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疫苗接种背景下美国学校运行场景对 COVID-19 传播的影响:基于代理的模拟模型。

Impact of school operating scenarios on COVID-19 transmission under vaccination in the U.S.: an agent-based simulation model.

机构信息

Department of Public Health Sciences, A210, Penn State College of Medicine, 90 Hope Drive, Suite 2200, Hershey, PA, 17033, USA.

Harold and Inge Marcus Department of Industrial and Manufacturing Engineering, Pennsylvania State University, University Park, PA, USA.

出版信息

Sci Rep. 2023 Aug 8;13(1):12836. doi: 10.1038/s41598-023-37980-7.

Abstract

At the height of the COVID-19 pandemic, K-12 schools struggled to safely operate under the fast-changing pandemic situation. However, little is known about the impact of different school operating scenarios considering the ongoing efforts of vaccination. In this study, we deployed an agent-based simulation model to mimic disease transmission in a mid-sized community consisting of 10,000 households. A total of eight school operating scenarios were simulated, in decreasing order of restrictiveness regarding COVID-19 mitigation measures. When masks were worn at school, work, and community environments, increasing in-person education from 50% to 100% would result in only 1% increase in cumulative infections. When there were no masks nor contact tracing while schools were 100% in person, the cumulative infection increased by 86% compared to the scenario when both masking and contact tracing were in place. In the sensitivity analysis for vaccination efficacy, we found that higher vaccination efficacy was essential in reducing overall infections. Our findings showed that full in-person education was safe, especially when contact tracing, masking, and widespread vaccination were in place. If no masking nor contact tracing was practiced, the transmission would rose dramatically but eventually slow down due to herd immunity.

摘要

在 COVID-19 大流行期间,K-12 学校在快速变化的大流行形势下努力安全运营。然而,考虑到正在进行的疫苗接种工作,对于不同的学校运营场景的影响,我们知之甚少。在这项研究中,我们部署了一个基于代理的仿真模型,以模拟由 10000 户家庭组成的中型社区中的疾病传播。总共模拟了 8 种学校运营场景,这些场景对 COVID-19 缓解措施的限制程度依次降低。当口罩在学校、工作和社区环境中佩戴时,将面对面教育的比例从 50%提高到 100%,只会导致累计感染人数增加 1%。当学校 100%面对面教学时没有口罩也没有接触者追踪,与同时实施口罩和接触者追踪的情况相比,累计感染人数增加了 86%。在疫苗效力的敏感性分析中,我们发现提高疫苗效力对于减少总感染人数至关重要。我们的研究结果表明,完全面对面教育是安全的,尤其是在实施接触者追踪、口罩佩戴和广泛接种疫苗的情况下。如果不进行口罩佩戴和接触者追踪,传播速度将会急剧上升,但由于群体免疫,最终传播速度将会减缓。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/bbb6/10409779/df20e06a83d0/41598_2023_37980_Fig1_HTML.jpg

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