Considerations for a Social and Geographical Framework for Agent-Based Epidemics

B. Claude, Dimitri Perrin, H. Ruskin
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引用次数: 10

Abstract

Understanding the dynamics of disease spread is of crucial importance, in contexts such as estimating load on medical services to risk assessment and intervention policies against large-scale epidemic outbreaks. However, most of the information is available after the spread itself, and preemptive assessment is far from trivial. Here, we investigate the use of agent-based simulations to model such outbreaks in a stylised urban environment. For most diseases, infection of a new individual may occur from casual contact in crowds as well as from repeated interactions with social partners such as work colleagues or family members. Our model therefore accounts for these two phenomena.Presented in this paper is the initial framework for such a model, detailing implementation of geographical features and generation of social structures. Preliminary results are a promising step towards large-scale simulations and evaluation of potential intervention policies.
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对基于病原体的流行病的社会和地理框架的考虑
了解疾病传播的动态至关重要,例如在估计医疗服务负荷的情况下,对大规模流行病爆发进行风险评估和干预政策。然而,大多数信息是在传播之后才可以获得的,先发制人的评估远非微不足道。在这里,我们研究了在程式化的城市环境中使用基于主体的模拟来模拟此类暴发。对于大多数疾病,新个体的感染可能发生在人群中的偶然接触以及与同事或家庭成员等社会伙伴的反复互动中。因此,我们的模型解释了这两种现象。本文提出了该模型的初始框架,详细介绍了地理特征的实现和社会结构的生成。初步结果为大规模模拟和评估潜在的干预政策迈出了有希望的一步。
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