Topic modeling three decades of climate change news in Denmark

IF 1.5 Q2 COMMUNICATION
Florian Meier, Mikkel Fugl Eskjær
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Abstract

Climate change is a dynamic and rapidly evolving media agenda. First associated with scientific notions of the greenhouse effect, it was later presented as global warming before reaching the current and broader picture of climate change. Over its development, climate change reporting has touched on a broad range of topics reflecting shifting scientific understandings, political interventions, and public anxieties, all of which condition the public's view and actions on climate change. To better understand which issues the Danish public has been exposed to, this study uses topic modeling to analyse 32 years of climate change communication in Denmark (1990–2021, n = 63,743). It identifies 85 topics grouped into 14 themes dealing with climate change in Danish national media outlets. Topics differ in prevalence and longitudinal stability while reflecting outlet bias in political leaning and communicative modalities. The most pronounced differences in climate change reporting are between public service media and traditional newspapers. This indicates that media users relying mainly on online news from public service providers, without additional access to print media, will receive information on climate change that is more topical and less politicized, more thematic and less structural, more about high-level politics than everyday interventions and more concerned with consequences than solutions.
主题建模三十年来丹麦的气候变化新闻
气候变化是一个动态的、快速演变的媒体议程。它最初与温室效应的科学概念联系在一起,后来被称为全球变暖,然后才有了现在更广泛的气候变化。在其发展过程中,气候变化报道涉及广泛的主题,反映了不断变化的科学认识、政治干预和公众焦虑,所有这些都制约着公众对气候变化的看法和行动。为了更好地了解丹麦公众接触过哪些议题,本研究使用议题模型分析了丹麦 32 年的气候变化传播(1990-2021 年,n = 63,743 人)。研究确定了丹麦国家媒体中涉及气候变化的 14 个主题中的 85 个主题。这些主题在普遍性和纵向稳定性方面存在差异,同时反映了媒体在政治倾向和传播方式方面的偏差。公共服务媒体和传统报纸在气候变化报道方面的差异最为明显。这表明,如果媒体用户主要依靠公共服务提供商提供的在线新闻,而没有更多机会接触印刷媒体,那么他们所接收到的气候变化信息将更多地关注热点而非政治化,更多地是主题性而非结构性,更多地是关于高层政治而非日常干预,更多地是关注后果而非解决方案。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
CiteScore
3.30
自引率
8.30%
发文量
284
审稿时长
14 weeks
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