论文标题

获得牛群免疫力:生存率的数学建模

Attainment of Herd Immunity: Mathematical Modelling of Survival Rate

论文作者

Mondal, Sayantan, Mukherjee, Saumyak, Bagchi, Biman

论文摘要

我们研究了在没有认可的疫苗的情况下,获得牛群免疫(HI)对弱势人群的影响。我们从本质上提出了一个问题:对所需的牛群免疫的进化有多难?我们采用数学建模(化学网络理论)和基于细胞自动机的计算机模拟来研究流行病的人体成本以及引入HI的有效策略。实施不同的策略来抵制疾病的传播,需要对结果的时间依赖性有一定程度的定量理解。在本文中,我们的主要目标是收集对结果对HI进度率的依赖性的理解。我们通过将易感人群划分为两类 - (i)脆弱和(ii)弹性,并研究疾病进展的动态演化,从而将著名的Sir模型(易感性感染摄影)概括为两类。我们通过采用不同的脆弱率相对于弹性来实现这样的分类。我们获得了这两个子类别的相对死亡,这是易受伤害和弹性人群百分比的函数,以及对畜群免疫达到率的复杂依赖性。我们的结果量化了在获得牛群免疫过程中对弱势群体恢复率的不利影响。我们发现重要的结果是,较慢的HI率相对较小。但是,许多中间因素可能会使HI较慢的进展变得复杂。

We study the influence of the rate of the attainment of herd immunity (HI), in the absence of an approved vaccine, on the vulnerable population. We essentially ask the question: how hard the evolution towards the desired herd immunity could be on the life of the vulnerables? We employ mathematical modelling (chemical network theory) and cellular automata based computer simulations to study the human cost of an epidemic spread and an effective strategy to introduce HI. Implementation of different strategies to counter the spread of the disease requires a certain degree of quantitative understanding of the time dependence of the outcome. In this paper, our main objective is to gather understanding of the dependence of outcome on the rate of progress of HI. We generalize the celebrated SIR model (Susceptible-Infected-Removed) by compartmentalizing the susceptible population into two categories- (i) vulnerables and (ii) resilients, and study dynamical evolution of the disease progression. We achieve such a classification by employing different rates of recovery of vulnerables vis-a-vis resilients. We obtain the relative fatality of these two sub-categories as a function of the percentages of the vulnerable and resilient population, and the complex dependence on the rate of attainment of herd immunity. Our results quantify the adverse effects on the recovery rates of vulnerables in the course of attaining the herd immunity. We find the important result that a slower attainment of the HI is relatively less fatal. However, a slower progress towards HI could be complicated by many intervening factors.

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