论文标题

要在Twitter上表征COVID-19的意识

Towards Characterizing COVID-19 Awareness on Twitter

论文作者

Saad, Muhammad, Hassan, Muhammad, Zaffar, Fareed

论文摘要

冠状病毒(Covid-19)大流行极大地改变了我们的生活方式,因为我们通过预防措施(例如社会疏远和隔离)来最大程度地减少传播。越来越令人担忧的方面是指数疾病扩散与采取预防措施的延迟之间的差距。该差距归因于对疾病及其预防措施的认识不足。如今,社交媒体平台(即Twitter)经常被用来对包括Covid-19在内的重大事件的认识。在本文中,我们使用Twitter通过分析受影响最多的国家的信息流来表征公众对Covid-19的意识。为此,我们从前二十个受影响最多的国家收集了超过46K的趋势和6.22亿条推文,以检查1)COVID-19相关趋势的时间演变,2)这些趋势中的推文和经常性主题的数量以及3)3)用户对预防措施的看法。我们的结果表明,大流行蔓延较低的国家产生了较高的趋势和推文,以加快信息流并有助于公众意识。我们还观察到,在这些国家,Covid-19相关趋势是在案件数量急剧增加之前产生的,这表明先发制人试图将潜在威胁通知用户。最后,我们注意到,在差异较低的国家中,用户对Covid-19的预防措施有积极的情绪。我们的测量和分析表明,有效的社交媒体使用可能会影响公共行为,可以利用这可以更好地打击未来的大流行。

The coronavirus (COVID-19) pandemic has significantly altered our lifestyles as we resort to minimize the spread through preventive measures such as social distancing and quarantine. An increasingly worrying aspect is the gap between the exponential disease spread and the delay in adopting preventive measures. This gap is attributed to the lack of awareness about the disease and its preventive measures. Nowadays, social media platforms (ie., Twitter) are frequently used to create awareness about major events, including COVID-19. In this paper, we use Twitter to characterize public awareness regarding COVID-19 by analyzing the information flow in the most affected countries. Towards that, we collect more than 46K trends and 622 Million tweets from the top twenty most affected countries to examine 1) the temporal evolution of COVID-19 related trends, 2) the volume of tweets and recurring topics in those trends, and 3) the user sentiment towards preventive measures. Our results show that countries with a lower pandemic spread generated a higher volume of trends and tweets to expedite the information flow and contribute to public awareness. We also observed that in those countries, the COVID-19 related trends were generated before the sharp increase in the number of cases, indicating a preemptive attempt to notify users about the potential threat. Finally, we noticed that in countries with a lower spread, users had a positive sentiment towards COVID-19 preventive measures. Our measurements and analysis show that effective social media usage can influence public behavior, which can be leveraged to better combat future pandemics.

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