Face masks are one of the cheapest and most effective non-pharmaceutical interventions available against airborne diseases such as COVID-19. Unfortunately, they have been met with resistance by a substantial fraction of the populace, especially in the U.S. In this study, we uncover the latent moral values that underpin the response to the mask mandate, and paint them against the country's political backdrop. We monitor the discussion about masks on Twitter, which involves almost 600K users in a time span of 7 months. By using a combination of graph mining, natural language processing, topic modelling, content analysis, and time series analysis, we characterize the responses to the mask mandate of both those in favor and against them. We base our analysis on the theoretical frameworks of Moral Foundation Theory and Hofstede's cultural dimensions. Our results show that, while the anti-mask stance is associated with a conservative political leaning, the moral values expressed by its adherents diverge from the ones typically used by conservatives. In particular, the expected emphasis on the values of authority and purity is accompanied by an atypical dearth of in-group loyalty. We find that after the mandate, both pro- and anti-mask sides decrease their emphasis on care about others, and increase their attention on authority and fairness, further politicizing the issue. In addition, the mask mandate reverses the expression of Individualism-Collectivism between the two sides, with an increase of individualism in the anti-mask narrative, and a decrease in the pro-mask one. We argue that monitoring the dynamics of moral positioning is crucial for designing effective public health campaigns that are sensitive to the underlying values of the target audience.
翻译:口罩是抗击COVID-19等空气传播疾病最便宜且最有效的非药物干预手段之一。不幸的是,它们在美国等很大一部分民众中受到了抵制。本研究揭示了响应口罩令的潜在道德价值观,并将它们置于国家的政治背景之下。我们监测了Twitter上有关口罩的讨论,该讨论涉及了近600,000名用户,时间跨度为7个月。通过使用图形挖掘、自然语言处理、主题建模、内容分析和时间序列分析的组合,我们描绘了支持和反对口罩令者的响应。我们的分析基于道德基础理论和霍夫斯泰德文化维度的理论框架。我们的结果表明,尽管反口罩立场与保守政治倾向相关,但其支持者表达的道德价值观与保守派通常使用的价值观分歧。特别是,在强调权威和纯洁价值观的同时,忠诚度价值观的重视不足是不典型的。我们发现,在口罩掩蔽令之后,支持和反对双方的关注点都减少了对他人关心的重视,增加了对权威和公平的关注,进一步使这个问题政治化。此外,口罩掩蔽令扭转了两个方面的个人主义-集体主义表达,在反口罩的叙事中增加了个人主义,并在支持口罩的叙事中减少了个人主义。我们认为,监测道德定位的动态对于设计对目标受众潜在价值观敏感的有效公共卫生宣传活动至关重要。