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虚假新闻认知:一个关于新闻报道可信度感知的眼动数据集。

FakeNewsPerception: An eye movement dataset on the perceived believability of news stories.

作者信息

Sümer Ömer, Bozkir Efe, Kübler Thomas, Grüner Sven, Utz Sonja, Kasneci Enkelejda

机构信息

Human-Computer Interaction, Department of Computer Science, University of Tübingen, Tübingen, Germany.

Faculty of Natural Sciences, Martin Luther University Halle-Wittenberg, Halle, Germany.

出版信息

Data Brief. 2021 Mar 1;35:106909. doi: 10.1016/j.dib.2021.106909. eCollection 2021 Apr.

Abstract

Extensive use of the internet has enabled easy access to many different sources, such as news and social media. Content shared on the internet cannot be fully fact-checked and, as a result, misinformation can spread in a fast and easy way. Recently, psychologists and economists have shown in many experiments that prior beliefs, knowledge, and the willingness to think deliberately are important determinants to explain who falls for fake news. Many of these studies only rely on self-reports, which suffer from social desirability. We need more objective measures of information processing, such as eye movements, to effectively analyze the reading of news. To provide the research community the opportunity to study human behaviors in relation to news truthfulness, we propose the FakeNewsPerception dataset. FakeNewsPerception consists of eye movements during reading, perceived believability scores, questionnaires including Cognitive Reflection Test (CRT) and News-Find-Me (NFM) perception, and political orientation, collected from 25 participants with 60 news items. Initial analyses of the eye movements reveal that human perception differs when viewing true and fake news.

摘要

互联网的广泛使用使得人们能够轻松访问许多不同的信息源,如新闻和社交媒体。互联网上分享的内容无法得到全面的事实核查,因此,错误信息能够迅速且轻易地传播开来。最近,心理学家和经济学家在许多实验中表明,先入之见、知识以及审慎思考的意愿是解释哪些人会轻信假新闻的重要决定因素。这些研究中有许多仅依赖自我报告,而自我报告存在社会期望偏差。我们需要更客观的信息处理测量方法,如眼球运动,以便有效地分析新闻阅读情况。为了给研究界提供研究与新闻真实性相关的人类行为的机会,我们提出了FakeNewsPerception数据集。FakeNewsPerception包含阅读过程中的眼球运动、可信度感知得分、包括认知反思测试(CRT)和新闻找我(NFM)感知在内的问卷,以及政治倾向,这些数据来自25名参与者对60条新闻的反馈。对眼球运动的初步分析表明,人们在查看真实新闻和假新闻时的感知有所不同。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/eefb/7966981/fa6ec0d3987f/gr1.jpg

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