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The basic reproduction number can be accurately estimated within 14 days after societal lockdown: The early stage of the COVID-19 epidemic in Denmark
OBJECTIVE: Early identification of the basic reproduction number (BRN) is imperative to political decision making during an epidemic. In this study, we estimated the BRN 7, 14, 21 and 28 days after societal lockdown of Denmark during the early stage of the COVID-19 epidemic. METHOD: We implemented t...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7886116/ https://www.ncbi.nlm.nih.gov/pubmed/33592029 http://dx.doi.org/10.1371/journal.pone.0247021 |
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author | Valentin, Jan Brink Møller, Henrik Johnsen, Søren Paaske |
author_facet | Valentin, Jan Brink Møller, Henrik Johnsen, Søren Paaske |
author_sort | Valentin, Jan Brink |
collection | PubMed |
description | OBJECTIVE: Early identification of the basic reproduction number (BRN) is imperative to political decision making during an epidemic. In this study, we estimated the BRN 7, 14, 21 and 28 days after societal lockdown of Denmark during the early stage of the COVID-19 epidemic. METHOD: We implemented the SEIR dynamical system for disease spread without vital dynamics. The BRN was modulated using a sigmoid function. Model parameters were estimated on number of admitted patients, number of patients in intensive care and cumulative number of deaths using the simulated annealing Monte Carlo algorithm. Results are presented with 95% prediction intervals (PI). RESULTS: We were unable to determine any reliable estimate of the BRN at 7 days following lockdown. The BRN had stabilised at day 14 throughout day 28, with the estimate ranging from 0.95 (95% PI: 0.92–0.98) at day 7 to 0.92 (95% PI: 0.92–0.93) at day 28. We estimated the BRN prior to lockdown to be 3.32 (95% PI: 3.31–3.33). The effect of the lockdown was occurring over a period of a few days centred at March 18th (95% PI: 17th-18th) 2020. CONCLUSION: We believe our model provides a valuable tool for decision makers to reliably estimate the effect of a politically determined lockdown during an epidemic. |
format | Online Article Text |
id | pubmed-7886116 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-78861162021-02-23 The basic reproduction number can be accurately estimated within 14 days after societal lockdown: The early stage of the COVID-19 epidemic in Denmark Valentin, Jan Brink Møller, Henrik Johnsen, Søren Paaske PLoS One Research Article OBJECTIVE: Early identification of the basic reproduction number (BRN) is imperative to political decision making during an epidemic. In this study, we estimated the BRN 7, 14, 21 and 28 days after societal lockdown of Denmark during the early stage of the COVID-19 epidemic. METHOD: We implemented the SEIR dynamical system for disease spread without vital dynamics. The BRN was modulated using a sigmoid function. Model parameters were estimated on number of admitted patients, number of patients in intensive care and cumulative number of deaths using the simulated annealing Monte Carlo algorithm. Results are presented with 95% prediction intervals (PI). RESULTS: We were unable to determine any reliable estimate of the BRN at 7 days following lockdown. The BRN had stabilised at day 14 throughout day 28, with the estimate ranging from 0.95 (95% PI: 0.92–0.98) at day 7 to 0.92 (95% PI: 0.92–0.93) at day 28. We estimated the BRN prior to lockdown to be 3.32 (95% PI: 3.31–3.33). The effect of the lockdown was occurring over a period of a few days centred at March 18th (95% PI: 17th-18th) 2020. CONCLUSION: We believe our model provides a valuable tool for decision makers to reliably estimate the effect of a politically determined lockdown during an epidemic. Public Library of Science 2021-02-16 /pmc/articles/PMC7886116/ /pubmed/33592029 http://dx.doi.org/10.1371/journal.pone.0247021 Text en © 2021 Valentin et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Valentin, Jan Brink Møller, Henrik Johnsen, Søren Paaske The basic reproduction number can be accurately estimated within 14 days after societal lockdown: The early stage of the COVID-19 epidemic in Denmark |
title | The basic reproduction number can be accurately estimated within 14 days after societal lockdown: The early stage of the COVID-19 epidemic in Denmark |
title_full | The basic reproduction number can be accurately estimated within 14 days after societal lockdown: The early stage of the COVID-19 epidemic in Denmark |
title_fullStr | The basic reproduction number can be accurately estimated within 14 days after societal lockdown: The early stage of the COVID-19 epidemic in Denmark |
title_full_unstemmed | The basic reproduction number can be accurately estimated within 14 days after societal lockdown: The early stage of the COVID-19 epidemic in Denmark |
title_short | The basic reproduction number can be accurately estimated within 14 days after societal lockdown: The early stage of the COVID-19 epidemic in Denmark |
title_sort | basic reproduction number can be accurately estimated within 14 days after societal lockdown: the early stage of the covid-19 epidemic in denmark |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7886116/ https://www.ncbi.nlm.nih.gov/pubmed/33592029 http://dx.doi.org/10.1371/journal.pone.0247021 |
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