves with emerging political arguments that threaten adherence to public health crises management. We also recommend, based on our findings, that social media platforms algorithmically promote neutral and scientific news sources to reduce toxic discussion in subcommunities and encourage compliance with public health recommendations in the fight against COVID-19.
政治两极分化或许仍然是美国有效缓解新冠疫情措施的“最大障碍”。社交媒体被认为加剧了这种两极分化。在本文中,我们揭示了在Reddit上分享到30个政治倾向不同的子版块和2个中立子版块的新冠疫情相关新闻源网络。我们通过指数随机图模型发现,与毒性很强(“粗鲁、无礼”)的内容相关的新闻源更有可能在不同政治倾向的Reddit子版块间分享。我们还在在线新闻源网络中发现了毒性水平上的同质性。我们的研究结果表明,与高毒性相关的新闻源在最终形成的网络中获得了显著地位。新冠疫情讨论中的毒性可能会通过诋毁意识形态对手以及将应对新冠疫情的措施政治化来加剧政治两极分化,而这一切都不利于缓解措施。公共卫生从业者应监测在线公共讨论中的毒性,以便熟悉那些威胁到对公共卫生危机管理的遵守情况的新出现的政治观点。基于我们的研究结果,我们还建议社交媒体平台通过算法推广中立和科学的新闻源,以减少子版块中的有害讨论,并鼓励在抗击新冠疫情中遵守公共卫生建议。