突发公共卫生事件风险感知扩散机制:基于交叉进化和情绪差异的双重视角

IF 3.8 2区 心理学 Q1 PSYCHOLOGY, APPLIED Applied psychology. Health and well-being Pub Date : 2024-12-16 DOI:10.1111/aphw.12636
Yueqian Zhang, Xinchun Li, Quanlong Liu, Ziwei Fa, Zunxiang Qiu
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引用次数: 0

摘要

突发公共卫生事件引发的高度风险认知扩散严重威胁着公众心理健康和社会稳定。学术界的关注大多集中在传统的流行病模型上,或简单地将内容与社会属性相结合,忽视了公众个体特征的差异。本文创新性地对易感人群和感染人群进行细分,提出了风险感知扩散的S1S2EIposIneuInegR模型。然后,以西安疫情为例(N = 105,417),采用Word2Vec和Bi-LSTM的情感分析模型计算微博文本的情感价值,量化公众风险感知。最后,通过数值实验探讨了不同情景下交叉进化和情绪差异对风险感知扩散的影响。研究结果表明,感染人群的初始密度越大,传播速度越快,负面情绪起主导作用。此外,风险感知水平越高,异质性越低,最大影响和最终扩散规模越大。当突发公共卫生事件恶化时,交叉进化倾向于转向高风险感知。否则,它往往倾向于一种低风险的看法。这些发现为制定精确的风险认知指导战略和加强公共卫生治理能力提供了重要见解。
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Mechanism of risk perception diffusion in public health emergencies: Based on the dual perspectives of cross-evolution and emotional difference

The high-level risk perception diffusion caused by public health emergencies seriously threatens public mental health and social stability. Much scholarly attention focused on the traditional epidemic models or simply combined content and social attributes, overlooking the differences in public individual characteristics. This paper proposes an S1S2EIposIneuInegR model of risk perception diffusion by innovatively subdividing susceptible people and infectious people. Then, taking the Xi'an epidemic as an example (N = 105,417), this paper employs the sentiment analysis model of Word2Vec and Bi-LSTM to calculate the emotional value of microblog text to quantify public risk perception. Finally, numerical experiments are conducted to explore the effects of cross-evolution and emotional difference on risk perception diffusion under different scenarios. Findings reveal that a larger initial density of infectious people accelerates diffusion, with negative emotions playing a dominant role. In addition, the higher the risk perception level and the lower the heterogeneity, the greater the maximum impact and the final scale of diffusion. When the public health emergency deteriorates, the cross-evolution tends to shift to a high-risk perception. Otherwise, it tends to tilt to a low-risk perception. These findings provide critical insights for developing precise risk perception guidance strategies and enhancing public health governance capabilities.

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来源期刊
CiteScore
12.10
自引率
2.90%
发文量
95
期刊介绍: Applied Psychology: Health and Well-Being is a triannual peer-reviewed academic journal published by Wiley-Blackwell on behalf of the International Association of Applied Psychology. It was established in 2009 and covers applied psychology topics such as clinical psychology, counseling, cross-cultural psychology, and environmental psychology.
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