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On the use of composite analyses to form physical hypotheses: An example from heat wave – SST associations

This paper highlights some caveats in using composite analyses to form physical hypotheses on the associations between environmental variables. This is illustrated using a specific example, namely the apparent links between heat waves (HWs) and sea surface temperatures (SSTs). In this case study, a...

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Detalles Bibliográficos
Autores principales: Boschat, Ghyslaine, Simmonds, Ian, Purich, Ariaan, Cowan, Tim, Pezza, Alexandre Bernardes
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4944154/
https://www.ncbi.nlm.nih.gov/pubmed/27412238
http://dx.doi.org/10.1038/srep29599
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author Boschat, Ghyslaine
Simmonds, Ian
Purich, Ariaan
Cowan, Tim
Pezza, Alexandre Bernardes
author_facet Boschat, Ghyslaine
Simmonds, Ian
Purich, Ariaan
Cowan, Tim
Pezza, Alexandre Bernardes
author_sort Boschat, Ghyslaine
collection PubMed
description This paper highlights some caveats in using composite analyses to form physical hypotheses on the associations between environmental variables. This is illustrated using a specific example, namely the apparent links between heat waves (HWs) and sea surface temperatures (SSTs). In this case study, a composite analysis is performed to show the large-scale and regional SST conditions observed during summer HWs in Perth, southwest Australia. Composite results initially point to the importance of the subtropical South Indian Ocean, where physically coherent SST dipole anomalies appear to form a necessary condition for HWs to develop across southwest Australia. However, sensitivity tests based on pattern correlation analyses indicate that the vast majority of days when the identified SST pattern appears are overwhelmingly not associated with observed HWs, which suggests that this is definitely not a sufficient condition for HW development. Very similar findings are obtained from the analyses of 15 coupled climate model simulations. The results presented here have pertinent implications and applications for other climate case studies, and highlight the importance of applying comprehensive statistical approaches before making physical inferences on apparent climate associations.
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spelling pubmed-49441542016-07-26 On the use of composite analyses to form physical hypotheses: An example from heat wave – SST associations Boschat, Ghyslaine Simmonds, Ian Purich, Ariaan Cowan, Tim Pezza, Alexandre Bernardes Sci Rep Article This paper highlights some caveats in using composite analyses to form physical hypotheses on the associations between environmental variables. This is illustrated using a specific example, namely the apparent links between heat waves (HWs) and sea surface temperatures (SSTs). In this case study, a composite analysis is performed to show the large-scale and regional SST conditions observed during summer HWs in Perth, southwest Australia. Composite results initially point to the importance of the subtropical South Indian Ocean, where physically coherent SST dipole anomalies appear to form a necessary condition for HWs to develop across southwest Australia. However, sensitivity tests based on pattern correlation analyses indicate that the vast majority of days when the identified SST pattern appears are overwhelmingly not associated with observed HWs, which suggests that this is definitely not a sufficient condition for HW development. Very similar findings are obtained from the analyses of 15 coupled climate model simulations. The results presented here have pertinent implications and applications for other climate case studies, and highlight the importance of applying comprehensive statistical approaches before making physical inferences on apparent climate associations. Nature Publishing Group 2016-07-14 /pmc/articles/PMC4944154/ /pubmed/27412238 http://dx.doi.org/10.1038/srep29599 Text en Copyright © 2016, Macmillan Publishers Limited http://creativecommons.org/licenses/by/4.0/ This work is licensed under a Creative Commons Attribution 4.0 International License. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in the credit line; if the material is not included under the Creative Commons license, users will need to obtain permission from the license holder to reproduce the material. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/
spellingShingle Article
Boschat, Ghyslaine
Simmonds, Ian
Purich, Ariaan
Cowan, Tim
Pezza, Alexandre Bernardes
On the use of composite analyses to form physical hypotheses: An example from heat wave – SST associations
title On the use of composite analyses to form physical hypotheses: An example from heat wave – SST associations
title_full On the use of composite analyses to form physical hypotheses: An example from heat wave – SST associations
title_fullStr On the use of composite analyses to form physical hypotheses: An example from heat wave – SST associations
title_full_unstemmed On the use of composite analyses to form physical hypotheses: An example from heat wave – SST associations
title_short On the use of composite analyses to form physical hypotheses: An example from heat wave – SST associations
title_sort on the use of composite analyses to form physical hypotheses: an example from heat wave – sst associations
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4944154/
https://www.ncbi.nlm.nih.gov/pubmed/27412238
http://dx.doi.org/10.1038/srep29599
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