Incorporating predation interactions in a statistical catch-at-age model for a predator-prey system in the eastern Bering Sea
Virtual population analysis and the statistical catch-at-age methods are common stock assessment models used for management advice. The difference between them is the statistical assumptions allowing the fitting of parameters by considering how errors enter into the models and the data sources for t...
Published in: | Canadian Journal of Fisheries and Aquatic Sciences |
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crcansciencepubl:10.1139/f05-110 2024-06-23T07:51:45+00:00 Incorporating predation interactions in a statistical catch-at-age model for a predator-prey system in the eastern Bering Sea Jurado-Molina, Jesús Livingston, Patricia A Ianelli, James N 2005 http://dx.doi.org/10.1139/f05-110 http://www.nrcresearchpress.com/doi/pdf/10.1139/f05-110 en eng Canadian Science Publishing http://www.nrcresearchpress.com/page/about/CorporateTextAndDataMining Canadian Journal of Fisheries and Aquatic Sciences volume 62, issue 8, page 1865-1873 ISSN 0706-652X 1205-7533 journal-article 2005 crcansciencepubl https://doi.org/10.1139/f05-110 2024-05-24T13:05:52Z Virtual population analysis and the statistical catch-at-age methods are common stock assessment models used for management advice. The difference between them is the statistical assumptions allowing the fitting of parameters by considering how errors enter into the models and the data sources for the estimation. Fishery managers are being asked to consider multispecies interactions in their decisions. One option to achieve this goal is the multispecies virtual population analysis (MSVPA); however, its lack of statistical assumptions does not allow the use of tools used in single-species stock assessment. We chose to use a two-species system, walleye pollock (Theragra chalcogramma) and Pacific cod (Gadus macrocephalus), to incorporate the predation equations from MSVPA into an age-structured multispecies statistical model (MSM). Results suggest that both models produced similar estimates of suitability coefficients and predation mortalities. The adult population estimates from the single-species stock assessment and MSM were also comparable. MSM provides a measure of parameter uncertainty, which is not available with the MSVPA technologies. MSM is an important advancement in providing advice to fisheries managers because it incorporates the standard tools such as Bayesian methods and decision analysis into a multispecies context, helping to establish useful scenarios for management in the Bering Sea. Article in Journal/Newspaper Bering Sea Theragra chalcogramma Canadian Science Publishing Bering Sea Pacific Canadian Journal of Fisheries and Aquatic Sciences 62 8 1865 1873 |
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Open Polar |
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Canadian Science Publishing |
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crcansciencepubl |
language |
English |
description |
Virtual population analysis and the statistical catch-at-age methods are common stock assessment models used for management advice. The difference between them is the statistical assumptions allowing the fitting of parameters by considering how errors enter into the models and the data sources for the estimation. Fishery managers are being asked to consider multispecies interactions in their decisions. One option to achieve this goal is the multispecies virtual population analysis (MSVPA); however, its lack of statistical assumptions does not allow the use of tools used in single-species stock assessment. We chose to use a two-species system, walleye pollock (Theragra chalcogramma) and Pacific cod (Gadus macrocephalus), to incorporate the predation equations from MSVPA into an age-structured multispecies statistical model (MSM). Results suggest that both models produced similar estimates of suitability coefficients and predation mortalities. The adult population estimates from the single-species stock assessment and MSM were also comparable. MSM provides a measure of parameter uncertainty, which is not available with the MSVPA technologies. MSM is an important advancement in providing advice to fisheries managers because it incorporates the standard tools such as Bayesian methods and decision analysis into a multispecies context, helping to establish useful scenarios for management in the Bering Sea. |
format |
Article in Journal/Newspaper |
author |
Jurado-Molina, Jesús Livingston, Patricia A Ianelli, James N |
spellingShingle |
Jurado-Molina, Jesús Livingston, Patricia A Ianelli, James N Incorporating predation interactions in a statistical catch-at-age model for a predator-prey system in the eastern Bering Sea |
author_facet |
Jurado-Molina, Jesús Livingston, Patricia A Ianelli, James N |
author_sort |
Jurado-Molina, Jesús |
title |
Incorporating predation interactions in a statistical catch-at-age model for a predator-prey system in the eastern Bering Sea |
title_short |
Incorporating predation interactions in a statistical catch-at-age model for a predator-prey system in the eastern Bering Sea |
title_full |
Incorporating predation interactions in a statistical catch-at-age model for a predator-prey system in the eastern Bering Sea |
title_fullStr |
Incorporating predation interactions in a statistical catch-at-age model for a predator-prey system in the eastern Bering Sea |
title_full_unstemmed |
Incorporating predation interactions in a statistical catch-at-age model for a predator-prey system in the eastern Bering Sea |
title_sort |
incorporating predation interactions in a statistical catch-at-age model for a predator-prey system in the eastern bering sea |
publisher |
Canadian Science Publishing |
publishDate |
2005 |
url |
http://dx.doi.org/10.1139/f05-110 http://www.nrcresearchpress.com/doi/pdf/10.1139/f05-110 |
geographic |
Bering Sea Pacific |
geographic_facet |
Bering Sea Pacific |
genre |
Bering Sea Theragra chalcogramma |
genre_facet |
Bering Sea Theragra chalcogramma |
op_source |
Canadian Journal of Fisheries and Aquatic Sciences volume 62, issue 8, page 1865-1873 ISSN 0706-652X 1205-7533 |
op_rights |
http://www.nrcresearchpress.com/page/about/CorporateTextAndDataMining |
op_doi |
https://doi.org/10.1139/f05-110 |
container_title |
Canadian Journal of Fisheries and Aquatic Sciences |
container_volume |
62 |
container_issue |
8 |
container_start_page |
1865 |
op_container_end_page |
1873 |
_version_ |
1802642878407639040 |