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Incorporating message format into user evaluation of microblog information credibility: A nonlinear perspective

机译:将消息格式纳入用户评估MicroBlog信息可信度:非线性透视图

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摘要

The spreading of misinformation and disinformation is a great problem on microblogs, leading user evaluation of information credibility a critical issue. This study incorporates two message format factors related to multimedia usage on microblogs (vividness and multimedia diag-nosticity) with two well-discussed factors for information credibility (i.e., argument quality and source credibility) as a holistic framework to investigate user evaluation of microblog information credibility. Further, the study draws on two-factor theory and its variant three-factor lens to explain the nonlinear effects of the above factors on microblog information credibility. An online survey was conducted to test the proposed framework by collecting data from microblog users. The research findings reveal that for the effects on microblog information credibility: (1) argument quality (a hygiene factor) exerts a decreasing incremental effect; (2) source credibility (a bivalent factor) exerts only a linear effect; and (3) multimedia diagnosticity (a motivating factor) exerts an increasing incremental effect. This study adds to current knowledge about information credibility by proposing an insightful framework to understand the key predictors of microblog information credibility and further examining the nonlinear effects of these predictors.
机译:误导和欺骗的传播是微博的一个很大的问题,领先的用户评估信息可信度是一个关键问题。本研究融入了与微博(鲜明和多媒体DIAG-NOSCICITY)的多媒体使用相关的两个消息格式因素,其中有两个讨论的信息可信度(即,参数质量和源信誉)作为一个全面框架来调查用户评估微博信息可信度。此外,该研究利用了双因素理论及其变体三因素镜头,以解释上述因素对微博信息可信度的非线性影响。进行了在线调查以通过从MicroBlog用户收集数据来测试提出的框架。研究结果表明,对于对微博信息的影响可信度:(1)论证质量(卫生因子)施加减少的增量效应; (2)源信誉(二价因子)仅施加线性效果; (3)多媒体诊断性(激励因子)施加增加的增量效果。本研究增加了关于信息可信度的当前知识,以了解微博信息可信度的关键预测因子,并进一步检查这些预测因子的非线性效应。

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