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A Real-Life School Study of Confirmation Bias and Polarisation in Information Behaviour

机译:真实生活中关于信息行为的确认偏差和极化的研究

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When people engage in Social Networking Sites, they influence one another through their contributions. Prior research suggests that the interplay between individual differences and environmental variables, such as a person's openness to conflicting information, can give rise to either public spheres or echo chambers. In this work, we aim to unravel critical processes of this interplay in the context of learning. In particular, we observe high school students' information behavior (search and evaluation of Web resources) to better understand a potential coupling between confirmatory search and polarization and, in further consequence, improve learning analytics and information services for individual and collective search in learning scenarios. In an empirical study, we had 91 high school students performing an information search in a social bookmarking environment. Gathered log data was used to compute indices of confirmatory search and polarisation as well as to analyze the impact of social stimulation. We find confirmatory search and polarization to correlate positively and social stimulation to mitigate, i.e., reduce the two variables' relationship. From these findings, we derive practical implications for future work that aims to refine our formalism to compute confirmatory search and polarisation indices and to apply it for depolarizing information services.
机译:当人们参与社交网站时,他们会通过自己的贡献相互影响。先前的研究表明,个体差异与环境变量之间的相互作用,例如一个人对冲突信息的开放性,可能会引起公共领域或回声室的出现。在这项工作中,我们旨在揭示学习过程中这种相互作用的关键过程。尤其是,我们观察高中学生的信息行为(网络资源的搜索和评估),以更好地理解确认性搜索和两极分化之间的潜在耦合,从而进一步改善针对学习场景中的个体和集体搜索的学习分析和信息服务。在一项实证研究中,我们有91名高中学生在社交书签环境中进行了信息搜索。收集的日志数据用于计算确认性搜索和两极分化的指数,以及分析社会刺激的影响。我们发现验证性搜索和两极分化正相关,而社会刺激则减轻,即减少两个变量之间的关系。从这些发现中,我们得出了对未来工作的实际意义,这些工作旨在完善我们的形式主义,以计算确认性搜索和极化指数,并将其应用于去极化信息服务。

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