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通过计算机建模与模拟改善新冠病毒疫苗接种中心的运营

Improving COVID-19 vaccination centre operation through computer modelling and simulation.

作者信息

Wood Richard M, Moss Simon J, Murch Ben J, Davies Chris, Vasilakis Christos

机构信息

Modelling and Analytics, UK National Health Service (BNSSG ICB), Bristol, UK.

School of Management, University of Bath, Bath, UK.

出版信息

Health Syst (Basingstoke). 2024 Apr 9;14(1):43-57. doi: 10.1080/20476965.2024.2339817. eCollection 2025.

Abstract

Mass vaccination has provided a route out of the COVID-19 pandemic in a way that social restrictions can be safely eased. For many countries, dedicated vaccination centres have been key to that effort. However, with no directly comparable historical experience there has been little information to guide the operational management and initial configuration of these sites. This paper provides an account of how, early in the mass vaccination effort, Operational Research has been a valuable asset in supporting management decisions at two major vaccination centres in the UK. We first describe a conceptual pathway model representing the key stages of the vaccination process, from registration to clinical assessment, vaccination, and observation. An approximation using discrete event simulation is then presented. On application, we report on its use in influencing the initial setup of one site, with model outputs directly setting the daily number of patient bookings. For the same site, we reveal how analysis has informed a significant operational shift in combining two key activities on the vaccination pathway (clinical assessment and vaccination). Finally, we describe how, at a second site, modelling has examined pathway stability, in terms of resilience to unforeseen "shocks" such as delayed arrivals and staff unavailability.

摘要

大规模疫苗接种为摆脱新冠疫情提供了一条途径,借此社会限制措施得以安全放宽。对许多国家而言,专门的疫苗接种中心是这项工作的关键。然而,由于缺乏直接可比的历史经验,几乎没有信息可用于指导这些场所的运营管理和初始配置。本文阐述了在大规模疫苗接种工作初期,运筹学如何成为英国两个主要疫苗接种中心支持管理决策的宝贵资产。我们首先描述一个概念性路径模型,该模型代表疫苗接种过程的关键阶段,从登记到临床评估、接种疫苗以及观察。然后给出一个使用离散事件模拟的近似模型。在实际应用中,我们报告了它在影响一个场所的初始设置方面的用途,模型输出直接设定了每日患者预约数量。对于同一个场所,我们揭示了分析如何为疫苗接种路径上两项关键活动(临床评估和接种疫苗)的合并带来重大运营转变提供依据。最后,我们描述了在第二个场所,建模如何从应对诸如延迟到达和工作人员无法到位等意外“冲击”的弹性方面来检验路径稳定性。

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