Huberts Nick F D, Thijssen Jacco J J
Management School, University of York, Heslington, York YO10 5ZF, United Kingdom.
Department of Mathematics, University of York, Heslington, York YO10 5ZF, United Kingdom.
Eur J Oper Res. 2023 Mar 16;305(3):1366-1389. doi: 10.1016/j.ejor.2022.06.034. Epub 2022 Jun 22.
In response to the recent outbreak of the SARS-CoV-2 virus governments have aimed to reduce the virus's spread through, , non-pharmaceutical intervention. We address the question when such measures should be implemented and, once implemented, when to remove them. These issues are viewed through a real-options lens and we develop an SIRD-like continuous-time Markov chain model to analyze a sequence of options: the option to intervene and introduce measures and, after intervention has started, the option to remove these. Measures can be imposed multiple times. We implement our model using estimates from empirical studies and, under fairly general assumptions, our main conclusions are that: (1) measures should be put in place not long after the first infections occur; (2) if the epidemic is discovered when there are many infected individuals already, then it is optimal never to introduce measures; (3) once the decision to introduce measures has been taken, these should stay in place until the number of susceptible or infected members of the population is close to zero; (4) it is never optimal to introduce a tier system to phase-in measures but it is optimal to use a tier system to phase-out measures; (5) a more infectious variant may reduce the duration of measures being in place; (6) the risk of infections being brought in by travelers should be curbed even when no other measures are in place. These results are robust to several variations of our base-case model.
针对最近严重急性呼吸综合征冠状病毒2(SARS-CoV-2)病毒的爆发,各国政府旨在通过非药物干预措施来减少该病毒的传播。我们探讨了此类措施应在何时实施,以及一旦实施,应在何时取消。我们从实物期权的角度审视这些问题,并开发了一个类似SIRD的连续时间马尔可夫链模型,以分析一系列期权:干预并引入措施的期权,以及在干预开始后取消这些措施的期权。措施可以多次实施。我们利用实证研究的估计值来实现我们的模型,并且在相当一般的假设下,我们的主要结论是:(1)措施应在首次感染发生后不久实施;(2)如果在已经有许多感染者时才发现疫情,那么最优策略是从不引入措施;(3)一旦做出引入措施的决定,这些措施应持续实施,直到易感人群或感染人群的数量接近零;(4)引入分级制度逐步实施措施从来都不是最优选择,但使用分级制度逐步取消措施是最优选择;(5)更具传染性的变异毒株可能会缩短措施实施的持续时间;(6)即使在没有其他措施的情况下,也应遏制旅行者带来感染的风险。这些结果对于我们基本模型的几种变体具有稳健性。