论文标题

在Twitter上的Covid-19疫苗错误信息:纵向研究

One Year of COVID-19 Vaccine Misinformation on Twitter: Longitudinal Study

论文作者

Pierri, Francesco, DeVerna, Matthew R., Yang, Kai-Cheng, Axelrod, David, Bryden, John, Menczer, Filippo

论文摘要

疫苗在减轻Covid-19和其他疾病的影响方面起着至关重要的作用。这项研究探讨了2021年在Twitter上循环的COVID-19疫苗错误信息,当时疫苗被释放给公众以减轻全球大流行。与主流新闻相比,我们的发现表明,低信用性信息的流行率较低。但是,最流行的低信用资源比CDC等权威来源具有更大的重新毛发量。我们观察到与疫苗的主流新闻相比,低级新闻的流行率越来越多。我们还观察到在Twitter上共享的大量可疑YouTube视频。一小部分由Twitter验证的大约800个“超级公民”的推文占平均一天中所有错误信息的约35%,而最高超级公民(@RobertkenNedyyjr)负责转发的13%以上。自动帐户更有可能共享少的新闻和可疑YouTube视频。我们的发现与以下假设一致,即超级宣传者受到经济激励措施的驱动,这些措施使他们能够从健康错误的信息中获利。尽管替代错误信息超级广播员的备受瞩目的案例,我们的结果表明,在2021年,一些人仍然在低可信度疫苗含量的传播中发挥了极大的作用。社交媒体政策应考虑撤销有害内容的重复宣传者的验证状态,尤其是在公共卫生危机期间。

Vaccinations play a critical role in mitigating the impact of COVID-19 and other diseases. This study explores COVID-19 vaccine misinformation circulating on Twitter during 2021, when vaccines were being released to the public in an effort to mitigate the global pandemic. Our findings show a low prevalence of low-credibility information compared to mainstream news. However, most popular low-credibility sources had larger reshare volumes than authoritative sources such as the CDC and WHO. We observed an increasing trend in the prevalence of low-credibility news relative to mainstream news about vaccines. We also observed a considerable amount of suspicious YouTube videos shared on Twitter. Tweets by a small group of about 800 "superspreaders" verified by Twitter accounted for approximately 35% of all reshares of misinformation on the average day, with the top superspreader (@RobertKennedyJr) responsible for over 13% of retweets. Low-credibility news and suspicious YouTube videos were more likely to be shared by automated accounts. Our findings are consistent with the hypothesis that superspreaders are driven by financial incentives that allow them to profit from health misinformation. Despite high-profile cases of deplatformed misinformation superspreaders, our results show that in 2021 a few individuals still played an outsize role in the spread of low-credibility vaccine content. Social media policies should consider revoking the verified status of repeat-spreaders of harmful content, especially during public health crises.

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