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Evidence of Online Performance Deterioration in User Sessions on Reddit

机译:Reddit用户会话中在线性能下降的证据

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摘要

This article presents evidence of performance deterioration in online user sessions quantified by studying a massive dataset containing over 55 million comments posted on Reddit in April 2015. After segmenting the sessions (i.e., periods of activity without a prolonged break) depending on their intensity (i.e., how many posts users produced during sessions), we observe a general decrease in the quality of comments produced by users over the course of sessions. We propose mixed-effects models that capture the impact of session intensity on comments, including their length, quality, and the responses they generate from the community. Our findings suggest performance deterioration: Sessions of increasing intensity are associated with the production of shorter, progressively less complex comments, which receive declining quality scores (as rated by other users), and are less and less engaging (i.e., they attract fewer responses). Our contribution evokes a connection between cognitive and attention dynamics and the usage of online social peer production platforms, specifically the effects of deterioration of user performance.
机译:本文通过研究包含2015年4月发布在Reddit上的超过5500万条评论的海量数据集,量化了在线用户会话性能下降的证据。根据用户会话的强度(即活动时间长短)对会话进行细分后(用户在会话期间产生的帖子数),我们观察到用户在会话过程中产生的评论质量普遍下降。我们提出了混合效果模型,该模型可以捕获会话强度对评论的影响,包括评论的长度,质量以及它们从社区中产生的响应。我们的发现表明性能下降:会话强度增加与简短,渐进的复杂评论的产生有关,这些评论的质量得分不断下降(由其他用户评价),并且参与度越来越低(即,它们吸引的反馈越来越少) 。我们的贡献唤起了认知和注意力动态与在线社交对等生产平台的使用之间的联系,特别是用户性能下降的影响。

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