Evaluating drivers of spatiotemporal variability in individual condition of a bottom-associated marine fish, Atlantic cod ( Gadus morhua)

Abstract An organism’s body condition describes its mass given its length and is often positively associated with fitness. The condition of Atlantic cod (Gadus morhua) in the Baltic Sea has declined dramatically since the early 1990s, possibly due to increased competition for food and hypoxia. Howev...

Full description

Bibliographic Details
Published in:ICES Journal of Marine Science
Main Authors: Lindmark, M, Anderson, S C, Gogina, M, Casini, M
Other Authors: Ojaveer, Henn, Swedish Research Council Formas, German Federal Ministry of Education and Research
Format: Article in Journal/Newspaper
Language:English
Published: Oxford University Press (OUP) 2023
Subjects:
Online Access:http://dx.doi.org/10.1093/icesjms/fsad084
https://academic.oup.com/icesjms/article-pdf/80/5/1539/50737049/fsad084.pdf
id croxfordunivpr:10.1093/icesjms/fsad084
record_format openpolar
spelling croxfordunivpr:10.1093/icesjms/fsad084 2024-05-19T07:37:06+00:00 Evaluating drivers of spatiotemporal variability in individual condition of a bottom-associated marine fish, Atlantic cod ( Gadus morhua) Lindmark, M Anderson, S C Gogina, M Casini, M Ojaveer, Henn Swedish Research Council Formas German Federal Ministry of Education and Research 2023 http://dx.doi.org/10.1093/icesjms/fsad084 https://academic.oup.com/icesjms/article-pdf/80/5/1539/50737049/fsad084.pdf en eng Oxford University Press (OUP) https://creativecommons.org/licenses/by/4.0/ ICES Journal of Marine Science volume 80, issue 5, page 1539-1550 ISSN 1054-3139 1095-9289 journal-article 2023 croxfordunivpr https://doi.org/10.1093/icesjms/fsad084 2024-05-02T09:31:33Z Abstract An organism’s body condition describes its mass given its length and is often positively associated with fitness. The condition of Atlantic cod (Gadus morhua) in the Baltic Sea has declined dramatically since the early 1990s, possibly due to increased competition for food and hypoxia. However, the effects of biotic and abiotic variables on body condition have not been evaluated at local scales, which is important given spatial heterogeneity. We evaluate changes in distribution, experienced environmental conditions, and individual-level condition of cod in relation to covariates at different spatial scales using geostatistical models with spatial and spatiotemporal random effects. Sprat, Saduria entomon, temperature and oxygen were positively associated with condition, and depth was negatively associated. However, the effects of explanatory variables were small—spatial and spatiotemporal latent variables explained 5.7 times more variation than all covariates together (year excluded). Weighting environmental oxygen with local biomass densities revealed steeper declining trends compared to the unweighted oxygen in the environment, while the effect of weighting was less clear for condition. Understanding the drivers of spatiotemporal variation in body condition is critical for predicting responses to environmental change and to effective fishery management; yet low explanatory power of covariates on individual condition constitutes a major challenge. Article in Journal/Newspaper atlantic cod Gadus morhua Oxford University Press ICES Journal of Marine Science
institution Open Polar
collection Oxford University Press
op_collection_id croxfordunivpr
language English
description Abstract An organism’s body condition describes its mass given its length and is often positively associated with fitness. The condition of Atlantic cod (Gadus morhua) in the Baltic Sea has declined dramatically since the early 1990s, possibly due to increased competition for food and hypoxia. However, the effects of biotic and abiotic variables on body condition have not been evaluated at local scales, which is important given spatial heterogeneity. We evaluate changes in distribution, experienced environmental conditions, and individual-level condition of cod in relation to covariates at different spatial scales using geostatistical models with spatial and spatiotemporal random effects. Sprat, Saduria entomon, temperature and oxygen were positively associated with condition, and depth was negatively associated. However, the effects of explanatory variables were small—spatial and spatiotemporal latent variables explained 5.7 times more variation than all covariates together (year excluded). Weighting environmental oxygen with local biomass densities revealed steeper declining trends compared to the unweighted oxygen in the environment, while the effect of weighting was less clear for condition. Understanding the drivers of spatiotemporal variation in body condition is critical for predicting responses to environmental change and to effective fishery management; yet low explanatory power of covariates on individual condition constitutes a major challenge.
author2 Ojaveer, Henn
Swedish Research Council Formas
German Federal Ministry of Education and Research
format Article in Journal/Newspaper
author Lindmark, M
Anderson, S C
Gogina, M
Casini, M
spellingShingle Lindmark, M
Anderson, S C
Gogina, M
Casini, M
Evaluating drivers of spatiotemporal variability in individual condition of a bottom-associated marine fish, Atlantic cod ( Gadus morhua)
author_facet Lindmark, M
Anderson, S C
Gogina, M
Casini, M
author_sort Lindmark, M
title Evaluating drivers of spatiotemporal variability in individual condition of a bottom-associated marine fish, Atlantic cod ( Gadus morhua)
title_short Evaluating drivers of spatiotemporal variability in individual condition of a bottom-associated marine fish, Atlantic cod ( Gadus morhua)
title_full Evaluating drivers of spatiotemporal variability in individual condition of a bottom-associated marine fish, Atlantic cod ( Gadus morhua)
title_fullStr Evaluating drivers of spatiotemporal variability in individual condition of a bottom-associated marine fish, Atlantic cod ( Gadus morhua)
title_full_unstemmed Evaluating drivers of spatiotemporal variability in individual condition of a bottom-associated marine fish, Atlantic cod ( Gadus morhua)
title_sort evaluating drivers of spatiotemporal variability in individual condition of a bottom-associated marine fish, atlantic cod ( gadus morhua)
publisher Oxford University Press (OUP)
publishDate 2023
url http://dx.doi.org/10.1093/icesjms/fsad084
https://academic.oup.com/icesjms/article-pdf/80/5/1539/50737049/fsad084.pdf
genre atlantic cod
Gadus morhua
genre_facet atlantic cod
Gadus morhua
op_source ICES Journal of Marine Science
volume 80, issue 5, page 1539-1550
ISSN 1054-3139 1095-9289
op_rights https://creativecommons.org/licenses/by/4.0/
op_doi https://doi.org/10.1093/icesjms/fsad084
container_title ICES Journal of Marine Science
_version_ 1799476340348420096