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Comparative Analysis of the Effectiveness of Three Immunization Strategies in Controlling Disease Outbreaks in Realistic Social Networks

机译:现实社会网络中三种免疫策略控制疾病暴发有效性的比较分析

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摘要

The high incidence of emerging infectious diseases has highlighted the importance of effective immunization strategies, especially the stochastic algorithms based on local available network information. Present stochastic strategies are mainly evaluated based on classical network models, such as scale-free networks and small-world networks, and thus are insufficient. Three frequently referred stochastic immunization strategies—acquaintance immunization, community-bridge immunization, and ring vaccination—were analyzed in this work. The optimal immunization ratios for acquaintance immunization and community-bridge immunization strategies were investigated, and the effectiveness of these three strategies in controlling the spreading of epidemics were analyzed based on realistic social contact networks. The results show all the strategies have decreased the coverage of the epidemics compared to baseline scenario (no control measures). However the effectiveness of acquaintance immunization and community-bridge immunization are very limited, with acquaintance immunization slightly outperforming community-bridge immunization. Ring vaccination significantly outperforms acquaintance immunization and community-bridge immunization, and the sensitivity analysis shows it could be applied to controlling the epidemics with a wide infectivity spectrum. The effectiveness of several classical stochastic immunization strategies was evaluated based on realistic contact networks for the first time in this study. These results could have important significance for epidemic control research and practice.
机译:新兴传染病的高发病率凸显了有效免疫策略的重要性,尤其是基于本地可用网络信息的随机算法。目前的随机策略主要是基于经典网络模型(如无标度网络和小世界网络)进行评估的,因此是不够的。在这项工作中,分析了三种经常提到的随机免疫策略:熟人免疫,社区桥免疫和环形疫苗接种。研究了相识免疫和社区桥梁免疫策略的最佳免疫率,并基于现实的社会联系网络分析了这三种策略在控制流行病传播中的有效性。结果表明,与基准情景相比,所有策略均降低了流行病的覆盖率(无控制措施)。但是,熟人免疫和社区桥梁免疫的有效性非常有限,熟人免疫略胜于社区桥梁免疫。环行疫苗接种明显优于熟人免疫和社区桥免疫,敏感性分析表明,它可用于控制具有广泛传染性的流行病。这项研究首次基于现实的接触网络评估了几种经典的随机免疫策略的有效性。这些结果可能对流行病控制研究和实践具有重要意义。

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