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优先级用户加剧了回声室效应的形成。

Echo chamber formation sharpened by priority users.

作者信息

Ferraz de Arruda Henrique, Andrade Oliveira Kleber, Moreno Yamir

机构信息

CENTAI Institute, Turin, Italy.

Geography and Geoinformation Science, College of Science, George Mason University, Fairfax, VA, USA.

出版信息

iScience. 2024 Oct 22;27(11):111098. doi: 10.1016/j.isci.2024.111098. eCollection 2024 Nov 15.

Abstract

On social media platforms, priority users (e.g., verified profiles on X) are users whose posts are promoted by recommendation algorithms. However, their influence on opinion dynamics, in particular polarization and echo chamber formation, is not well understood. Through computational modeling, we investigate this influence in a stylized setting. By introducing priority user accounts, we find that prioritization can mitigate polarization. However, by incorporating stubborn user behavior, we find that the results change and that priority accounts can exacerbate the formation of echo chambers. In other words, a minority of extremist ideologues can trigger a transition from consensus to polarization. Our study suggests careful monitoring of platform prioritization policies to prevent potential misuse of users with enhanced influence.

摘要

在社交媒体平台上,优先级用户(例如X上经过认证的个人资料)是指其帖子由推荐算法推广的用户。然而,他们对舆论动态的影响,尤其是两极分化和回声室形成的影响,尚未得到充分理解。通过计算建模,我们在一个程式化的环境中研究这种影响。通过引入优先级用户账户,我们发现优先级划分可以减轻两极分化。然而,通过纳入顽固用户行为,我们发现结果发生了变化,优先级账户会加剧回声室的形成。换句话说,少数极端主义意识形态者可以引发从共识到两极分化的转变。我们的研究建议仔细监测平台的优先级划分政策,以防止对有更大影响力的用户的潜在滥用。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ecfc/11607542/fe75dd567117/fx1.jpg

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