The outbreak of the COVID-19 pandemic triggers infodemic over online social networks. It is thus important for governments to ensure their official messages outpace misinformation and efficiently reach the public. Some countries and regions that are currently worst affected by the virus including Europe, South America and India, encounter an additional difficulty: multilingualism. Understanding the specific role of multilingual users in the process of information diffusion is critical to adjust their publishing strategies for the governments of such countries and regions. In this paper, we investigate the role of multilingual users in diffusing information during the COVID-19 pandemic on popular social networks. We collect a large-scale dataset of Twitter from a populated multilingual region from the beginning of the pandemic. With this dataset, we successfully show that multilingual users act as bridges in diffusing COVID-19 related information. We further study the mental health of multilingual users and show that being the bridges, multilingual users tend to be more negative. This is confirmed by a recent psychological study stating that excessive exposure to social media may result in a negative mood.
翻译:COVID-19大流行的爆发引发了网上社交网络的流行,因此各国政府必须确保其官方信息的速度超过错误信息,并有效地传达给公众。一些目前受病毒影响最严重的国家和地区,包括欧洲、南美洲和印度,遇到了另一个困难:多语制。了解多语种用户在信息传播过程中的具体作用,对于调整这些国家和地区政府出版战略至关重要。在本文中,我们调查多语种用户在传播COVID-19大流行期间在传播信息方面的作用。我们从该流行病伊始就从一个人口稠密的多语种区域收集了大规模Twitter数据集。我们通过这一数据集成功地显示,多语种用户在传播COVID-19相关信息方面起着桥梁作用。我们进一步研究多语种用户的心理健康,并表明作为桥梁,多语种用户往往更加消极。最近的一项心理研究证实了这一点,即过度接触社会媒体可能造成负面情绪。