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使用随机规划制定不确定传播特征下的 COVID-19 疫苗接种政策。

COVID-19 vaccination policies under uncertain transmission characteristics using stochastic programming.

机构信息

Wm Michael Barnes '64 Department of Industrial & Systems Engineering, Texas A&M University, College Station, Texas, United States of America.

出版信息

PLoS One. 2022 Jul 22;17(7):e0270524. doi: 10.1371/journal.pone.0270524. eCollection 2022.

Abstract

We develop a new stochastic programming methodology for determining optimal vaccination policies for a multi-community heterogeneous population. An optimal policy provides the minimum number of vaccinations required to drive post-vaccination reproduction number to below one at a desired reliability level. To generate a vaccination policy, the new method considers the uncertainty in COVID-19 related parameters such as efficacy of vaccines, age-related variation in susceptibility and infectivity to SARS-CoV-2, distribution of household composition in a community, and variation in human interactions. We report on a computational study of the new methodology on a set of neighboring U.S. counties to generate vaccination policies based on vaccine availability. The results show that to control outbreaks at least a certain percentage of the population should be vaccinated in each community based on pre-determined reliability levels. The study also reveals the vaccine sharing capability of the proposed approach among counties under limited vaccine availability. This work contributes a decision-making tool to aid public health agencies worldwide in the allocation of limited vaccines under uncertainty towards controlling epidemics through vaccinations.

摘要

我们开发了一种新的随机规划方法,用于确定多社区异质人群的最佳疫苗接种策略。最优策略提供了在所需可靠性水平下将接种后繁殖数驱动到低于 1 的所需最少疫苗接种数量。为了生成疫苗接种策略,新方法考虑了与 COVID-19 相关参数的不确定性,例如疫苗的功效、对 SARS-CoV-2 的易感性和传染性的年龄相关变化、社区中家庭构成的分布以及人际互动的变化。我们报告了一项针对一组相邻的美国县的新方法的计算研究,以根据疫苗供应情况生成疫苗接种策略。结果表明,为了控制疫情,每个社区至少应根据预定的可靠性水平对一定比例的人群进行疫苗接种。该研究还揭示了在疫苗供应有限的情况下,建议的方法在各县之间的疫苗共享能力。这项工作为世界各地的公共卫生机构提供了一种决策工具,以便在不确定的情况下通过疫苗接种来控制疫情,从而分配有限的疫苗。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e4df/9307213/a576d965bb38/pone.0270524.g001.jpg

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