Imitation and memory-based self-organizing behaviors under voluntary vaccination

Guangliang Liu, Hongjun Qiu, B. Shi, Zhen Wang
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引用次数: 3

Abstract

Understanding human voluntary vaccinating behaviors plays essential roles in designing incentive-based vaccination programs for public health authorities to eliminate or eradicate an vaccine-preventable disease. Usually, individuals make vaccinating decisions by weighing the cost of vaccination and infection, which can be perceived based on their vaccinating experiences. However, in reality, an individual's decision can also be influenced by others. Along this line, in this paper, we present an imitation and memory-based self-organization mechanism to investigate human voluntary vaccinating behaviors, which takes into consideration both individuals' historical experiences and the impact of social influence. Through carrying out simulations on flu-like seasonal diseases, we evaluate the combined effects of both imitation and memory on the final vaccine coverage level with respect to different relative cost of vaccination and infection. Simulation results show that the imitation-based behavior has a greater impact on public vaccine coverage level than the memory-based rational behavior under voluntary vaccination, which emphasizes the importance of social guidance in disease intervention and control.
自愿接种下基于模仿和记忆的自组织行为
了解人类自愿接种疫苗的行为在为公共卫生当局设计基于激励的疫苗接种计划以消除或根除疫苗可预防疾病方面起着至关重要的作用。通常,个人通过权衡疫苗接种和感染的成本来做出疫苗接种决定,这可以根据他们的疫苗接种经验来感知。然而,在现实中,个人的决定也会受到他人的影响。在此基础上,我们提出了一个基于模仿和记忆的自组织机制来研究人类自愿接种疫苗的行为,该机制同时考虑了个体的历史经历和社会影响的影响。通过对流感样季节性疾病的模拟,我们评估了在不同的疫苗接种和感染相对成本下,模仿和记忆对最终疫苗覆盖水平的综合影响。仿真结果表明,在自愿接种情况下,基于模仿的行为比基于记忆的理性行为对公共疫苗覆盖水平的影响更大,这强调了社会引导在疾病干预和控制中的重要性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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