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...
Autores principales: | , |
---|---|
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 |