Cargando…

The impact of community containment implementation timing on the spread of COVID-19: A simulation study

Background: Community containment is one of the common methods used to mitigate infectious disease outbreaks. The effectiveness of such a method depends on how strictly it is applied and the timing of its implementation. An early start and being strict is very effective; however, at the same time, i...

Descripción completa

Detalles Bibliográficos
Autores principales: Mohsen, Attayeb, Alarabi, Ahmed
Formato: Online Artículo Texto
Lenguaje:English
Publicado: F1000 Research Limited 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7463296/
https://www.ncbi.nlm.nih.gov/pubmed/32913638
http://dx.doi.org/10.12688/f1000research.24156.1
_version_ 1783577099246764032
author Mohsen, Attayeb
Alarabi, Ahmed
author_facet Mohsen, Attayeb
Alarabi, Ahmed
author_sort Mohsen, Attayeb
collection PubMed
description Background: Community containment is one of the common methods used to mitigate infectious disease outbreaks. The effectiveness of such a method depends on how strictly it is applied and the timing of its implementation. An early start and being strict is very effective; however, at the same time, it impacts freedom and economic opportunity. Here we created a simulation model to understand the effect of the starting day of community containment on the final outcome, that is, the number of those infected, hospitalized and those that died, as we followed the dynamics of COVID-19 pandemic. Methods: We used a stochastic recursive simulation method to apply disease outbreak dynamics measures of COVID-19 as an example to simulate disease spread. Parameters are allowed to be randomly assigned between higher and lower values obtained from published COVID-19 literature. Results: We simulated the dynamics of COVID-19 spread, calculated the number of active infections, hospitalizations and deaths as the outcome of our simulation and compared these results with real world data. We also represented the details of the spread in a network graph structure, and shared the code for the simulation model to be used for examining other variables. Conclusions: Early implementation of community containment has a big impact on the final outcome of an outbreak.
format Online
Article
Text
id pubmed-7463296
institution National Center for Biotechnology Information
language English
publishDate 2020
publisher F1000 Research Limited
record_format MEDLINE/PubMed
spelling pubmed-74632962020-09-09 The impact of community containment implementation timing on the spread of COVID-19: A simulation study Mohsen, Attayeb Alarabi, Ahmed F1000Res Research Article Background: Community containment is one of the common methods used to mitigate infectious disease outbreaks. The effectiveness of such a method depends on how strictly it is applied and the timing of its implementation. An early start and being strict is very effective; however, at the same time, it impacts freedom and economic opportunity. Here we created a simulation model to understand the effect of the starting day of community containment on the final outcome, that is, the number of those infected, hospitalized and those that died, as we followed the dynamics of COVID-19 pandemic. Methods: We used a stochastic recursive simulation method to apply disease outbreak dynamics measures of COVID-19 as an example to simulate disease spread. Parameters are allowed to be randomly assigned between higher and lower values obtained from published COVID-19 literature. Results: We simulated the dynamics of COVID-19 spread, calculated the number of active infections, hospitalizations and deaths as the outcome of our simulation and compared these results with real world data. We also represented the details of the spread in a network graph structure, and shared the code for the simulation model to be used for examining other variables. Conclusions: Early implementation of community containment has a big impact on the final outcome of an outbreak. F1000 Research Limited 2020-05-27 /pmc/articles/PMC7463296/ /pubmed/32913638 http://dx.doi.org/10.12688/f1000research.24156.1 Text en Copyright: © 2020 Mohsen A and Alarabi A http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution Licence, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Mohsen, Attayeb
Alarabi, Ahmed
The impact of community containment implementation timing on the spread of COVID-19: A simulation study
title The impact of community containment implementation timing on the spread of COVID-19: A simulation study
title_full The impact of community containment implementation timing on the spread of COVID-19: A simulation study
title_fullStr The impact of community containment implementation timing on the spread of COVID-19: A simulation study
title_full_unstemmed The impact of community containment implementation timing on the spread of COVID-19: A simulation study
title_short The impact of community containment implementation timing on the spread of COVID-19: A simulation study
title_sort impact of community containment implementation timing on the spread of covid-19: a simulation study
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7463296/
https://www.ncbi.nlm.nih.gov/pubmed/32913638
http://dx.doi.org/10.12688/f1000research.24156.1
work_keys_str_mv AT mohsenattayeb theimpactofcommunitycontainmentimplementationtimingonthespreadofcovid19asimulationstudy
AT alarabiahmed theimpactofcommunitycontainmentimplementationtimingonthespreadofcovid19asimulationstudy
AT mohsenattayeb impactofcommunitycontainmentimplementationtimingonthespreadofcovid19asimulationstudy
AT alarabiahmed impactofcommunitycontainmentimplementationtimingonthespreadofcovid19asimulationstudy