论文标题
通过对推文的框架分析来了解居家的态度
Understanding Stay-at-home Attitudes through Framing Analysis of Tweets
论文作者
论文摘要
随着Covid-19的大流行病的开始,已经制定了许多公共政策措施来遏制病毒的传播。但是,尽管社交媒体是表达和辩论个人态度的中心平台,但对在社交媒体上表达的家庭订单的态度知之甚少。为了解决这一差距,我们分析了对大流行的早期Twitter上表达的对全职政策的态度的流行和框架。我们专注于推文的三个方面:它们是否包含对居住措施的态度,无论是态度还是反对态度,以及对态度的道德理由(如果有)。我们收集并注释了一个居住推文的数据集并创建分类器,以大规模分析道德框架与住家态度及其时间演变之间的关系。我们的发现表明,护理框架与支持的立场相关,而自由和压迫表示对居住在家指示的态度。在锁定的早期几周内,人们对全家命令得到了广泛的支持,随后在5月底和2020年6月初的抵抗力增加了。抵制与映射到政治分歧的道德判断有关。
With the onset of the COVID-19 pandemic, a number of public policy measures have been developed to curb the spread of the virus. However, little is known about the attitudes towards stay-at-home orders expressed on social media despite the fact that social media are central platforms for expressing and debating personal attitudes. To address this gap, we analyze the prevalence and framing of attitudes towards stay-at-home policies, as expressed on Twitter in the early months of the pandemic. We focus on three aspects of tweets: whether they contain an attitude towards stay-at-home measures, whether the attitude was for or against, and the moral justification for the attitude, if any. We collect and annotate a dataset of stay-at-home tweets and create classifiers that enable large-scale analysis of the relationship between moral frames and stay-at-home attitudes and their temporal evolution. Our findings suggest that frames of care are correlated with a supportive stance, whereas freedom and oppression signify an attitude against stay-at-home directives. There was widespread support for stay-at-home orders in the early weeks of lockdowns, followed by increased resistance toward the end of May and the beginning of June 2020. The resistance was associated with moral judgment that mapped to political divisions.