How media competition fuels the spread of misinformation

IF 11.7 1区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES
Arash Amini, Yigit Ege Bayiz, Eun-Ju Lee, Zeynep Somer-Topcu, Radu Marculescu, Ufuk Topcu
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引用次数: 0

Abstract

Competition among news sources over public opinion can incentivize them to resort to misinformation. Sharing misinformation may lead to a short-term gain in audience engagement but ultimately damages the credibility of the source, resulting in a loss of audience. To understand the rationale behind news sources sharing misinformation, we model the competition between sources as a zero-sum sequential game, where news sources decide whether to share factual information or misinformation. Each source influences individuals based on their credibility, the veracity of the article, and the individual’s characteristics. We analyze this game through the concept of quantal response equilibrium, which accounts for the bounded rationality of human decision-making. The analysis shows that the resulting equilibria reproduce the credibility-opinion distribution of real-world news sources, with hyperpartisan sources spreading the majority of misinformation. Our findings provide insights for policymakers to mitigate the spread of misinformation and promote a more factual information landscape.
媒体竞争如何助长错误信息的传播
新闻来源之间对公众舆论的竞争可能促使他们诉诸虚假信息。分享错误信息可能会在短期内增加受众的参与度,但最终会损害消息来源的可信度,导致受众的流失。为了理解新闻来源分享错误信息背后的基本原理,我们将消息来源之间的竞争建模为零和序列游戏,其中新闻来源决定是否分享事实信息或错误信息。每个消息来源都根据其可信度、文章的真实性和个人特征来影响个人。我们通过量子反应均衡的概念来分析这一博弈,量子反应均衡解释了人类决策的有限理性。分析表明,由此产生的平衡再现了真实世界新闻来源的可信度-意见分布,其中超党派来源传播了大多数错误信息。我们的研究结果为政策制定者提供了见解,以减轻错误信息的传播,促进更真实的信息景观。
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
Science Advances
Science Advances 综合性期刊-综合性期刊
CiteScore
21.40
自引率
1.50%
发文量
1937
审稿时长
29 weeks
期刊介绍: Science Advances, an open-access journal by AAAS, publishes impactful research in diverse scientific areas. It aims for fair, fast, and expert peer review, providing freely accessible research to readers. Led by distinguished scientists, the journal supports AAAS's mission by extending Science magazine's capacity to identify and promote significant advances. Evolving digital publishing technologies play a crucial role in advancing AAAS's global mission for science communication and benefitting humankind.
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