论文标题

我们总是陷入冲突吗?澳大利亚twittersphere中回声室效应的纵向研究

Are we always in strife? A longitudinal study of the echo chamber effect in the Australian Twittersphere

论文作者

Nasim, Mehwish, Weber, Derek, South, Tobin, Tuke, Jonathan, Bean, Nigel, Falzon, Lucia, Mitchell, Lewis

论文摘要

与期望互联网(尤其是在线社交网络(OSN))提高的连接性的期望相反,我们会在有争议的问题上达成广泛的共识,我们经常观察到两极分化的回声室的形成,在这种问题上,论证中只有一侧得到了娱乐。这些可以进展到过滤泡沫,积极过滤对比的意见,从而导致脆弱性,并在社会和政治问题上增加了两极分化。当它们离线传播时,这些效果会产生现实世界的影响,例如疫苗犹豫和暴力。这项工作旨在更好地理解回声在很长一段时间内处理不同问题的不同讨论中如何表现出来。我们在澳大利亚背景下的三个Twitter讨论中探讨了两组两极化帐户的活动。我们发现,澳大利亚Twitter的帐户在2017年反对婚姻平等的说法更有可能支持这样的观念,即纵火犯是2019/2020年澳大利亚丛林大火的主要原因,而支持婚姻平等的人则反对这种纵火叙事。我们还发现有力的证据表明,人们在2017年采取的婚姻平等的立场没有预测他们在两年后围绕澳大利亚联邦大选的讨论中进行的政治立场。尽管大多数是彼此隔离的,但我们观察到在某些情况下,两极分化群体可能会与更广泛的社区互动,这为回声室提供了与成员的一致宣传可以减少的希望。

Contrary to expectations that the increased connectivity offered by the internet and particularly Online Social Networks (OSNs) would result in broad consensus on contentious issues, we instead frequently observe the formation of polarised echo chambers, in which only one side of an argument is entertained. These can progress to filter bubbles, actively filtering contrasting opinions, resulting in vulnerability to misinformation and increased polarisation on social and political issues. These have real-world effects when they spread offline, such as vaccine hesitation and violence. This work seeks to develop a better understanding of how echo chambers manifest in different discussions dealing with different issues over an extended period of time. We explore the activities of two groups of polarised accounts across three Twitter discussions in the Australian context. We found Australian Twitter accounts arguing against marriage equality in 2017 were more likely to support the notion that arsonists were the primary cause of the 2019/2020 Australian bushfires, and those supporting marriage equality argued against that arson narrative. We also found strong evidence that the stance people took on marriage equality in 2017 did not predict their political stance in discussions around the Australian federal election two years later. Although mostly isolated from each other, we observe that in certain situations the polarised groups may interact with the broader community, which offers hope that the echo chambers may be reduced with concerted outreach to members.

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