COVID-19和中国恐惧症:在Twitter和Reddit上检测激进化的警告信号
Matthew Costello1, Nishant Vishwamitra2, Song Liao3
1Department of Sociology, Anthropology and Criminal Justice, Clemson University, Clemson, South Carolina, USA.
Cyberpsychology, behavior and social networking
|July 18, 2023
概括
由于COVID-19的流行,一些社交媒体用户可能已经变得激进化,对亚洲人的仇恨言论越来越多. 研究人员发现了诸如固定,群体识别和在Twitter和Reddit等平台上爆发活动等警告标志.
科学领域:
- 计算社会科学 计算社会科学
- 自然语言处理自然语言处理.
- 社交媒体分析 社交媒体分析
背景情况:
- 仇恨犯罪和针对亚洲人的言论在COVID-19爆发后激增.
- 人们对互联网在促进激进化的作用存在担忧.
- 疫情对社交媒体行为的影响需要调查.
研究的目的:
- 探索社交媒体上激进化的警告信号.
- 分析COVID-19爆发前后的社交媒体数据.
- 为了识别针对中国或中国人的流行病相关激进化.
主要方法:
- 利用计算社会科学和自然语言处理技术.
- 分析了来自Twitter和Reddit的数据,收集了大流行前后的数据.
- 搜索固定,群体识别和活动爆发的指标.
主要成果:
- 疫情后在Twitter和Reddit上对"中国"和"中国人"术语的固定性增加.
- 推特和帖子变得更加仇恨,冒犯和消极.
- 有证据表明"我们与他们"的心态,特别是在保守的子公司.
- 在社交媒体平台上检测到用户活动的爆发.
结论:
- COVID-19 疫情似乎对一些社交媒体用户产生了激进化的影响.
- 社交媒体平台表现出可检测的激进化的警告信号.
- 早期发现激进化迹象可能有助于缓解仇恨煽动的暴力.
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