论文标题

社交网络的关键影响Infodepic对击败冠状病毒Covid-19的大流行:基于Twitter的研究和研究方向

Critical Impact of Social Networks Infodemic on Defeating Coronavirus COVID-19 Pandemic: Twitter-Based Study and Research Directions

论文作者

Mourad, Azzam, Srour, Ali, Harmanani, Haidar, Jenainatiy, Cathia, Arafeh, Mohamad

论文摘要

自社交媒体出现以来,新闻创作和消费一直在发生变化。 2019年,估计有29.5亿人使用全球社交媒体。冠状病毒Covid-19的广泛存在,导致社交媒体的海啸。大多数平台都用于向人们发送相关新闻,准则和预防措施。根据世卫组织的说法,不受控制的阴谋论和宣传的传播速度比19009年的流行病本身更快,从而引起了心理恐慌,误导性的医疗建议和经济破坏。因此,除了从WHO和授权政府实体等值得信赖的来源发起的内容外,已经开始讨论的目的是调节所有Covid-19传播。本文根据Twitter挖掘的数据提出了一项大规模研究。在两个月内收集的大约一百万COVID相关推文已经进行了广泛的分析。此外,分析了288,000名用户的配置文件,其中包括唯一用户配置文件,元数据和推文上下文。该研究指出了各种有趣的结论,包括(1)对COVID-19危机的剥削对将读者重定向到无关的主题的关键影响,以及(2)广泛的医学预防措施和信息。进一步的数据分析揭示了在全球大流行危机中使用社交网络的重要性,它依靠具有多种职业,内容开发人员和特定领域的影响者的可靠用户。在这种情况下,在危机期间详细阐述计算和非计算含义和研究方向的同时,已经提供了一些见解和发现。

News creation and consumption has been changing since the advent of social media. An estimated 2.95 billion people in 2019 used social media worldwide. The widespread of the Coronavirus COVID-19 resulted with a tsunami of social media. Most platforms were used to transmit relevant news, guidelines and precautions to people. According to WHO, uncontrolled conspiracy theories and propaganda are spreading faster than the COVID-19 pandemic itself, creating an infodemic and thus causing psychological panic, misleading medical advises, and economic disruption. Accordingly, discussions have been initiated with the objective of moderating all COVID-19 communications, except those initiated from trusted sources such as the WHO and authorized governmental entities. This paper presents a large-scale study based on data mined from Twitter. Extensive analysis has been performed on approximately one million COVID-19 related tweets collected over a period of two months. Furthermore, the profiles of 288,000 users were analyzed including unique users profiles, meta-data and tweets context. The study noted various interesting conclusions including the critical impact of the (1) exploitation of the COVID-19 crisis to redirect readers to irrelevant topics and (2) widespread of unauthentic medical precautions and information. Further data analysis revealed the importance of using social networks in a global pandemic crisis by relying on credible users with variety of occupations, content developers and influencers in specific fields. In this context, several insights and findings have been provided while elaborating computing and non-computing implications and research directions for potential solutions and social networks management strategies during crisis periods.

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