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 (...
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ftdoajarticles:oai:doaj.org/article:3e7a865dc4244117a32fbd77e084e831 2023-05-15T15:27:06+02:00 Disentangling conditional effects of multiple regime shifts on Atlantic cod productivity. Tommi Perälä Esben M Olsen Jeffrey A Hutchings 2020-01-01T00:00:00Z https://doi.org/10.1371/journal.pone.0237414 https://doaj.org/article/3e7a865dc4244117a32fbd77e084e831 EN eng Public Library of Science (PLoS) https://doi.org/10.1371/journal.pone.0237414 https://doaj.org/toc/1932-6203 1932-6203 doi:10.1371/journal.pone.0237414 https://doaj.org/article/3e7a865dc4244117a32fbd77e084e831 PLoS ONE, Vol 15, Iss 11, p e0237414 (2020) Medicine R Science Q article 2020 ftdoajarticles https://doi.org/10.1371/journal.pone.0237414 2022-12-31T13:53:45Z 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. Article in Journal/Newspaper atlantic cod North Atlantic North Atlantic oscillation Directory of Open Access Journals: DOAJ Articles PLOS ONE 15 11 e0237414 |
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Directory of Open Access Journals: DOAJ Articles |
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Medicine R Science Q |
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Medicine R Science Q Tommi Perälä Esben M Olsen Jeffrey A Hutchings Disentangling conditional effects of multiple regime shifts on Atlantic cod productivity. |
topic_facet |
Medicine R Science Q |
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 |
Article in Journal/Newspaper |
author |
Tommi Perälä Esben M Olsen Jeffrey A Hutchings |
author_facet |
Tommi Perälä Esben M Olsen Jeffrey A Hutchings |
author_sort |
Tommi Perälä |
title |
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_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_sort |
disentangling conditional effects of multiple regime shifts on atlantic cod productivity. |
publisher |
Public Library of Science (PLoS) |
publishDate |
2020 |
url |
https://doi.org/10.1371/journal.pone.0237414 https://doaj.org/article/3e7a865dc4244117a32fbd77e084e831 |
genre |
atlantic cod North Atlantic North Atlantic oscillation |
genre_facet |
atlantic cod North Atlantic North Atlantic oscillation |
op_source |
PLoS ONE, Vol 15, Iss 11, p e0237414 (2020) |
op_relation |
https://doi.org/10.1371/journal.pone.0237414 https://doaj.org/toc/1932-6203 1932-6203 doi:10.1371/journal.pone.0237414 https://doaj.org/article/3e7a865dc4244117a32fbd77e084e831 |
op_doi |
https://doi.org/10.1371/journal.pone.0237414 |
container_title |
PLOS ONE |
container_volume |
15 |
container_issue |
11 |
container_start_page |
e0237414 |
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1766357558119890944 |