阴谋思维,在线错误信息和仇恨:使用主题建模技术从意大利新闻故事的见解

Pierluigi Vellucci
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引用次数: 0

摘要

这项研究深入研究了Twitter上的阴谋论思维和错误信息领域,研究了意大利援助工作者西尔维娅·罗马诺(Silvia Romano)的案例,她在获释前后都面临着网上的阴谋攻击。随着社交媒体上阴谋论叙事的日益流行,本研究调查了阴谋论思维与错误信息传播之间的相互作用。我们分析了包含意大利推文的两个数据集,旨在揭示主要主题,检测阴谋思维的实例,探索西尔维娅·罗马诺案件之外更广泛的新兴主题,并检查阴谋叙事的作者是否也参与传播错误信息。Twitter是本研究的一个重要平台,反映了它在新闻传播和社交网络中不断发展的作用。该研究采用主题建模技术和连贯分数来实现这些目标,解决了在定义阴谋叙事时固有的模糊性所带来的挑战。这些发现有助于更深入地理解数字时代阴谋思维和错误信息的复杂动态。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Conspiracy Thinking, Online Misinformation, and Hate: Insights from an Italian News Story Using Topic Modeling Techniques
This study delved into the realm of conspiratorial thinking and misinformation on Twitter, examining the case of Silvia Romano, an Italian aid worker who faced online conspiratorial attacks before and after her release. With the increasing prevalence of conspiratorial narratives on social media, this research investigated the interplay between conspiratorial thinking and the dissemination of misinformation. Two datasets comprising Italian tweets were analyzed, aiming to uncover primary topics, detect instances of conspiratorial thinking, explore broader emerging topics beyond Silvia Romano’s case, and examine whether authors of conspiratorial narratives also engage in spreading misinformation. Twitter served as a critical platform for this study, reflecting its evolving role in news dissemination and social networking. The research employed topic modeling techniques and coherence scores to achieve these objectives, addressing challenges posed by the inherent ambiguities in defining conspiratorial narratives. The findings contribute to a deeper understanding of the complex dynamics of conspiratorial thinking and misinformation in the digital age.
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