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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...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2018
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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 |
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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 |
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