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Accounting for environmental and fishery management factors when standardizing CPUE data from a scientific survey: A case study for Nephrops norvegicus in the Pomo Pits area (Central Adriatic Sea)

Abundance and distribution of commercial marine resources are influenced by environmental variables, which together with fishery patterns may also influence their catchability. However, Catch Per Unit Effort (CPUE) can be standardized in order to remove most of the variability not directly attributa...

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Autores principales: Chiarini, Matteo, Guicciardi, Stefano, Angelini, Silvia, Tuck, Ian D., Grilli, Federica, Penna, Pierluigi, Domenichetti, Filippo, Canduci, Giovanni, Belardinelli, Andrea, Santojanni, Alberto, Arneri, Enrico, Milone, Nicoletta, Medvešek, Damir, Isajlović, Igor, Vrgoč, Nedo, Martinelli, Michela
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9282463/
https://www.ncbi.nlm.nih.gov/pubmed/35834483
http://dx.doi.org/10.1371/journal.pone.0270703
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author Chiarini, Matteo
Guicciardi, Stefano
Angelini, Silvia
Tuck, Ian D.
Grilli, Federica
Penna, Pierluigi
Domenichetti, Filippo
Canduci, Giovanni
Belardinelli, Andrea
Santojanni, Alberto
Arneri, Enrico
Milone, Nicoletta
Medvešek, Damir
Isajlović, Igor
Vrgoč, Nedo
Martinelli, Michela
author_facet Chiarini, Matteo
Guicciardi, Stefano
Angelini, Silvia
Tuck, Ian D.
Grilli, Federica
Penna, Pierluigi
Domenichetti, Filippo
Canduci, Giovanni
Belardinelli, Andrea
Santojanni, Alberto
Arneri, Enrico
Milone, Nicoletta
Medvešek, Damir
Isajlović, Igor
Vrgoč, Nedo
Martinelli, Michela
author_sort Chiarini, Matteo
collection PubMed
description Abundance and distribution of commercial marine resources are influenced by environmental variables, which together with fishery patterns may also influence their catchability. However, Catch Per Unit Effort (CPUE) can be standardized in order to remove most of the variability not directly attributable to fish abundance. In the present study, Generalized Additive Models (GAMs) were used to investigate the effect of some environmental and fishery covariates on the spatial distribution and abundance of the Norway lobster Nephrops norvegicus within the Pomo/Jabuka Pits (Central Adriatic Sea) and to include those that resulted significant in a standardization process. N. norvegicus is a commercially important demersal crustacean, altering its catchability over the 24-h cycle and seasons according to its burrowing behavior. A historically exploited fishing ground for this species, since 2015 subject to specific fisheries management measures, is represented by the meso-Adriatic depressions, which are also characterized by particular oceanographic conditions. Both the species behaviour and the features of this study area influence the dynamics of the population offering a challenging case study for a standardization modelling approach. Environmental and catch data were obtained during scientific trawl surveys properly designed to catch N. norvegicus, thus improving the quality of the model input data. Standardization of CPUE from 2 surveys from 2012 to 2019 was conducted building two GAMs for both biomass and density indices. Bathymetry, fishing pressure, dissolved oxygen and salinity proved to be significant drivers influencing catch distribution. After cross validations, the tuned models were then used to predict new indices for the study area and the two survey series by means of informed spatial grids, composed by constant surface cells, to each of which are associated average values of environmental parameters and specific levels of fishing pressure, depending on the management measures in place. The predictions can be used to better describe the structure and the spatio-temporal distribution of the population providing valuable information to evaluate the status of such an important marine resource.
