论文标题
灵活的模仿通过更好的疫苗接种抑制流行病
Flexible imitation suppresses epidemics through better vaccination
论文作者
论文摘要
是否要接种疫苗的决定是一个复杂的决定。它涉及对社会善良的贡献 - 畜群的免疫力以及对自己的健康。它是由社会影响力,个人经验,教育和大众媒体所告知的。在我们的工作中,我们调查了一个情况下,个人根据社会社区对以前的流行病的反应如何做出选择。我们通过使用游戏理论,网络理论以及流行病扩散和意见动态的组成部分提出一个简约的模型来做到这一点。个人可以通过两种方式使用有关社区的信息 - 他们遵循大多数或表现最佳的邻居。此外,我们让个人从他们的经验中学习这两种决策策略中的哪一个。我们的结果表明,如果满足以下条件,那么个人选择如何整合邻居信息的灵活性会增加疫苗的摄取并降低流行严重性。首先,模仿邻里多数的个体的最初部分应受到限制,其次,以前的爆发的记忆应该足够长。这些结果对接受新型疫苗并提高人们对疫苗接种的认识有影响,同时也指出了有希望的未来研究方向。
The decision of whether or not to vaccinate is a complex one. It involves the contribution both to a social good -- herd immunity -- and to one's own well being. It is informed by social influence, personal experience, education, and mass media. In our work, we investigate a situation in which individuals make their choice based on how social neighbourhood responded to previous epidemics. We do this by proposing a minimalistic model using components from game theory, network theory and the modelling of epidemic spreading, and opinion dynamics. Individuals can use the information about the neighbourhood in two ways -- either they follow the majority or the best-performing neighbour. Furthermore, we let individuals learn which of these two decision-making strategies to follow from their experience. Our results show that the flexibility of individuals to chose how to integrate information from the neighbourhood increases the vaccine uptake and decreases the epidemic severity if the following conditions are fulfilled. First, the initial fraction of individuals who imitate the neighbourhood majority should be limited, and second, the memory of previous outbreaks should be sufficiently long. These results have implications for the acceptance of novel vaccines and raising awareness about vaccination, while also pointing to promising future research directions.