跨平台的社会动态:对ChatGPT和COVID-19疫苗对话的分析
Shayan Alipour1, Alessandro Galeazzi2, Emanuele Sangiorgio3
1Department of Computer Science, Sapienza University of Rome, Rome, Italy. shayan.alipour@uniroma1.it.
Scientific reports
|February 2, 2024
概括
社交媒体塑造了关于重大事件的公共话语. 关于COVID-19疫苗的讨论在线传播速度比ChatGPT快,反映了事件的直接性和平台的动态.
科学领域:
- 计算社会科学 计算社会科学
- 数字通信研究 数字通信研究
- 信息科学 信息科学 信息科学
背景情况:
- 社交媒体平台对于信息传播和议程制定越来越重要.
- 在线话语分析提供了对发生事件的社会反应的见解.
- 事件特征和在线环境影响公众的反应.
研究的目的:
- 检查数字平台上关于重大事件的公共话语动态.
- 在各种社交媒体平台上比较信息传播和参与模式.
- 了解平台功能和受众人口统计数据如何影响话语.
主要方法:
- 分析了来自Twitter,Facebook,Reddit和YouTube等平台的超过1200万条帖子和新闻文章.
- 利用主题建模来识别每个平台独有的专题重点.
- 进行情绪分析以衡量公众的看法,并比较参与演变.
主要成果:
- 跨平台出现了不同的主题模式,与平台特征和受众相关联.
- 情绪分析显示,公众对COVID-19疫苗和ChatGPT.com的看法不同.
- 由于前者的立即性,COVID-19疫苗讨论显示出比ChatGPT讨论更快速的传播.
结论:
- 社交媒体平台在信息传播和公共话语方面表现出独特的动态.
- 事件的性质和紧迫性显著影响其在线传播速度.
- 了解平台特定参与对于分析社会对全球事件的反应至关重要.
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