Evaluating the performance of a multispecies statistical catch-at-age model

Predation is a substantial source of mortality that is a function of the abundance of predator and prey species. This source of mortality creates a challenge of incorporating species interactions in statistical catch-at-age models in a way that accounts for the uncertainty in input data, parameters,...

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Published in:Canadian Journal of Fisheries and Aquatic Sciences
Main Authors: Curti, Kiersten L., Collie, Jeremy S., Legault, Christopher M., Link, Jason S.
Other Authors: Hilborn, Ray
Format: Article in Journal/Newspaper
Language:English
Published: Canadian Science Publishing 2013
Subjects:
Online Access:http://dx.doi.org/10.1139/cjfas-2012-0229
http://www.nrcresearchpress.com/doi/full-xml/10.1139/cjfas-2012-0229
http://www.nrcresearchpress.com/doi/pdf/10.1139/cjfas-2012-0229
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spelling crcansciencepubl:10.1139/cjfas-2012-0229 2024-09-15T17:55:32+00:00 Evaluating the performance of a multispecies statistical catch-at-age model Curti, Kiersten L. Collie, Jeremy S. Legault, Christopher M. Link, Jason S. Hilborn, Ray 2013 http://dx.doi.org/10.1139/cjfas-2012-0229 http://www.nrcresearchpress.com/doi/full-xml/10.1139/cjfas-2012-0229 http://www.nrcresearchpress.com/doi/pdf/10.1139/cjfas-2012-0229 en eng Canadian Science Publishing http://www.nrcresearchpress.com/page/about/CorporateTextAndDataMining Canadian Journal of Fisheries and Aquatic Sciences volume 70, issue 3, page 470-484 ISSN 0706-652X 1205-7533 journal-article 2013 crcansciencepubl https://doi.org/10.1139/cjfas-2012-0229 2024-08-29T04:08:48Z Predation is a substantial source of mortality that is a function of the abundance of predator and prey species. This source of mortality creates a challenge of incorporating species interactions in statistical catch-at-age models in a way that accounts for the uncertainty in input data, parameters, and results. We developed a statistical, age-structured, multispecies model for three important species in the Georges Bank fish community: Atlantic cod (Gadus morhua), silver hake (Merluccius bilinearis), and Atlantic herring (Clupea harengus). The model was fit to commercial catch, survey, and diet data from 1978 to 2007. The estimated predation rates were high, compared with fishing mortality, and variable with time. The dynamics of the three species can be explained by the interplay between fishing and predation mortality. Monte Carlo simulations were used to evaluate the ability of the model to estimate parameters with known error introduced into each of the data types. The model parameters could be estimated with confidence from input data with error levels similar to those obtained from the model fit to the observed data. This evaluation of model performance should help to move multispecies statistical catch-at-age models from proof of concept to functional tools for ecosystem-based fisheries management. Article in Journal/Newspaper atlantic cod Gadus morhua Canadian Science Publishing Canadian Journal of Fisheries and Aquatic Sciences 70 3 470 484
institution Open Polar
collection Canadian Science Publishing
op_collection_id crcansciencepubl
language English
description Predation is a substantial source of mortality that is a function of the abundance of predator and prey species. This source of mortality creates a challenge of incorporating species interactions in statistical catch-at-age models in a way that accounts for the uncertainty in input data, parameters, and results. We developed a statistical, age-structured, multispecies model for three important species in the Georges Bank fish community: Atlantic cod (Gadus morhua), silver hake (Merluccius bilinearis), and Atlantic herring (Clupea harengus). The model was fit to commercial catch, survey, and diet data from 1978 to 2007. The estimated predation rates were high, compared with fishing mortality, and variable with time. The dynamics of the three species can be explained by the interplay between fishing and predation mortality. Monte Carlo simulations were used to evaluate the ability of the model to estimate parameters with known error introduced into each of the data types. The model parameters could be estimated with confidence from input data with error levels similar to those obtained from the model fit to the observed data. This evaluation of model performance should help to move multispecies statistical catch-at-age models from proof of concept to functional tools for ecosystem-based fisheries management.
author2 Hilborn, Ray
format Article in Journal/Newspaper
author Curti, Kiersten L.
Collie, Jeremy S.
Legault, Christopher M.
Link, Jason S.
spellingShingle Curti, Kiersten L.
Collie, Jeremy S.
Legault, Christopher M.
Link, Jason S.
Evaluating the performance of a multispecies statistical catch-at-age model
author_facet Curti, Kiersten L.
Collie, Jeremy S.
Legault, Christopher M.
Link, Jason S.
author_sort Curti, Kiersten L.
title Evaluating the performance of a multispecies statistical catch-at-age model
title_short Evaluating the performance of a multispecies statistical catch-at-age model
title_full Evaluating the performance of a multispecies statistical catch-at-age model
title_fullStr Evaluating the performance of a multispecies statistical catch-at-age model
title_full_unstemmed Evaluating the performance of a multispecies statistical catch-at-age model
title_sort evaluating the performance of a multispecies statistical catch-at-age model
publisher Canadian Science Publishing
publishDate 2013
url http://dx.doi.org/10.1139/cjfas-2012-0229
http://www.nrcresearchpress.com/doi/full-xml/10.1139/cjfas-2012-0229
http://www.nrcresearchpress.com/doi/pdf/10.1139/cjfas-2012-0229
genre atlantic cod
Gadus morhua
genre_facet atlantic cod
Gadus morhua
op_source Canadian Journal of Fisheries and Aquatic Sciences
volume 70, issue 3, page 470-484
ISSN 0706-652X 1205-7533
op_rights http://www.nrcresearchpress.com/page/about/CorporateTextAndDataMining
op_doi https://doi.org/10.1139/cjfas-2012-0229
container_title Canadian Journal of Fisheries and Aquatic Sciences
container_volume 70
container_issue 3
container_start_page 470
op_container_end_page 484
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