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Spread of COVID-19 through Georgia, USA. Near-term projections and impacts of social distancing via a metapopulation model
Epidemiological forecasts of COVID-19 spread at the country and/or state level have helped shape public health interventions. However, such models leave a scale-gap between the spatial resolution of actionable information (i.e. the county or city level) and that of modeled viral spread. States and n...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Cold Spring Harbor Laboratory
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7273258/ https://www.ncbi.nlm.nih.gov/pubmed/32511490 http://dx.doi.org/10.1101/2020.05.28.20115642 |
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author | Beckett, Stephen J Dominguez-Mirazo, Marian Lee, Seolha Andris, Clio Weitz, Joshua S |
author_facet | Beckett, Stephen J Dominguez-Mirazo, Marian Lee, Seolha Andris, Clio Weitz, Joshua S |
author_sort | Beckett, Stephen J |
collection | PubMed |
description | Epidemiological forecasts of COVID-19 spread at the country and/or state level have helped shape public health interventions. However, such models leave a scale-gap between the spatial resolution of actionable information (i.e. the county or city level) and that of modeled viral spread. States and nations are not spatially homogeneous and different areas may vary in disease risk and severity. For example, COVID-19 has age-stratified risk. Similarly, ICU units, PPE and other vital equipment are not equally distributed within states. Here, we implement a county-level epidemiological framework to assess and forecast COVID-19 spread through Georgia, where 1,933 people have died from COVID-19 and 44,638 cases have been documented as of May 27, 2020. We find that county-level forecasts trained on heterogeneity due to clustered events can continue to predict epidemic spread over multi-week periods, potentially serving efforts to prepare medical resources, manage supply chains, and develop targeted public health interventions. We find that the premature removal of physical (social) distancing could lead to rapid increases in cases or the emergence of sustained plateaus of elevated fatalities. |
format | Online Article Text |
id | pubmed-7273258 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Cold Spring Harbor Laboratory |
record_format | MEDLINE/PubMed |
spelling | pubmed-72732582020-06-07 Spread of COVID-19 through Georgia, USA. Near-term projections and impacts of social distancing via a metapopulation model Beckett, Stephen J Dominguez-Mirazo, Marian Lee, Seolha Andris, Clio Weitz, Joshua S medRxiv Article Epidemiological forecasts of COVID-19 spread at the country and/or state level have helped shape public health interventions. However, such models leave a scale-gap between the spatial resolution of actionable information (i.e. the county or city level) and that of modeled viral spread. States and nations are not spatially homogeneous and different areas may vary in disease risk and severity. For example, COVID-19 has age-stratified risk. Similarly, ICU units, PPE and other vital equipment are not equally distributed within states. Here, we implement a county-level epidemiological framework to assess and forecast COVID-19 spread through Georgia, where 1,933 people have died from COVID-19 and 44,638 cases have been documented as of May 27, 2020. We find that county-level forecasts trained on heterogeneity due to clustered events can continue to predict epidemic spread over multi-week periods, potentially serving efforts to prepare medical resources, manage supply chains, and develop targeted public health interventions. We find that the premature removal of physical (social) distancing could lead to rapid increases in cases or the emergence of sustained plateaus of elevated fatalities. Cold Spring Harbor Laboratory 2020-06-01 /pmc/articles/PMC7273258/ /pubmed/32511490 http://dx.doi.org/10.1101/2020.05.28.20115642 Text en https://creativecommons.org/licenses/by/4.0/This work is licensed under a Creative Commons Attribution 4.0 International License (https://creativecommons.org/licenses/by/4.0/) , which allows reusers to distribute, remix, adapt, and build upon the material in any medium or format, so long as attribution is given to the creator. The license allows for commercial use. |
spellingShingle | Article Beckett, Stephen J Dominguez-Mirazo, Marian Lee, Seolha Andris, Clio Weitz, Joshua S Spread of COVID-19 through Georgia, USA. Near-term projections and impacts of social distancing via a metapopulation model |
title |
Spread of COVID-19 through Georgia, USA. Near-term projections and impacts of social distancing via a metapopulation model
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title_full |
Spread of COVID-19 through Georgia, USA. Near-term projections and impacts of social distancing via a metapopulation model
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title_fullStr |
Spread of COVID-19 through Georgia, USA. Near-term projections and impacts of social distancing via a metapopulation model
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title_full_unstemmed |
Spread of COVID-19 through Georgia, USA. Near-term projections and impacts of social distancing via a metapopulation model
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title_short |
Spread of COVID-19 through Georgia, USA. Near-term projections and impacts of social distancing via a metapopulation model
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title_sort | spread of covid-19 through georgia, usa. near-term projections and impacts of social distancing via a metapopulation model |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7273258/ https://www.ncbi.nlm.nih.gov/pubmed/32511490 http://dx.doi.org/10.1101/2020.05.28.20115642 |
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