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The role of European health system characteristics in affecting Covid 19 lethality during the early days of the pandemic

This article examines the main factors affecting COVID-19 lethality across 16 European Countries with a focus on the role of health system characteristics during the first phase of the diffusion of the virus. Specifically, we investigate the leading causes of lethality at 10, 20, 30, 40 days in the...

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Autores principales: Giancotti, Monica, Lopreite, Milena, Mauro, Marianna, Puliga, Michelangelo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8660820/
https://www.ncbi.nlm.nih.gov/pubmed/34887452
http://dx.doi.org/10.1038/s41598-021-03120-2
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author Giancotti, Monica
Lopreite, Milena
Mauro, Marianna
Puliga, Michelangelo
author_facet Giancotti, Monica
Lopreite, Milena
Mauro, Marianna
Puliga, Michelangelo
author_sort Giancotti, Monica
collection PubMed
description This article examines the main factors affecting COVID-19 lethality across 16 European Countries with a focus on the role of health system characteristics during the first phase of the diffusion of the virus. Specifically, we investigate the leading causes of lethality at 10, 20, 30, 40 days in the first hit of the pandemic. Using a random forest regression (ML), with lethality as outcome variable, we show that the percentage of people older than 65 years (with two or more chronic diseases) is the main predictor variable of lethality by COVID-19, followed by the number of hospital intensive care unit beds, investments in healthcare spending compared to GDP, number of nurses and doctors. Moreover, the variable of general practitioners has little but significant predicting quality. These findings contribute to provide evidence for the prediction of lethality caused by COVID-19 in Europe and open the discussion on health policy and management of health care and ICU beds during a severe epidemic.
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spelling pubmed-86608202021-12-13 The role of European health system characteristics in affecting Covid 19 lethality during the early days of the pandemic Giancotti, Monica Lopreite, Milena Mauro, Marianna Puliga, Michelangelo Sci Rep Article This article examines the main factors affecting COVID-19 lethality across 16 European Countries with a focus on the role of health system characteristics during the first phase of the diffusion of the virus. Specifically, we investigate the leading causes of lethality at 10, 20, 30, 40 days in the first hit of the pandemic. Using a random forest regression (ML), with lethality as outcome variable, we show that the percentage of people older than 65 years (with two or more chronic diseases) is the main predictor variable of lethality by COVID-19, followed by the number of hospital intensive care unit beds, investments in healthcare spending compared to GDP, number of nurses and doctors. Moreover, the variable of general practitioners has little but significant predicting quality. These findings contribute to provide evidence for the prediction of lethality caused by COVID-19 in Europe and open the discussion on health policy and management of health care and ICU beds during a severe epidemic. Nature Publishing Group UK 2021-12-09 /pmc/articles/PMC8660820/ /pubmed/34887452 http://dx.doi.org/10.1038/s41598-021-03120-2 Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open Access This 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/) .
spellingShingle Article
Giancotti, Monica
Lopreite, Milena
Mauro, Marianna
Puliga, Michelangelo
The role of European health system characteristics in affecting Covid 19 lethality during the early days of the pandemic
title The role of European health system characteristics in affecting Covid 19 lethality during the early days of the pandemic
title_full The role of European health system characteristics in affecting Covid 19 lethality during the early days of the pandemic
title_fullStr The role of European health system characteristics in affecting Covid 19 lethality during the early days of the pandemic
title_full_unstemmed The role of European health system characteristics in affecting Covid 19 lethality during the early days of the pandemic
title_short The role of European health system characteristics in affecting Covid 19 lethality during the early days of the pandemic
title_sort role of european health system characteristics in affecting covid 19 lethality during the early days of the pandemic
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8660820/
https://www.ncbi.nlm.nih.gov/pubmed/34887452
http://dx.doi.org/10.1038/s41598-021-03120-2
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