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Imitation dynamics of vaccination behaviour on social networks

机译:社交网络上疫苗接种行为的模仿动态

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摘要

The problem of achieving widespread immunity to infectious diseases by voluntary vaccination is often presented as a public-goods dilemma, as an individual's vaccination contributes to herd immunity, protecting those who forgo vaccination. The temptation to free-ride brings the equilibrium vaccination level below the social optimum. Here, we present an evolutionary game-theoretic approach to this problem, exploring the roles of individual imitation behaviour and population structure in vaccination. To this end, we integrate an epidemiological process into a simple agent-based model of adaptive learning, where individuals use anecdotal evidence to estimate costs and benefits of vaccination. In our simulations, we focus on parameter values that are realistic for a flu-like infection. Paradoxically, as agents become more adept at imitating successful strategies, the equilibrium level of vaccination falls below the rational individual optimum. In structured populations, the picture is only somewhat more optimistic: vaccination is widespread over a range of low vaccination costs, but coverage plummets after cost exceeds a critical threshold. This result suggests parallels to historical scenarios in which vaccination coverage provided herd immunity for some time, but then rapidly dropped. Our work sheds light on how imitation of peers shapes individual vaccination choices in social networks.
机译:通过自愿接种来实现对传染病的广泛免疫的问题通常被视为一种公共物品的困境,因为个人的接种有助于成群免疫,从而保护那些放弃接种疫苗的人。搭便车的诱惑使均衡疫苗接种水平低于社会最优水平。在这里,我们提出了一个针对该问题的进化博弈论方法,探讨了个体模仿行为和种群结构在疫苗接种中的作用。为此,我们将流行病学过程集成到基于代理的简单基于模型的适应性学习中,在该模型中,个人使用轶事证据来估计疫苗接种的成本和收益。在我们的模拟中,我们专注于对于流感样感染具有现实意义的参数值。矛盾的是,随着代理商变得更擅长模仿成功的策略,疫苗接种的均衡水平低于合理的个人最优水平。在结构化人群中,情况仅是较为乐观:疫苗接种在一系列较低的疫苗接种成本中得到了广泛普及,但在成本超过关键阈值后,覆盖率直线下降。这一结果表明,与历史情景相类似,在这一历史情景中,疫苗接种覆盖率提供了一段时间的群体免疫力,但随后迅速下降。我们的工作揭示了模仿同龄人如何影响社交网络中的个人疫苗接种选择。

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