论文标题
COVID-19 Infodemic揭示了新的临界点流行病学和修订后的$ r $公式
Covid-19 infodemic reveals new tipping point epidemiology and a revised $R$ formula
论文作者
论文摘要
许多政府已经通过一条简单的信息来控制其共同爆发的爆发:保持有效的“ $ r $ $ $ r <1 $” $ <1 $,以防止广泛传播并使曲线变平。这就提出了一个疑问,类似政策是否可以控制危险的在线信息“信息”,错误信息和虚假信息。在这里,我们使用来自Covid-19 Infodepation的多平台数据显示,其在线传播涵盖了一种不同的动态制度,在该方案中,社区和跨独立平台内部和跨独立平台内的社区和用户在与病毒蔓延的相似时间表上散发地形成临时活动链接。这允许可能已经消失的材料发展甚至突变。这使得已经成功传播仇恨和反疫苗接种材料的利基网络能够迅速成为以虚假的covid-19疗法,反亚洲情感和阴谋论为特色的叙事的全球超级宣传者。我们得出了将这些耦合的社会病毒动态(包括在线$ r $)结合起来的新工具,以帮助防止在所有尺度上扩展流行病:从平台(例如Facebook,4chan)传播到在给定的子群,社区或社区或主题中传播。通过考虑类似的社会和病毒时间尺度,相同的数学理论还提供了对其他非常规感染概况的定量描述,例如在金融市场中传播的谣言以及在学校中传播的感冒。
Many governments have managed to control their COVID-19 outbreak with a simple message: keep the effective '$R$ number' $R<1$ to prevent widespread contagion and flatten the curve. This raises the question whether a similar policy could control dangerous online 'infodemics' of information, misinformation and disinformation. Here we show, using multi-platform data from the COVID-19 infodemic, that its online spreading instead encompasses a different dynamical regime where communities and users within and across independent platforms, sporadically form temporary active links on similar timescales to the viral spreading. This allows material that might have died out, to evolve and even mutate. This has enabled niche networks that were already successfully spreading hate and anti-vaccination material, to rapidly become global super-spreaders of narratives featuring fake COVID-19 treatments, anti-Asian sentiment and conspiracy theories. We derive new tools that incorporate these coupled social-viral dynamics, including an online $R$, to help prevent infodemic spreading at all scales: from spreading across platforms (e.g. Facebook, 4Chan) to spreading within a given subpopulation, or community, or topic. By accounting for similar social and viral timescales, the same mathematical theory also offers a quantitative description of other unconventional infection profiles such as rumors spreading in financial markets and colds spreading in schools.