Effects of environmental conditions on COVID-19 morbidity as an example of multicausality: a multi-city case study in Italy

The coronavirus disease 2019 (COVID-19), caused by the severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), broke out in December 2019 in Wuhan city, in the Hubei province of China. Since then, it has spread practically all over the world, disrupting many human activities. In temperate clim...

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Published in:Frontiers in Public Health
Main Authors: Andrea Murari, Michela Gelfusa, Teddy Craciunescu, Claudio Gelfusa, Pasquale Gaudio, Gianluigi Bovesecchi, Riccardo Rossi
Format: Article in Journal/Newspaper
Language:English
Published: Frontiers Media S.A. 2023
Subjects:
Online Access:https://doi.org/10.3389/fpubh.2023.1222389
https://doaj.org/article/88dc82c9110341d4a80b0c9bc43f2206
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spelling ftdoajarticles:oai:doaj.org/article:88dc82c9110341d4a80b0c9bc43f2206 2023-12-03T10:22:45+01:00 Effects of environmental conditions on COVID-19 morbidity as an example of multicausality: a multi-city case study in Italy Andrea Murari Michela Gelfusa Teddy Craciunescu Claudio Gelfusa Pasquale Gaudio Gianluigi Bovesecchi Riccardo Rossi 2023-10-01T00:00:00Z https://doi.org/10.3389/fpubh.2023.1222389 https://doaj.org/article/88dc82c9110341d4a80b0c9bc43f2206 EN eng Frontiers Media S.A. https://www.frontiersin.org/articles/10.3389/fpubh.2023.1222389/full https://doaj.org/toc/2296-2565 2296-2565 doi:10.3389/fpubh.2023.1222389 https://doaj.org/article/88dc82c9110341d4a80b0c9bc43f2206 Frontiers in Public Health, Vol 11 (2023) COVID-19 air quality pollutants particulate wind public policies Public aspects of medicine RA1-1270 article 2023 ftdoajarticles https://doi.org/10.3389/fpubh.2023.1222389 2023-11-05T01:43:52Z The coronavirus disease 2019 (COVID-19), caused by the severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), broke out in December 2019 in Wuhan city, in the Hubei province of China. Since then, it has spread practically all over the world, disrupting many human activities. In temperate climates overwhelming evidence indicates that its incidence increases significantly during the cold season. Italy was one of the first nations, in which COVID-19 reached epidemic proportions, already at the beginning of 2020. There is therefore enough data to perform a systematic investigation of the correlation between the spread of the virus and the environmental conditions. The objective of this study is the investigation of the relationship between the virus diffusion and the weather, including temperature, wind, humidity and air quality, before the rollout of any vaccine and including rapid variation of the pollutants (not only their long term effects as reported in the literature). Regarding them methodology, given the complexity of the problem and the sparse data, robust statistical tools based on ranking (Spearman and Kendall correlation coefficients) and innovative dynamical system analysis techniques (recurrence plots) have been deployed to disentangle the different influences. In terms of results, the evidence indicates that, even if temperature plays a fundamental role, the morbidity of COVID-19 depends also on other factors. At the aggregate level of major cities, air pollution and the environmental quantities affecting it, particularly the wind intensity, have no negligible effect. This evidence should motivate a rethinking of the public policies related to the containment of this type of airborne infectious diseases, particularly information gathering and traffic management. Article in Journal/Newspaper First Nations Directory of Open Access Journals: DOAJ Articles Kendall ENVELOPE(-59.828,-59.828,-63.497,-63.497) Frontiers in Public Health 11
institution Open Polar
collection Directory of Open Access Journals: DOAJ Articles
op_collection_id ftdoajarticles
language English
topic COVID-19
air quality
pollutants
particulate
wind
public policies
Public aspects of medicine
RA1-1270
spellingShingle COVID-19
air quality
pollutants
particulate
wind
public policies
Public aspects of medicine
RA1-1270
Andrea Murari
Michela Gelfusa
Teddy Craciunescu
Claudio Gelfusa
Pasquale Gaudio
Gianluigi Bovesecchi
Riccardo Rossi
Effects of environmental conditions on COVID-19 morbidity as an example of multicausality: a multi-city case study in Italy
topic_facet COVID-19
air quality
pollutants
particulate
wind
public policies
Public aspects of medicine
RA1-1270
description The coronavirus disease 2019 (COVID-19), caused by the severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), broke out in December 2019 in Wuhan city, in the Hubei province of China. Since then, it has spread practically all over the world, disrupting many human activities. In temperate climates overwhelming evidence indicates that its incidence increases significantly during the cold season. Italy was one of the first nations, in which COVID-19 reached epidemic proportions, already at the beginning of 2020. There is therefore enough data to perform a systematic investigation of the correlation between the spread of the virus and the environmental conditions. The objective of this study is the investigation of the relationship between the virus diffusion and the weather, including temperature, wind, humidity and air quality, before the rollout of any vaccine and including rapid variation of the pollutants (not only their long term effects as reported in the literature). Regarding them methodology, given the complexity of the problem and the sparse data, robust statistical tools based on ranking (Spearman and Kendall correlation coefficients) and innovative dynamical system analysis techniques (recurrence plots) have been deployed to disentangle the different influences. In terms of results, the evidence indicates that, even if temperature plays a fundamental role, the morbidity of COVID-19 depends also on other factors. At the aggregate level of major cities, air pollution and the environmental quantities affecting it, particularly the wind intensity, have no negligible effect. This evidence should motivate a rethinking of the public policies related to the containment of this type of airborne infectious diseases, particularly information gathering and traffic management.
format Article in Journal/Newspaper
author Andrea Murari
Michela Gelfusa
Teddy Craciunescu
Claudio Gelfusa
Pasquale Gaudio
Gianluigi Bovesecchi
Riccardo Rossi
author_facet Andrea Murari
Michela Gelfusa
Teddy Craciunescu
Claudio Gelfusa
Pasquale Gaudio
Gianluigi Bovesecchi
Riccardo Rossi
author_sort Andrea Murari
title Effects of environmental conditions on COVID-19 morbidity as an example of multicausality: a multi-city case study in Italy
title_short Effects of environmental conditions on COVID-19 morbidity as an example of multicausality: a multi-city case study in Italy
title_full Effects of environmental conditions on COVID-19 morbidity as an example of multicausality: a multi-city case study in Italy
title_fullStr Effects of environmental conditions on COVID-19 morbidity as an example of multicausality: a multi-city case study in Italy
title_full_unstemmed Effects of environmental conditions on COVID-19 morbidity as an example of multicausality: a multi-city case study in Italy
title_sort effects of environmental conditions on covid-19 morbidity as an example of multicausality: a multi-city case study in italy
publisher Frontiers Media S.A.
publishDate 2023
url https://doi.org/10.3389/fpubh.2023.1222389
https://doaj.org/article/88dc82c9110341d4a80b0c9bc43f2206
long_lat ENVELOPE(-59.828,-59.828,-63.497,-63.497)
geographic Kendall
geographic_facet Kendall
genre First Nations
genre_facet First Nations
op_source Frontiers in Public Health, Vol 11 (2023)
op_relation https://www.frontiersin.org/articles/10.3389/fpubh.2023.1222389/full
https://doaj.org/toc/2296-2565
2296-2565
doi:10.3389/fpubh.2023.1222389
https://doaj.org/article/88dc82c9110341d4a80b0c9bc43f2206
op_doi https://doi.org/10.3389/fpubh.2023.1222389
container_title Frontiers in Public Health
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