在不确定性下发推文:不确定的语言与自然环境中的负面情绪之间的关系
Marc-Lluís Vives1, Daantje de Bruin2, Jeroen M van Baar2
1Institute of Psychology, Leiden University.
Emotion (Washington, D.C.)
|July 18, 2024
概括
在线语言显示,不确定性表达随着环境不确定性而增加,但道德违规会引发更强烈的情绪和更少的不确定性语言.
科学领域:
- 计算社会科学 计算社会科学
- 心理学 心理学 心理学
- 自然语言处理自然语言处理.
背景情况:
- 不确定性和情绪之间的关系得到了充分的研究,但其现实世界的动态仍然不清楚.
- 来自社交媒体的数字痕迹为在自然环境中研究这些构造提供了新的途径.
研究的目的:
- 调查环境不确定性及其相关的情绪反应如何在在线语言中表现.
- 探索不确定性,情绪和事件类型之间的复杂相互作用.
主要方法:
- 分析了来自Twitter上750万用户的2000多万条推文.
- 自然语言处理 (NLP) 技术用于量化不确定性和情绪.
主要成果:
- 推特中的不确定性表达与高环境不确定性相关.
- 流行病和选举显示了不确定性语言和负面情绪的增加.
- 违反道德 (例如,政治攻击) 增加特定的负面情绪 (愤怒,恐惧),同时减少不确定性语言.
结论:
- 不确定性和情绪之间的关系比以前认为的要复杂得多.
- 在线语言反映了对不同类型的现实世界事件的微妙情感和不确定性反应.
- 数字数据为人类在关键事件期间的心理反应提供了宝贵的见解.
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