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通过社交网络上的自愿隔离动态实现成功疾病控制的决定因素。

Determinants of successful disease control through voluntary quarantine dynamics on social networks.

作者信息

Shi Simiao, Wang Zhiyuan, Chen Xingru, Fu Feng

出版信息

ArXiv. 2024 Mar 13:arXiv:2307.06297v2.

PMID:38560741
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC10980093/
Abstract

In the wake of epidemics, quarantine measures are typically recommended by health authorities or governments to help control the spread of the disease. Compared with mandatory quarantine, voluntary quarantine offers individuals the liberty to decide whether to isolate themselves in case of infection exposure, driven by their personal assessment of the trade-off between economic loss and health risks as well as their own sense of social responsibility and concern for public health. To better understand self-motivated health behavior choices under these factors, here we incorporate voluntary quarantine into an endemic disease model -- the susceptible-infected-susceptible (SIS) model -- and perform comprehensive agent-based simulations to characterize the resulting behavior-disease interactions in structured populations. We quantify the conditions under which voluntary quarantine will be an effective intervention measure to mitigate disease burden. Furthermore, we demonstrate how individual decision-making factors, including the level of temptation to refrain from quarantine and the degree of social compassion, impact compliance levels of voluntary quarantines and the consequent collective disease mitigation efforts. We find that successful disease control requires either a sufficiently low level of temptation or a sufficiently high degree of social compassion, such that even complete containment of the epidemic is attainable. In addition to well-mixed populations, our simulation results are applicable to other more realistic social networks of contacts, including spatial lattices, small-world networks, and real social networks. Our work offers new insights into the fundamental social dilemma aspect of disease control through non-pharmaceutical interventions, such as voluntary quarantine and isolation, where the collective outcome of individual decision-making is crucial.

摘要

在疫情发生后,卫生当局或政府通常会建议采取检疫措施,以帮助控制疾病传播。与强制检疫相比,自愿检疫让个人能够根据自身对经济损失与健康风险之间权衡的评估,以及自身的社会责任感和对公共卫生的关注,自行决定在接触感染源后是否进行自我隔离。为了更好地理解在这些因素影响下的自我驱动健康行为选择,我们在此将自愿检疫纳入一种地方病模型——易感-感染-易感(SIS)模型,并进行全面的基于主体的模拟,以刻画结构化人群中由此产生的行为与疾病之间的相互作用。我们量化了自愿检疫成为减轻疾病负担的有效干预措施所需的条件。此外,我们展示了个体决策因素,包括抵制检疫的诱惑程度和社会同情心的程度,如何影响自愿检疫的遵守程度以及随之而来的集体疾病缓解努力。我们发现,成功控制疾病需要诱惑程度足够低或社会同情心足够高,这样甚至实现疫情的完全遏制也是可行的。除了均匀混合的人群,我们的模拟结果还适用于其他更现实的社交接触网络,包括空间晶格、小世界网络和真实社交网络。我们的工作为通过非药物干预(如自愿检疫和隔离)进行疾病控制的基本社会困境方面提供了新的见解,其中个体决策的集体结果至关重要。