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Rotation-based schedules in elementary schools to prevent COVID-19 spread: a simulation study
Rotations of schoolchildren were considered as a non-pharmacological intervention in the COVID-19 pandemic. This study investigates the impact of different rotation and testing schedules.We built an agent-based model of interactions among pupils and teachers based on a survey in an elementary school...
Autores principales: | , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10628146/ https://www.ncbi.nlm.nih.gov/pubmed/37932281 http://dx.doi.org/10.1038/s41598-023-45788-8 |
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author | Brom, Cyril Diviák, Tomáš Drbohlav, Jakub Korbel, Václav Levínský, René Neruda, Roman Kadlecová, Gabriela Šlerka, Josef Šmíd, Martin Trnka, Jan Vidnerová, Petra |
author_facet | Brom, Cyril Diviák, Tomáš Drbohlav, Jakub Korbel, Václav Levínský, René Neruda, Roman Kadlecová, Gabriela Šlerka, Josef Šmíd, Martin Trnka, Jan Vidnerová, Petra |
author_sort | Brom, Cyril |
collection | PubMed |
description | Rotations of schoolchildren were considered as a non-pharmacological intervention in the COVID-19 pandemic. This study investigates the impact of different rotation and testing schedules.We built an agent-based model of interactions among pupils and teachers based on a survey in an elementary school in Prague, Czechia. This model contains 624 schoolchildren and 55 teachers and about 27 thousands social contacts in 10 layers. The layers reflect different types of contacts (classroom, cafeteria, etc.) in the survey. On this multi-graph structure we run a modified SEIR model of covid-19 infection. The parameters of the model are calibrated on data from the outbreak in the Czech Republic in spring 2020. Weekly rotations of in-class and distance learning are an effective preventative measure in schools reducing the spread of covid-19 by 75–81% . Antigen testing twice a week or PCR once a week significantly reduces infections even when using tests with a lower sensitivity. The structure of social contacts between pupils and teachers strongly influences the transmission. While the density of contact graphs for older pupils is 1.5 times higher than for younger pupils, the teachers’ network is an order of magnitude denser. Teachers moreover act as bridges between groups of children, responsible for 14–18% of infections in the secondary school compared to 8–11% in the primary school. Weekly rotations with regular testing are a highly effective non-pharmacological intervention for the prevention of covid-19 spread in schools and a way to keep schools open during an epidemic. |
format | Online Article Text |
id | pubmed-10628146 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-106281462023-11-08 Rotation-based schedules in elementary schools to prevent COVID-19 spread: a simulation study Brom, Cyril Diviák, Tomáš Drbohlav, Jakub Korbel, Václav Levínský, René Neruda, Roman Kadlecová, Gabriela Šlerka, Josef Šmíd, Martin Trnka, Jan Vidnerová, Petra Sci Rep Article Rotations of schoolchildren were considered as a non-pharmacological intervention in the COVID-19 pandemic. This study investigates the impact of different rotation and testing schedules.We built an agent-based model of interactions among pupils and teachers based on a survey in an elementary school in Prague, Czechia. This model contains 624 schoolchildren and 55 teachers and about 27 thousands social contacts in 10 layers. The layers reflect different types of contacts (classroom, cafeteria, etc.) in the survey. On this multi-graph structure we run a modified SEIR model of covid-19 infection. The parameters of the model are calibrated on data from the outbreak in the Czech Republic in spring 2020. Weekly rotations of in-class and distance learning are an effective preventative measure in schools reducing the spread of covid-19 by 75–81% . Antigen testing twice a week or PCR once a week significantly reduces infections even when using tests with a lower sensitivity. The structure of social contacts between pupils and teachers strongly influences the transmission. While the density of contact graphs for older pupils is 1.5 times higher than for younger pupils, the teachers’ network is an order of magnitude denser. Teachers moreover act as bridges between groups of children, responsible for 14–18% of infections in the secondary school compared to 8–11% in the primary school. Weekly rotations with regular testing are a highly effective non-pharmacological intervention for the prevention of covid-19 spread in schools and a way to keep schools open during an epidemic. Nature Publishing Group UK 2023-11-06 /pmc/articles/PMC10628146/ /pubmed/37932281 http://dx.doi.org/10.1038/s41598-023-45788-8 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Brom, Cyril Diviák, Tomáš Drbohlav, Jakub Korbel, Václav Levínský, René Neruda, Roman Kadlecová, Gabriela Šlerka, Josef Šmíd, Martin Trnka, Jan Vidnerová, Petra Rotation-based schedules in elementary schools to prevent COVID-19 spread: a simulation study |
title | Rotation-based schedules in elementary schools to prevent COVID-19 spread: a simulation study |
title_full | Rotation-based schedules in elementary schools to prevent COVID-19 spread: a simulation study |
title_fullStr | Rotation-based schedules in elementary schools to prevent COVID-19 spread: a simulation study |
title_full_unstemmed | Rotation-based schedules in elementary schools to prevent COVID-19 spread: a simulation study |
title_short | Rotation-based schedules in elementary schools to prevent COVID-19 spread: a simulation study |
title_sort | rotation-based schedules in elementary schools to prevent covid-19 spread: a simulation study |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10628146/ https://www.ncbi.nlm.nih.gov/pubmed/37932281 http://dx.doi.org/10.1038/s41598-023-45788-8 |
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