Cargando…

A new look at weather-related health impacts through functional regression

A major challenge of climate change adaptation is to assess the effect of changing weather on human health. In spite of an increasing literature on the weather-related health subject, many aspect of the relationship are not known, limiting the predictive power of epidemiologic models. The present pa...

Descripción completa

Detalles Bibliográficos
Autores principales: Masselot, Pierre, Chebana, Fateh, Ouarda, Taha B. M. J., Bélanger, Diane, St-Hilaire, André, Gosselin, Pierre
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6189063/
https://www.ncbi.nlm.nih.gov/pubmed/30323248
http://dx.doi.org/10.1038/s41598-018-33626-1
_version_ 1783363292586049536
author Masselot, Pierre
Chebana, Fateh
Ouarda, Taha B. M. J.
Bélanger, Diane
St-Hilaire, André
Gosselin, Pierre
author_facet Masselot, Pierre
Chebana, Fateh
Ouarda, Taha B. M. J.
Bélanger, Diane
St-Hilaire, André
Gosselin, Pierre
author_sort Masselot, Pierre
collection PubMed
description A major challenge of climate change adaptation is to assess the effect of changing weather on human health. In spite of an increasing literature on the weather-related health subject, many aspect of the relationship are not known, limiting the predictive power of epidemiologic models. The present paper proposes new models to improve the performances of the currently used ones. The proposed models are based on functional data analysis (FDA), a statistical framework dealing with continuous curves instead of scalar time series. The models are applied to the temperature-related cardiovascular mortality issue in Montreal. By making use of the whole information available, the proposed models improve the prediction of cardiovascular mortality according to temperature. In addition, results shed new lights on the relationship by quantifying physiological adaptation effects. These results, not found with classical model, illustrate the potential of FDA approaches.
format Online
Article
Text
id pubmed-6189063
institution National Center for Biotechnology Information
language English
publishDate 2018
publisher Nature Publishing Group UK
record_format MEDLINE/PubMed
spelling pubmed-61890632018-10-22 A new look at weather-related health impacts through functional regression Masselot, Pierre Chebana, Fateh Ouarda, Taha B. M. J. Bélanger, Diane St-Hilaire, André Gosselin, Pierre Sci Rep Article A major challenge of climate change adaptation is to assess the effect of changing weather on human health. In spite of an increasing literature on the weather-related health subject, many aspect of the relationship are not known, limiting the predictive power of epidemiologic models. The present paper proposes new models to improve the performances of the currently used ones. The proposed models are based on functional data analysis (FDA), a statistical framework dealing with continuous curves instead of scalar time series. The models are applied to the temperature-related cardiovascular mortality issue in Montreal. By making use of the whole information available, the proposed models improve the prediction of cardiovascular mortality according to temperature. In addition, results shed new lights on the relationship by quantifying physiological adaptation effects. These results, not found with classical model, illustrate the potential of FDA approaches. Nature Publishing Group UK 2018-10-15 /pmc/articles/PMC6189063/ /pubmed/30323248 http://dx.doi.org/10.1038/s41598-018-33626-1 Text en © The Author(s) 2018 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 license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license 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 license, visit http://creativecommons.org/licenses/by/4.0/.
spellingShingle Article
Masselot, Pierre
Chebana, Fateh
Ouarda, Taha B. M. J.
Bélanger, Diane
St-Hilaire, André
Gosselin, Pierre
A new look at weather-related health impacts through functional regression
title A new look at weather-related health impacts through functional regression
title_full A new look at weather-related health impacts through functional regression
title_fullStr A new look at weather-related health impacts through functional regression
title_full_unstemmed A new look at weather-related health impacts through functional regression
title_short A new look at weather-related health impacts through functional regression
title_sort new look at weather-related health impacts through functional regression
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6189063/
https://www.ncbi.nlm.nih.gov/pubmed/30323248
http://dx.doi.org/10.1038/s41598-018-33626-1
work_keys_str_mv AT masselotpierre anewlookatweatherrelatedhealthimpactsthroughfunctionalregression
AT chebanafateh anewlookatweatherrelatedhealthimpactsthroughfunctionalregression
AT ouardatahabmj anewlookatweatherrelatedhealthimpactsthroughfunctionalregression
AT belangerdiane anewlookatweatherrelatedhealthimpactsthroughfunctionalregression
AT sthilaireandre anewlookatweatherrelatedhealthimpactsthroughfunctionalregression
AT gosselinpierre anewlookatweatherrelatedhealthimpactsthroughfunctionalregression
AT masselotpierre newlookatweatherrelatedhealthimpactsthroughfunctionalregression
AT chebanafateh newlookatweatherrelatedhealthimpactsthroughfunctionalregression
AT ouardatahabmj newlookatweatherrelatedhealthimpactsthroughfunctionalregression
AT belangerdiane newlookatweatherrelatedhealthimpactsthroughfunctionalregression
AT sthilaireandre newlookatweatherrelatedhealthimpactsthroughfunctionalregression
AT gosselinpierre newlookatweatherrelatedhealthimpactsthroughfunctionalregression