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政策转型中的公众情绪动态:基于微博数据的情绪分析
Xuan Ning1, Ruonan Li1, Dewei Lan2
1Department of Social Sciences, Beijing Normal-Hong Kong Baptist University, Zhuhai, China.
Frontiers in public health
|November 17, 2025
概括
中国中国中国中国.
科学领域:
- 公共卫生沟通公共卫生沟通
- 社交媒体分析
- 流行病学 流行病学
背景情况:
- 中国严格的动态零COVID政策在2022年底突然转变.
- 这一政策变化导致了网上各种各样的公众意见和情绪.
- 有限的研究探索了这一过渡时期的公众情绪转变.
研究的目的:
- 分析公众对中国COVID-19重新开放政策的情绪变化.
- 为未来的政策转变提供有效的政府健康传播策略的信息.
- 了解公共卫生危机期间的公共福利.
主要方法:
- 从2022年11月11日到2023年1月11日,利用了1423694条微博帖子.
- 进行细粒度的情感提取和LDA主题建模.
- 将提取的主题与相应的情绪对齐,以便进行深入分析.
主要成果:
- 分析了考虑到文化,社会和政策因素的情绪波动.
- 在12月中旬之后",讨厌" (24.0%) 超过了"喜欢" (22.8%).
- "幸福感"呈现逐渐增长,达到12.0%的水平.
结论:
- 研究结果对于危机期间有效的政府健康沟通至关重要.
- 结果有助于疫情控制,预防和维持公共福祉.
- 提供了关于重大政策变化后公众情绪动态的见解.
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