Hierarchical modelling of temperature and habitat size effects on population dynamics of North Atlantic cod

Abstract Mantzouni, I., Sørensen, H., O'Hara, R. B., and MacKenzie, B. R. 2010. Hierarchical modelling of temperature and habitat size effects on population dynamics of North Atlantic cod. – ICES Journal of Marine Science, 67: 833–855. Understanding how temperature affects cod (Gadus morhua) ec...

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Published in:ICES Journal of Marine Science
Main Authors: Mantzouni, Irene, Sørensen, Helle, O'Hara, Robert B., MacKenzie, Brian R.
Format: Article in Journal/Newspaper
Language:English
Published: Oxford University Press (OUP) 2010
Subjects:
Online Access:http://dx.doi.org/10.1093/icesjms/fsp291
http://academic.oup.com/icesjms/article-pdf/67/5/833/29137207/fsp291.pdf
id croxfordunivpr:10.1093/icesjms/fsp291
record_format openpolar
spelling croxfordunivpr:10.1093/icesjms/fsp291 2023-12-31T10:04:35+01:00 Hierarchical modelling of temperature and habitat size effects on population dynamics of North Atlantic cod Mantzouni, Irene Sørensen, Helle O'Hara, Robert B. MacKenzie, Brian R. 2010 http://dx.doi.org/10.1093/icesjms/fsp291 http://academic.oup.com/icesjms/article-pdf/67/5/833/29137207/fsp291.pdf en eng Oxford University Press (OUP) http://creativecommons.org/licenses/by-nc/2.5/ ICES Journal of Marine Science volume 67, issue 5, page 833-855 ISSN 1095-9289 1054-3139 Ecology Aquatic Science Ecology, Evolution, Behavior and Systematics Oceanography journal-article 2010 croxfordunivpr https://doi.org/10.1093/icesjms/fsp291 2023-12-06T09:02:19Z Abstract Mantzouni, I., Sørensen, H., O'Hara, R. B., and MacKenzie, B. R. 2010. Hierarchical modelling of temperature and habitat size effects on population dynamics of North Atlantic cod. – ICES Journal of Marine Science, 67: 833–855. Understanding how temperature affects cod (Gadus morhua) ecology is important for forecasting how populations will develop as climate changes in future. The effects of spawning-season temperature and habitat size on cod recruitment dynamics have been investigated across the North Atlantic. Ricker and Beverton and Holt stock–recruitment (SR) models were extended by applying hierarchical methods, mixed-effects models, and Bayesian inference to incorporate the influence of these ecosystem factors on model parameters representing cod maximum reproductive rate and carrying capacity. We identified the pattern of temperature effects on cod productivity at the species level and estimated SR model parameters with increased precision. Temperature impacts vary geographically, being positive in areas where temperatures are <5°C, and negative for higher temperatures. Using the relationship derived, it is possible to predict expected changes in population-specific reproductive rates and carrying capacities resulting from temperature increases. Further, carrying capacity covaries with available habitat size, explaining at least half its variability across stocks. These patterns improve our understanding of environmental impacts on key population parameters, which is required for an ecosystem approach to cod management, particularly under ocean-warming scenarios. Article in Journal/Newspaper atlantic cod Gadus morhua North Atlantic Oxford University Press (via Crossref) ICES Journal of Marine Science 67 5 833 855
institution Open Polar
collection Oxford University Press (via Crossref)
op_collection_id croxfordunivpr
language English
topic Ecology
Aquatic Science
Ecology, Evolution, Behavior and Systematics
Oceanography
spellingShingle Ecology
Aquatic Science
Ecology, Evolution, Behavior and Systematics
Oceanography
Mantzouni, Irene
Sørensen, Helle
O'Hara, Robert B.
MacKenzie, Brian R.
Hierarchical modelling of temperature and habitat size effects on population dynamics of North Atlantic cod
topic_facet Ecology
Aquatic Science
Ecology, Evolution, Behavior and Systematics
Oceanography
description Abstract Mantzouni, I., Sørensen, H., O'Hara, R. B., and MacKenzie, B. R. 2010. Hierarchical modelling of temperature and habitat size effects on population dynamics of North Atlantic cod. – ICES Journal of Marine Science, 67: 833–855. Understanding how temperature affects cod (Gadus morhua) ecology is important for forecasting how populations will develop as climate changes in future. The effects of spawning-season temperature and habitat size on cod recruitment dynamics have been investigated across the North Atlantic. Ricker and Beverton and Holt stock–recruitment (SR) models were extended by applying hierarchical methods, mixed-effects models, and Bayesian inference to incorporate the influence of these ecosystem factors on model parameters representing cod maximum reproductive rate and carrying capacity. We identified the pattern of temperature effects on cod productivity at the species level and estimated SR model parameters with increased precision. Temperature impacts vary geographically, being positive in areas where temperatures are <5°C, and negative for higher temperatures. Using the relationship derived, it is possible to predict expected changes in population-specific reproductive rates and carrying capacities resulting from temperature increases. Further, carrying capacity covaries with available habitat size, explaining at least half its variability across stocks. These patterns improve our understanding of environmental impacts on key population parameters, which is required for an ecosystem approach to cod management, particularly under ocean-warming scenarios.
format Article in Journal/Newspaper
author Mantzouni, Irene
Sørensen, Helle
O'Hara, Robert B.
MacKenzie, Brian R.
author_facet Mantzouni, Irene
Sørensen, Helle
O'Hara, Robert B.
MacKenzie, Brian R.
author_sort Mantzouni, Irene
title Hierarchical modelling of temperature and habitat size effects on population dynamics of North Atlantic cod
title_short Hierarchical modelling of temperature and habitat size effects on population dynamics of North Atlantic cod
title_full Hierarchical modelling of temperature and habitat size effects on population dynamics of North Atlantic cod
title_fullStr Hierarchical modelling of temperature and habitat size effects on population dynamics of North Atlantic cod
title_full_unstemmed Hierarchical modelling of temperature and habitat size effects on population dynamics of North Atlantic cod
title_sort hierarchical modelling of temperature and habitat size effects on population dynamics of north atlantic cod
publisher Oxford University Press (OUP)
publishDate 2010
url http://dx.doi.org/10.1093/icesjms/fsp291
http://academic.oup.com/icesjms/article-pdf/67/5/833/29137207/fsp291.pdf
genre atlantic cod
Gadus morhua
North Atlantic
genre_facet atlantic cod
Gadus morhua
North Atlantic
op_source ICES Journal of Marine Science
volume 67, issue 5, page 833-855
ISSN 1095-9289 1054-3139
op_rights http://creativecommons.org/licenses/by-nc/2.5/
op_doi https://doi.org/10.1093/icesjms/fsp291
container_title ICES Journal of Marine Science
container_volume 67
container_issue 5
container_start_page 833
op_container_end_page 855
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