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Using a stochastic continuous-time Markov chain model to examine alternative timing and duration of the COVID-19 lockdown in Kuwait: what can be done now?
BACKGROUND: Kuwait had its first COVID-19 in late February, and until October 6, 2020 it recorded 108,268 cases and 632 deaths. Despite implementing one of the strictest control measures-including a three-week complete lockdown, there was no sign of a declining epidemic curve. The objective of the c...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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BioMed Central
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8742165/ https://www.ncbi.nlm.nih.gov/pubmed/34998438 http://dx.doi.org/10.1186/s13690-021-00778-y |
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author | Al-Zoughool, Mustafa Oraby, Tamer Vainio, Harri Gasana, Janvier Longenecker, Joseph Al Ali, Walid AlSeaidan, Mohammad Elsaadany, Susie Tyshenko, Michael G. |
author_facet | Al-Zoughool, Mustafa Oraby, Tamer Vainio, Harri Gasana, Janvier Longenecker, Joseph Al Ali, Walid AlSeaidan, Mohammad Elsaadany, Susie Tyshenko, Michael G. |
author_sort | Al-Zoughool, Mustafa |
collection | PubMed |
description | BACKGROUND: Kuwait had its first COVID-19 in late February, and until October 6, 2020 it recorded 108,268 cases and 632 deaths. Despite implementing one of the strictest control measures-including a three-week complete lockdown, there was no sign of a declining epidemic curve. The objective of the current analyses is to determine, hypothetically, the optimal timing and duration of a full lockdown in Kuwait that would result in controlling new infections and lead to a substantial reduction in case hospitalizations. METHODS: The analysis was conducted using a stochastic Continuous-Time Markov Chain (CTMC), eight state model that depicts the disease transmission and spread of SARS-CoV 2. Transmission of infection occurs between individuals through social contacts at home, in schools, at work, and during other communal activities. RESULTS: The model shows that a lockdown 10 days before the epidemic peak for 90 days is optimal but a more realistic duration of 45 days can achieve about a 45% reduction in both new infections and case hospitalizations. CONCLUSIONS: In the view of the forthcoming waves of the COVID19 pandemic anticipated in Kuwait using a correctly-timed and sufficiently long lockdown represents a workable management strategy that encompasses the most stringent form of social distancing with the ability to significantly reduce transmissions and hospitalizations. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s13690-021-00778-y. |
format | Online Article Text |
id | pubmed-8742165 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-87421652022-01-10 Using a stochastic continuous-time Markov chain model to examine alternative timing and duration of the COVID-19 lockdown in Kuwait: what can be done now? Al-Zoughool, Mustafa Oraby, Tamer Vainio, Harri Gasana, Janvier Longenecker, Joseph Al Ali, Walid AlSeaidan, Mohammad Elsaadany, Susie Tyshenko, Michael G. Arch Public Health Research BACKGROUND: Kuwait had its first COVID-19 in late February, and until October 6, 2020 it recorded 108,268 cases and 632 deaths. Despite implementing one of the strictest control measures-including a three-week complete lockdown, there was no sign of a declining epidemic curve. The objective of the current analyses is to determine, hypothetically, the optimal timing and duration of a full lockdown in Kuwait that would result in controlling new infections and lead to a substantial reduction in case hospitalizations. METHODS: The analysis was conducted using a stochastic Continuous-Time Markov Chain (CTMC), eight state model that depicts the disease transmission and spread of SARS-CoV 2. Transmission of infection occurs between individuals through social contacts at home, in schools, at work, and during other communal activities. RESULTS: The model shows that a lockdown 10 days before the epidemic peak for 90 days is optimal but a more realistic duration of 45 days can achieve about a 45% reduction in both new infections and case hospitalizations. CONCLUSIONS: In the view of the forthcoming waves of the COVID19 pandemic anticipated in Kuwait using a correctly-timed and sufficiently long lockdown represents a workable management strategy that encompasses the most stringent form of social distancing with the ability to significantly reduce transmissions and hospitalizations. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s13690-021-00778-y. BioMed Central 2022-01-08 /pmc/articles/PMC8742165/ /pubmed/34998438 http://dx.doi.org/10.1186/s13690-021-00778-y Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open AccessThis 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/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
spellingShingle | Research Al-Zoughool, Mustafa Oraby, Tamer Vainio, Harri Gasana, Janvier Longenecker, Joseph Al Ali, Walid AlSeaidan, Mohammad Elsaadany, Susie Tyshenko, Michael G. Using a stochastic continuous-time Markov chain model to examine alternative timing and duration of the COVID-19 lockdown in Kuwait: what can be done now? |
title | Using a stochastic continuous-time Markov chain model to examine alternative timing and duration of the COVID-19 lockdown in Kuwait: what can be done now? |
title_full | Using a stochastic continuous-time Markov chain model to examine alternative timing and duration of the COVID-19 lockdown in Kuwait: what can be done now? |
title_fullStr | Using a stochastic continuous-time Markov chain model to examine alternative timing and duration of the COVID-19 lockdown in Kuwait: what can be done now? |
title_full_unstemmed | Using a stochastic continuous-time Markov chain model to examine alternative timing and duration of the COVID-19 lockdown in Kuwait: what can be done now? |
title_short | Using a stochastic continuous-time Markov chain model to examine alternative timing and duration of the COVID-19 lockdown in Kuwait: what can be done now? |
title_sort | using a stochastic continuous-time markov chain model to examine alternative timing and duration of the covid-19 lockdown in kuwait: what can be done now? |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8742165/ https://www.ncbi.nlm.nih.gov/pubmed/34998438 http://dx.doi.org/10.1186/s13690-021-00778-y |
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