论文标题

Facebook的架构破坏了疫苗的删除措施的删除工作

Facebook's Architecture Undermines Vaccine Misinformation Removal Efforts

论文作者

Broniatowski, David A., Gu, Jiayan, Jamison, Amelia M., Simons, Joseph R., Abroms, Lorien C.

论文摘要

错误信息会促进对科学的不信任,破坏公共卫生,并可能驱动内乱。尤其是疫苗的错误信息已经停滞了克服19009年大流行的努力,促使社交媒体平台的减少尝试。有些人质疑“软”内容适度疗法(例如标记和下行错误信息)是否成功,这表明添加“硬”内容补救措施 - 例如,替代和内容禁令是必要的。因此,我们检查了Facebook的疫苗错误信息删除政策是否有效。在这里,我们表明Facebook的政策减少了抗疫苗的帖子数量,但也会引起几种不正当影响:Pro-Vaccine含量也被删除,与剩余的抗疫苗含量反复恢复到政策前水平,并且这种内容变得更加虚弱,更具政治性,更具政治性,并且在用户中更可能出现在用户中。我们将这些结果解释为Facebook设计目标的意外结果:促进社区形成。致力于拒绝疫苗的社区成员似乎从多个来源寻求错误的信息。社区管理员利用Facebook平台提供的几个渠道来传播错误信息。我们的发现表明,需要解决社交媒体平台体系结构如何在管理在线内容的传播时如何使社区形成和动员围绕错误信息的主题进行动员。

Misinformation promotes distrust in science, undermines public health, and may drive civil unrest. Vaccine misinformation, in particular, has stalled efforts to overcome the COVID-19 pandemic, prompting social media platforms' attempts to reduce it. Some have questioned whether "soft" content moderation remedies -- e.g., flagging and downranking misinformation -- were successful, suggesting that the addition of "hard" content remedies -- e.g., deplatforming and content bans -- is necessary. We therefore examined whether Facebook's vaccine misinformation content removal policies were effective. Here, we show that Facebook's policies reduced the number of anti-vaccine posts but also caused several perverse effects: pro-vaccine content was also removed, engagement with remaining anti-vaccine content repeatedly recovered to pre-policy levels, and this content became more misinformative, more politically polarised, and more likely to be seen in users' newsfeeds. We explain these results as an unintended consequence of Facebook's design goal: promoting community formation. Members of communities dedicated to vaccine refusal appear to seek out misinformation from multiple sources. Community administrators make use of several channels afforded by the Facebook platform to disseminate misinformation. Our findings suggest the need to address how social media platform architecture enables community formation and mobilisation around misinformative topics when managing the spread of online content.

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