论文标题

在Covid-19之前和期间,全球错误信息溢出在线疫苗辩论中

Global misinformation spillovers in the online vaccination debate before and during COVID-19

论文作者

Lenti, Jacopo, Kalimeri, Kyriaki, Panisson, André, Paolotti, Daniela, Tizzani, Michele, Mejova, Yelena, Starnini, Michele

论文摘要

反疫苗接种遍及在线社交媒体,加剧了对科学专业知识的不信任并增加了疫苗含量的人。尽管先前的研究集中在特定国家,但Covid-19的大流行带来了全球疫苗接种话语,这是在全球范围内应对低限制信息流以设计有效的对策的必要性。在这里,我们利用3.16亿疫苗相关的Twitter消息,从2019年10月到2021年3月,以量化暴露于抗疫苗接种(NO-VAX)内容的用户之间的错误信息流。我们发现,在大流行期间,No-Vax社区在特定的辩论中变得更加核心,并且它们的跨境联系加强了,揭示了全球的Twitter反疫苗接种网络。美国用户在该网络中是中心的,而俄罗斯用户也成为疫苗接种期间错误信息的净出口商。有趣的是,我们发现Twitter的内容节制工作,尤其是在1月6日美国国会大厦攻击之后的用户中止,全世界在减少疫苗的错误信息传播方面产生了影响。这些发现可以帮助公共卫生机构和社交媒体平台通过揭示脆弱的在线社区来减轻与健康相关的,低限制信息的传播。

Anti-vaccination views pervade online social media, fueling distrust in scientific expertise and increasing vaccine-hesitant individuals. While previous studies focused on specific countries, the COVID-19 pandemic brought the vaccination discourse worldwide, underpinning the need to tackle low-credible information flows on a global scale to design effective countermeasures. Here, we leverage 316 million vaccine-related Twitter messages in 18 languages, from October 2019 to March 2021, to quantify misinformation flows between users exposed to anti-vaccination (no-vax) content. We find that, during the pandemic, no-vax communities became more central in the country-specific debates and their cross-border connections strengthened, revealing a global Twitter anti-vaccination network. U.S. users are central in this network, while Russian users also become net exporters of misinformation during vaccination roll-out. Interestingly, we find that Twitter's content moderation efforts, and in particular the suspension of users following the January 6th U.S. Capitol attack, had a worldwide impact in reducing misinformation spread about vaccines. These findings may help public health institutions and social media platforms to mitigate the spread of health-related, low-credible information by revealing vulnerable online communities.

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