公共卫生紧急情况下的群体心理安全风险的演变趋势研究:基于社交媒体数据的挖掘和分析
Yu Gao1, Haiyan Liu2, Yuechi Sun2
1School of Psychology, Shandong Second Medical University, Weifang, Shandong, People's Republic of China.
Psychology research and behavior management
|May 6, 2024
概括
在公共卫生紧急情况期间,群体心理安全风险在爆发和恢复期间是最高的. 本研究分析了社交媒体数据,以了解这些不断变化的风险,并为社会稳定提供及时干预信息.
科学领域:
- 社会科学 社会科学 社会科学
- 心理学 心理学 心理学
- 公共卫生 公共卫生
背景情况:
- 数字时代的公众态度的共享影响了健康紧急情况期间的心理安全.
- 不同化的群体心理安全可能会产生两极分化,给社会和国家安全带来风险.
- 现有的定性研究限制了对实时群体心理安全动态的理解.
研究的目的:
- 采用智能分析方法来了解群体心理安全风险的动态变化.
- 开发一个框架来分析在公共卫生紧急情况中心理安全风险的演变.
主要方法:
- 使用文本情绪分析,马尔科夫链和时间序列分析构建了一个框架.
- 搜索了2022年3月1日至6月30日的新浪微博数据,重点关注上海公共卫生紧急情况.
- 开发了一种专门的词典,用于在公共卫生紧急情况下的心理安全,以分析文本数据.
主要成果:
- 与生成和减少阶段相比,在爆发和恢复期间,群体心理安全风险更为明显.
- 在爆发和恢复期间,群体心理安全风险的强度更高.
- 集体心理安全风险的总体强度呈现出增加,减少,然后再次增加的趋势.
结论:
- 这项研究提供了对数字领域心理安全的动态的见解.
- 建议在公共卫生紧急情况爆发和恢复阶段更加关注群体心理安全风险.
- 倡导政府及时干预以引导公众心理状态并减轻对社会稳定的风险.
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