The effect of emotion background on pathological internet users’ comments on online news: Evidence from online text analysis

IF 4.6 Q2 MATERIALS SCIENCE, BIOMATERIALS
Wei Zhang, Wanling Zhu, Jia Nie, F. Andrasik, Xara Naomi Blom
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引用次数: 2

Abstract

The increased use of Internet communication emphasizes the need to explore the characteristics of online comments, which help better understand their impact on individuals’ internal emotional states and how the emotional valence of online news impacts online commentaries among Pathological Internet Users (PIUs). Eighteen PIUs and 14 controls commented on online news of two types (positive and negative valence) under two separate elicited emotional states (positive and negative), with commentaries analyzed through TextMind. PIUs and Controls both used more positive words when exposed to positive versus negative news and more negative words when exposed to negative versus positive news regardless of elicited emotions. However, individuals with PIU used more positive words than controls. PIUs and Controls commented similarly under positive or negative emotion elicitation concerning casual, inclusive, and exclusive words. However, the use of discrepancy word varied due to group assignment and the emotion background. Controls used more discrepancy words when commenting on negative news while in a positive emotional state and commenting on positive news while in a negative emotional state, which does not hold for PIUs. The internal emotional state and emotional valence of online news affected the group differently, suggesting that though PIUs can get emotional catharsis on commenting activities, they lack the perceptual consistency of emotional background when conducting online activities and have lower cognitive complexity. This research demonstrates the utility of incorporating a new method for detecting individuals subject to PIU by applying text analysis to their online behavior.
情绪背景对病态网民网络新闻评论的影响:来自网络文本分析的证据
随着网络传播使用的增加,有必要探讨网络评论的特征,这有助于更好地理解网络评论对个体内部情绪状态的影响,以及网络新闻的情绪价如何影响病态互联网用户(PIUs)的网络评论。18名piu和14名对照组在两种不同的情绪状态(积极和消极)下对两种类型(积极和消极价)的网络新闻发表评论,并通过TextMind对评论进行分析。piu和对照组在面对正面新闻和负面新闻时都使用了更多的积极词汇,而在面对正面新闻和负面新闻时则使用了更多的消极词汇,而不管引发的情绪如何。然而,PIU患者比对照组使用更多的积极词汇。piu和control在关于随意、包容和排他性词语的积极或消极情绪诱导下的评论相似。然而,由于群体分配和情感背景的不同,差异词的使用也有所不同。控制组在积极情绪状态下评论负面新闻和消极情绪状态下评论正面新闻时使用的歧义词较多,而piu组则不存在这种情况。网络新闻的内在情绪状态和情绪效价对群体的影响不同,说明piu在评论活动中虽然可以得到情绪宣泄,但在进行网络活动时缺乏情绪背景的感知一致性,认知复杂性较低。本研究表明,通过对个人在线行为进行文本分析,结合一种新方法来检测受PIU影响的个人的实用性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
ACS Applied Bio Materials
ACS Applied Bio Materials Chemistry-Chemistry (all)
CiteScore
9.40
自引率
2.10%
发文量
464
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