Computer Science Department, University of Turin, 10149, Turin, Italy.
CogNosco Lab, Department of Computer Science, University of Exeter, Exeter, EX4 4QG, UK.
Sci Rep. 2022 Aug 24;12(1):14445. doi: 10.1038/s41598-022-18472-6.
COVID-19 vaccines have been largely debated by the press. To understand how mainstream and alternative media debated vaccines, we introduce a paradigm reconstructing time-evolving narrative frames via cognitive networks and natural language processing. We study Italian news articles massively re-shared on Facebook/Twitter (up to 5 million times), covering 5745 vaccine-related news from 17 news outlets over 8 months. We find consistently high trust/anticipation and low disgust in the way mainstream sources framed "vaccine/vaccino". These emotions were crucially missing in alternative outlets. News titles from alternative sources framed "AstraZeneca" with sadness, absent in mainstream titles. Initially, mainstream news linked mostly "Pfizer" with side effects (e.g. "allergy", "reaction", "fever"). With the temporary suspension of "AstraZeneca", negative associations shifted: Mainstream titles prominently linked "AstraZeneca" with side effects, while "Pfizer" underwent a positive valence shift, linked to its higher efficacy. Simultaneously, thrombosis and fearful conceptual associations entered the frame of vaccines, while death changed context, i.e. rather than hopefully preventing deaths, vaccines could be reported as potential causes of death, increasing fear. Our findings expose crucial aspects of the emotional narratives around COVID-19 vaccines adopted by the press, highlighting the need to understand how alternative and mainstream media report vaccination news.
COVID-19 疫苗一直是媒体争论的焦点。为了了解主流媒体和另类媒体如何辩论疫苗,我们引入了一种通过认知网络和自然语言处理重建随时间演变的叙述框架的范例。我们研究了在 Facebook/Twitter 上大量重新分享的意大利新闻文章(多达 500 万次),这些文章涵盖了 17 家新闻媒体在 8 个月内的 5745 篇与疫苗相关的新闻。我们发现,主流媒体在构建“疫苗/疫苗”框架时,始终保持着高度的信任/预期和低度的厌恶。在另类媒体中,这些情感是缺失的。另类媒体的新闻标题用悲伤来描述“阿斯利康”,而主流媒体的标题则没有。最初,主流新闻主要将“辉瑞”与副作用联系起来(如“过敏”、“反应”、“发烧”)。随着阿斯利康的临时暂停,负面联想发生了转变:主流标题突出地将“阿斯利康”与副作用联系起来,而“辉瑞”则经历了积极的价值转变,与更高的疗效联系在一起。同时,血栓和恐惧的概念联想进入了疫苗框架,而死亡改变了语境,即疫苗不再是希望预防死亡,而是可能成为死亡的潜在原因,增加了恐惧。我们的研究结果揭示了媒体围绕 COVID-19 疫苗采用的情感叙述的关键方面,强调了理解另类和主流媒体如何报道疫苗新闻的必要性。