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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...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2021
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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. |
format | Online Article Text |
id | pubmed-8660820 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
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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