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spelling pubmed-92824632022-07-15 Accounting for environmental and fishery management factors when standardizing CPUE data from a scientific survey: A case study for Nephrops norvegicus in the Pomo Pits area (Central Adriatic Sea) Chiarini, Matteo Guicciardi, Stefano Angelini, Silvia Tuck, Ian D. Grilli, Federica Penna, Pierluigi Domenichetti, Filippo Canduci, Giovanni Belardinelli, Andrea Santojanni, Alberto Arneri, Enrico Milone, Nicoletta Medvešek, Damir Isajlović, Igor Vrgoč, Nedo Martinelli, Michela PLoS One Research Article Abundance and distribution of commercial marine resources are influenced by environmental variables, which together with fishery patterns may also influence their catchability. However, Catch Per Unit Effort (CPUE) can be standardized in order to remove most of the variability not directly attributable to fish abundance. In the present study, Generalized Additive Models (GAMs) were used to investigate the effect of some environmental and fishery covariates on the spatial distribution and abundance of the Norway lobster Nephrops norvegicus within the Pomo/Jabuka Pits (Central Adriatic Sea) and to include those that resulted significant in a standardization process. N. norvegicus is a commercially important demersal crustacean, altering its catchability over the 24-h cycle and seasons according to its burrowing behavior. A historically exploited fishing ground for this species, since 2015 subject to specific fisheries management measures, is represented by the meso-Adriatic depressions, which are also characterized by particular oceanographic conditions. Both the species behaviour and the features of this study area influence the dynamics of the population offering a challenging case study for a standardization modelling approach. Environmental and catch data were obtained during scientific trawl surveys properly designed to catch N. norvegicus, thus improving the quality of the model input data. Standardization of CPUE from 2 surveys from 2012 to 2019 was conducted building two GAMs for both biomass and density indices. Bathymetry, fishing pressure, dissolved oxygen and salinity proved to be significant drivers influencing catch distribution. After cross validations, the tuned models were then used to predict new indices for the study area and the two survey series by means of informed spatial grids, composed by constant surface cells, to each of which are associated average values of environmental parameters and specific levels of fishing pressure, depending on the management measures in place. The predictions can be used to better describe the structure and the spatio-temporal distribution of the population providing valuable information to evaluate the status of such an important marine resource. Public Library of Science 2022-07-14 /pmc/articles/PMC9282463/ /pubmed/35834483 http://dx.doi.org/10.1371/journal.pone.0270703 Text en © 2022 Chiarini et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Chiarini, Matteo
Guicciardi, Stefano
Angelini, Silvia
Tuck, Ian D.
Grilli, Federica
Penna, Pierluigi
Domenichetti, Filippo
Canduci, Giovanni
Belardinelli, Andrea
Santojanni, Alberto
Arneri, Enrico
Milone, Nicoletta
Medvešek, Damir
Isajlović, Igor
Vrgoč, Nedo
Martinelli, Michela
Accounting for environmental and fishery management factors when standardizing CPUE data from a scientific survey: A case study for Nephrops norvegicus in the Pomo Pits area (Central Adriatic Sea)
title Accounting for environmental and fishery management factors when standardizing CPUE data from a scientific survey: A case study for Nephrops norvegicus in the Pomo Pits area (Central Adriatic Sea)
title_full Accounting for environmental and fishery management factors when standardizing CPUE data from a scientific survey: A case study for Nephrops norvegicus in the Pomo Pits area (Central Adriatic Sea)
title_fullStr Accounting for environmental and fishery management factors when standardizing CPUE data from a scientific survey: A case study for Nephrops norvegicus in the Pomo Pits area (Central Adriatic Sea)
title_full_unstemmed Accounting for environmental and fishery management factors when standardizing CPUE data from a scientific survey: A case study for Nephrops norvegicus in the Pomo Pits area (Central Adriatic Sea)
title_short Accounting for environmental and fishery management factors when standardizing CPUE data from a scientific survey: A case study for Nephrops norvegicus in the Pomo Pits area (Central Adriatic Sea)
title_sort accounting for environmental and fishery management factors when standardizing cpue data from a scientific survey: a case study for nephrops norvegicus in the pomo pits area (central adriatic sea)
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9282463/
https://www.ncbi.nlm.nih.gov/pubmed/35834483
http://dx.doi.org/10.1371/journal.pone.0270703
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