The COVID-19 pandemic has affected all aspects of society, not only bringing health hazards, but also posing challenges to public order, governments and mental health. Moreover, it is the first one in history in which people from around the world uses social media to massively express their thoughts and concerns. This study aims at examining the stages of crisis response and recovery as a sociological problem by operationalizing a well-known model of crisis stages in terms of a psycho-linguistic analysis. Based on a large collection of Twitter data spanning from March to August 2020 in Argentina, we present a thematic analysis on the differences in language used in social media posts, and look at indicators that reveal the different stages of a crisis and the country response thereof. The analysis was combined with a study of the temporal prevalence of mental health conversations across the time span. Beyond the Argentinian case-study, the proposed approach and analyses can be applied to any public large-scale data. This approach can provide insights for the design of public health politics oriented to monitor and eventually intervene during the different stages of a crisis, and thus improve the adverse mental health effects on the population.
翻译:COVID-19大流行已影响到社会的各个方面,不仅给健康带来危害,而且给公共秩序、政府和心理健康带来挑战;此外,这是历史上第一次,全世界人民利用社交媒体大规模表达他们的想法和关切;这项研究的目的是从心理语言分析的角度,将众所周知的危机阶段模式付诸实施,将危机应对和复苏阶段作为一个社会问题加以研究;根据从2020年3月至8月在阿根廷收集的大量推特数据,我们对社交媒体文章中使用的语言差异进行专题分析,并查看显示危机不同阶段和各国对此的反应的指标;分析与关于整个时间段心理健康对话时间分布的研究相结合;除阿根廷案例研究外,拟议的方法和分析可适用于任何公共大规模数据;这一方法可以提供设计公共卫生政治的见解,以便在危机的不同阶段进行监测并最终进行干预,从而改善对民众的不良心理健康影响。