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.
Format: Text
Language:unknown
Published: DigitalCommons@URI 2013
Subjects:
Online Access:https://digitalcommons.uri.edu/gsofacpubs/923
https://doi.org/10.1139/cjfas-2012-0229
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spelling ftunivrhodeislan:oai:digitalcommons.uri.edu:gsofacpubs-1892 2023-10-09T21:49:47+02:00 Evaluating the performance of a multispecies statistical catch-at-age model Curti, Kiersten L. Collie, Jeremy S. Legault, Christopher M. Link, Jason S. 2013-01-01T08:00:00Z https://digitalcommons.uri.edu/gsofacpubs/923 https://doi.org/10.1139/cjfas-2012-0229 unknown DigitalCommons@URI https://digitalcommons.uri.edu/gsofacpubs/923 doi:10.1139/cjfas-2012-0229 https://doi.org/10.1139/cjfas-2012-0229 Graduate School of Oceanography Faculty Publications text 2013 ftunivrhodeislan https://doi.org/10.1139/cjfas-2012-0229 2023-09-11T18:07:44Z 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. Text atlantic cod Gadus morhua University of Rhode Island: DigitalCommons@URI Hake ENVELOPE(15.612,15.612,66.797,66.797) Canadian Journal of Fisheries and Aquatic Sciences 70 3 470 484
institution Open Polar
collection University of Rhode Island: DigitalCommons@URI
op_collection_id ftunivrhodeislan
language unknown
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.
format Text
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 DigitalCommons@URI
publishDate 2013
url https://digitalcommons.uri.edu/gsofacpubs/923
https://doi.org/10.1139/cjfas-2012-0229
long_lat ENVELOPE(15.612,15.612,66.797,66.797)
geographic Hake
geographic_facet Hake
genre atlantic cod
Gadus morhua
genre_facet atlantic cod
Gadus morhua
op_source Graduate School of Oceanography Faculty Publications
op_relation https://digitalcommons.uri.edu/gsofacpubs/923
doi:10.1139/cjfas-2012-0229
https://doi.org/10.1139/cjfas-2012-0229
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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