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Disentangling conditional effects of multiple regime shifts on Atlantic cod productivity
Regime shifts are increasingly prevalent in the ecological literature. However, definitions vary and detection methods are still developing. Here, we employ a novel statistical algorithm based on the Bayesian online change-point detection framework to simultaneously identify shifts in the mean and (...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7703953/ https://www.ncbi.nlm.nih.gov/pubmed/33253180 http://dx.doi.org/10.1371/journal.pone.0237414 |
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author | Perälä, Tommi Olsen, Esben M. Hutchings, Jeffrey A. |
author_facet | Perälä, Tommi Olsen, Esben M. Hutchings, Jeffrey A. |
author_sort | Perälä, Tommi |
collection | PubMed |
description | Regime shifts are increasingly prevalent in the ecological literature. However, definitions vary and detection methods are still developing. Here, we employ a novel statistical algorithm based on the Bayesian online change-point detection framework to simultaneously identify shifts in the mean and (or) variance of time series data. We detected multiple regime shifts in long-term (59–154 years) patterns of coastal Norwegian Atlantic cod (>70% decline) and putative drivers of cod productivity: North Atlantic Oscillation (NAO); sea-surface temperature; zooplankton abundance; fishing mortality (F). The consequences of an environmental or climate-related regime shift on cod productivity are accentuated when regime shifts coincide, fishing mortality is high, and populations are small. The analyses suggest that increasing F increasingly sensitized cod in the mid 1970s and late 1990s to regime shifts in NAO, zooplankton abundance, and water temperature. Our work underscores the necessity of accounting for human-induced mortality in regime shift analyses of marine ecosystems. |
format | Online Article Text |
id | pubmed-7703953 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-77039532020-12-03 Disentangling conditional effects of multiple regime shifts on Atlantic cod productivity Perälä, Tommi Olsen, Esben M. Hutchings, Jeffrey A. PLoS One Research Article Regime shifts are increasingly prevalent in the ecological literature. However, definitions vary and detection methods are still developing. Here, we employ a novel statistical algorithm based on the Bayesian online change-point detection framework to simultaneously identify shifts in the mean and (or) variance of time series data. We detected multiple regime shifts in long-term (59–154 years) patterns of coastal Norwegian Atlantic cod (>70% decline) and putative drivers of cod productivity: North Atlantic Oscillation (NAO); sea-surface temperature; zooplankton abundance; fishing mortality (F). The consequences of an environmental or climate-related regime shift on cod productivity are accentuated when regime shifts coincide, fishing mortality is high, and populations are small. The analyses suggest that increasing F increasingly sensitized cod in the mid 1970s and late 1990s to regime shifts in NAO, zooplankton abundance, and water temperature. Our work underscores the necessity of accounting for human-induced mortality in regime shift analyses of marine ecosystems. Public Library of Science 2020-11-30 /pmc/articles/PMC7703953/ /pubmed/33253180 http://dx.doi.org/10.1371/journal.pone.0237414 Text en © 2020 Perälä et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Perälä, Tommi Olsen, Esben M. Hutchings, Jeffrey A. Disentangling conditional effects of multiple regime shifts on Atlantic cod productivity |
title | Disentangling conditional effects of multiple regime shifts on Atlantic cod productivity |
title_full | Disentangling conditional effects of multiple regime shifts on Atlantic cod productivity |
title_fullStr | Disentangling conditional effects of multiple regime shifts on Atlantic cod productivity |
title_full_unstemmed | Disentangling conditional effects of multiple regime shifts on Atlantic cod productivity |
title_short | Disentangling conditional effects of multiple regime shifts on Atlantic cod productivity |
title_sort | disentangling conditional effects of multiple regime shifts on atlantic cod productivity |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7703953/ https://www.ncbi.nlm.nih.gov/pubmed/33253180 http://dx.doi.org/10.1371/journal.pone.0237414 |
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