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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Published in:PLOS ONE
Main Authors: Perälä, Tommi, Olsen, Esben M., Hutchings, Jeffrey A.
Format: Article in Journal/Newspaper
Language:English
Published: Public Library of Science 2020
Subjects:
Online Access:http://urn.fi/URN:NBN:fi:jyu-202012086979
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spelling ftjyvaeskylaenun:oai:jyx.jyu.fi:123456789/73034 2024-05-19T07:37:05+00:00 Disentangling conditional effects of multiple regime shifts on Atlantic cod productivity Perälä, Tommi Olsen, Esben M. Hutchings, Jeffrey A. 2020 application/pdf fulltext http://urn.fi/URN:NBN:fi:jyu-202012086979 eng eng Public Library of Science PLoS ONE 1932-6203 11 15 10.1371/journal.pone.0237414 Perälä, T., Olsen, E. M., & Hutchings, J. A. (2020). Disentangling conditional effects of multiple regime shifts on Atlantic cod productivity. PLoS ONE , 15 (11), Article e0237414. https://doi.org/10.1371/journal.pone.0237414 CONVID_47298467 URN:NBN:fi:jyu-202012086979 http://urn.fi/URN:NBN:fi:jyu-202012086979 CC BY 4.0 © 2020 Perälä et al openAccess https://creativecommons.org/licenses/by/4.0/ aikasarja-analyysi kannanvaihtelut bayesilainen menetelmä ympäristötekijät ilmastonmuutokset kalakannat turska liikakalastus article http://purl.org/eprint/type/JournalArticle http://purl.org/coar/resource_type/c_2df8fbb1 publishedVersion A1 2020 ftjyvaeskylaenun 2024-04-23T23:38:28Z 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. peerReviewed Article in Journal/Newspaper atlantic cod North Atlantic North Atlantic oscillation JYX - Jyväskylä University Digital Archive PLOS ONE 15 11 e0237414
institution Open Polar
collection JYX - Jyväskylä University Digital Archive
op_collection_id ftjyvaeskylaenun
language English
topic aikasarja-analyysi
kannanvaihtelut
bayesilainen menetelmä
ympäristötekijät
ilmastonmuutokset
kalakannat
turska
liikakalastus
spellingShingle aikasarja-analyysi
kannanvaihtelut
bayesilainen menetelmä
ympäristötekijät
ilmastonmuutokset
kalakannat
turska
liikakalastus
Perälä, Tommi
Olsen, Esben M.
Hutchings, Jeffrey A.
Disentangling conditional effects of multiple regime shifts on Atlantic cod productivity
topic_facet aikasarja-analyysi
kannanvaihtelut
bayesilainen menetelmä
ympäristötekijät
ilmastonmuutokset
kalakannat
turska
liikakalastus
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. peerReviewed
format Article in Journal/Newspaper
author Perälä, Tommi
Olsen, Esben M.
Hutchings, Jeffrey A.
author_facet Perälä, Tommi
Olsen, Esben M.
Hutchings, Jeffrey A.
author_sort Perälä, Tommi
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
publishDate 2020
url http://urn.fi/URN:NBN:fi:jyu-202012086979
genre atlantic cod
North Atlantic
North Atlantic oscillation
genre_facet atlantic cod
North Atlantic
North Atlantic oscillation
op_relation PLoS ONE
1932-6203
11
15
10.1371/journal.pone.0237414
Perälä, T., Olsen, E. M., & Hutchings, J. A. (2020). Disentangling conditional effects of multiple regime shifts on Atlantic cod productivity. PLoS ONE , 15 (11), Article e0237414. https://doi.org/10.1371/journal.pone.0237414
CONVID_47298467
URN:NBN:fi:jyu-202012086979
http://urn.fi/URN:NBN:fi:jyu-202012086979
op_rights CC BY 4.0
© 2020 Perälä et al
openAccess
https://creativecommons.org/licenses/by/4.0/
container_title PLOS ONE
container_volume 15
container_issue 11
container_start_page e0237414
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