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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...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group
2016
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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. |
format | Online Article Text |
id | pubmed-4944154 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Nature Publishing Group |
record_format | MEDLINE/PubMed |
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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