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Refugee or Migrant Crisis? Labels, Perceived Agency, and Sentiment Polarity in Online Discussions

机译:难民还是移民危机?在线讨论中的标签,感知代理和情感极性

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In recent years, increasing attention has been dedicated to the hazardous and volatile situation in the Middle East, a crisis which has pushed many to flee their countries and seek refuge in neighboring countries or in Europe. In describing or discussing these tragic events, labels such as a??European migrant crisisa?? and a??European refugee crisisa?? started being widely used by the media, politicians, and the online world alike. The use of such labels has the potential to dictate the ways in which displaced people are received and perceived. With this study, we investigate label use in social media (specifically YouTube), the emergent patterns of labeling that can cause further disaffection and tension or elicit sympathy, and the sentiments associated with the different labels. Our findings suggest that migration issues are being framed not only through labels characterizing the crisis but also by their describing the individuals themselves. Using topic modeling and sentiment analysis jointly, our study offers valuable insights into the direction of public sentiment and the nature of discussions surrounding this significant societal crisis, as well as the nature of online opinion sharing. We conclude by proposing a four-dimensional model of label interpretation in relation to sentimenta??that accounts for perceived agency, economic cost, permanence, and threat, and identifies threat and agency to be most impactful. This perspective reveals important influential aspects of labels and frames that may shape online public opinion and alter attitudes toward those directly affected by the crisis.
机译:近年来,人们越来越关注中东的危险和动荡局势,这场危机已迫使许多人逃离本国,并在邻国或欧洲寻求庇护。在描述或讨论这些悲惨事件时,会使用诸如“欧洲移民危机”之类的标签。和一个“欧洲难民危机”?开始被媒体,政客和网络世界广泛使用。这种标签的使用有可能决定接收和感知流离失所者的方式。通过这项研究,我们调查了社交媒体(特别是YouTube)中标签的使用,可能导致进一步的不满和紧张或引起同情的标签出现方式,以及与不同标签相关的情绪。我们的发现表明,不仅通过表征危机的标签来描述移民问题,而且通过描述个人本身来解决移民问题。结合主题建模和情感分析,我们的研究为公众情感的方向以及围绕这一重大社会危机的讨论的性质以及在线意见共享的性质提供了宝贵的见解。最后,我们提出了与前卫的标签解释的三维模型,该模型解释了感知的代理,经济成本,持久性和威胁,并确定威胁和代理最有影响力。这种观点揭示了标签和框架的重要影响因素,这些因素可能会影响在线舆论并改变对受危机直接影响者的态度。

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