接种疫苗
流行病模型
群体免疫
马尔可夫链
扩散
羊群行为
计算机科学
计量经济学
医学
环境卫生
病毒学
数学
统计
地理
物理
热力学
林业
放牧
人口
作者
Qian Yin,Zhishuang Wang,Chengyi Xia,Chris T. Bauch
标识
DOI:10.1016/j.cnsns.2022.106312
摘要
In this paper, we establish a three-layer coupled network model to analyze the co-evolution of negative vaccine-related information, vaccination behavior, and epidemic spread. The three layers are used to represent negative vaccine-related information dissemination, vaccination behavior diffusion and epidemic propagation, respectively. The comprehensive impact of vaccination costs and herd mentality are firstly considered in the diffusion of vaccination behavior. Then, we use the micro-Markov chain (MMC) method to derive the system dynamics equations and the epidemic threshold. The analytical results show that the proportion of efficaciously vaccinated individuals and the topology of the epidemic spread layer both determine the epidemic threshold. Finally, a large number of simulation experiments are conducted to investigate the impact of various factors on the epidemic spread, which include negative vaccine-related information diffusion, rational judgment and herd mentality during the process of vaccination decision, and cost of vaccine. The results demonstrate the role of negative vaccine-related information diffusion and vaccination behavior spread in epidemic control, and may provide some valuable clues for policymakers to formulate appropriate measures to prevent and control epidemics.
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