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在线科学传播中的不确定性表达阻碍了信息传播。

Expressions of uncertainty in online science communication hinder information diffusion.

作者信息

Stavrova Olga, Kleinberg Bennett, Evans Anthony M, Ivanović Milena

机构信息

Department of Psychology, University of Lübeck, Maria-Goeppert-Str. 9a, 23562, Lübeck, Schleswig-Holstein, Germany.

Department of Social Psychology, Tilburg University, Tilburg, North-Brabant, 5000 LE, The Netherlands.

出版信息

PNAS Nexus. 2024 Oct 4;3(10):pgae439. doi: 10.1093/pnasnexus/pgae439. eCollection 2024 Oct.

Abstract

Despite the importance of transparent communication of uncertainty surrounding scientific findings, there are concerns that communicating uncertainty might damage the public perception and dissemination of science. Yet, a lack of empirical research on the potential impact of uncertainty communication on the diffusion of scientific findings poses challenges in assessing such claims. We studied the effect of uncertainty in a field study and a controlled experiment. In Study 1, a natural language processing analysis of over 2 million social media (Twitter/X) messages about scientific findings revealed that more uncertain messages were shared less often. Study 2 replicated this pattern using an experimental design where participants were presented with large-language-model (LLM)-generated high- and low-uncertainty messages. These results underscore the role of uncertainty in the dissemination of scientific findings and inform the ongoing debates regarding the benefits and the risks of uncertainty in science communication.

摘要

尽管围绕科学发现的不确定性进行透明沟通很重要,但有人担心传达不确定性可能会损害公众对科学的认知和科学传播。然而,缺乏关于不确定性沟通对科学发现传播的潜在影响的实证研究,给评估此类说法带来了挑战。我们在一项实地研究和一项对照实验中研究了不确定性的影响。在研究1中,对超过200万条关于科学发现的社交媒体(推特/X)信息进行的自然语言处理分析表明,不确定性更高的信息分享频率更低。研究2使用实验设计复制了这一模式,向参与者展示了由大语言模型(LLM)生成的高不确定性和低不确定性信息。这些结果强调了不确定性在科学发现传播中的作用,并为正在进行的关于科学传播中不确定性的益处和风险的辩论提供了参考。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/397d/11489878/d00262d79a6f/pgae439f1.jpg

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