Modeling the impact of mitigation policies in a pandemic: A system dynamics approach

被引:7
|
作者
Sharif, Shahab Valaei [1 ,2 ]
Moshfegh, Peyman Habibi [2 ,3 ]
Morshedi, Mohamad Ali [2 ,4 ]
Kashani, Hamed [5 ]
机构
[1] Univ Waterloo, Fac Environm, Sch Planning, 200 Univ Ave W, Waterloo, ON N2L 3G1, Canada
[2] Sharif Univ Technol, Dept Civil Engn, Tehran, Iran
[3] Sch Project Management, Bldg K06A,Level 1,21 Ross St, Forest Lodge, NSW 2037, Australia
[4] Purdue Univ, Dept Construct Engn & Management, 550 Stadium Mall Dr, W Lafayette, IN 47907 USA
[5] Sharif Univ Technol, Dept Civil Engn, Tehran 1458889694, Iran
关键词
Health policy; COVID-19; System dynamics; Pandemics; Healthcare system performance; Outbreak; COVID-19;
D O I
10.1016/j.ijdrr.2022.103327
中图分类号
P [天文学、地球科学];
学科分类号
07 ;
摘要
In the absence of effective and adequate vaccines, healthcare decision-makers must rely on non -pharmaceutical interventions (NPIs), such as lockdown, testing, hospital capacity building, and increasing the number of medical staff to control the outbreak of an infectious disease like COVID-19. This manuscript presents a System Dynamics (SD) model to analyze the healthcare system performance under various NPIs during a pandemic. The proposed model, which extends the commonly-used Susceptible-Exposed-Infectious-Recovered (SEIR) model, comprises four sub -models: outbreak, hospital performance, medicine supply, and staff functionality. These sub -models work in harmony to stimulate the impact of NPIs on the disease outbreak pattern and the healthcare system's response to demand surge. The proposed model considers the uncertainty about the nature of the disease, the public's behavior, medicine availability, and medical staff efficiency. The proposed model was applied for the ex-ante evaluation of candidate NPIs adoptable against the COVID-19 outbreak in Iran. Consistent with the reported statistics, the results show that the peak demand can significantly exceed the healthcare system's initial ca-pacity if no action is taken. If simultaneously implemented, lockdown and testing can consider-ably delay the peak of infections, reduce its magnitude, dampen the hospital demand, and decrease mortality. The proposed model is unique as it determines the extent to which system components (e.g., community, healthcare system, and medicine supply chain) impact the observed outcomes (e.g., morbidity and mortality rates). Its structure is generic and flexible, which facilitates the extension and application of the model to evaluate candidate mitigation policies in various geographical contexts.
引用
收藏
页数:27
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