Geographical differences in habitat relationships of cetaceans across an ocean basin

The distributions of highly mobile marine species such as cetaceans are increasingly modeled at basin scale by combining data from multiple regions. However, these basin-wide models often overlook geographical variations in species habitat relationships between regions. We tested for geographical va...

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Main Authors: /Mannocci, Laura, Roberts, J. J., Pedersen, E. J., Halpin, P. N.
Format: Text
Language:English
Published: 2020
Subjects:
Online Access:https://www.documentation.ird.fr/hor/fdi:010079064
id ftird:oai:ird.fr:fdi:010079064
record_format openpolar
spelling ftird:oai:ird.fr:fdi:010079064 2024-09-15T17:57:30+00:00 Geographical differences in habitat relationships of cetaceans across an ocean basin /Mannocci, Laura Roberts, J. J. Pedersen, E. J. Halpin, P. N. 2020 https://www.documentation.ird.fr/hor/fdi:010079064 EN eng https://www.documentation.ird.fr/hor/fdi:010079064 oai:ird.fr:fdi:010079064 Mannocci Laura, Roberts J. J., Pedersen E. J., Halpin P. N. Geographical differences in habitat relationships of cetaceans across an ocean basin. 2020, 43 (8), 1250-1259 environmental predictors geographical variation habitat relationships highly mobile marine species North Atlantic Ocean species distribution modeling text 2020 ftird 2024-08-15T05:57:41Z The distributions of highly mobile marine species such as cetaceans are increasingly modeled at basin scale by combining data from multiple regions. However, these basin-wide models often overlook geographical variations in species habitat relationships between regions. We tested for geographical variations in habitat relationships for a suite of cetacean taxa between the two sides of the North Atlantic basin. Using cetacean visual survey data and remote sensing data from the western and eastern basin in summer, we related the probability of presence of twelve cetacean taxa from three guilds to seafloor depth, sea surface temperature and primary productivity. In a generalized additive model framework, we fitted 1) basin-wide (BW) models, assuming a single global relationship, 2) region-specific intercepts (RI) models, assuming relationships with the same shape in both regions, but allowing a region-specific intercept and 3) region-specific shape (RS) models, assuming relationships with different shapes between regions. RS models mostly yielded significantly better fits than BW models, indicating cetacean occurrences were better modeled with region-specific than with global relationships. The better fits of RS models over RI models further provided statistical evidence for differences in the shapes of region-specific relationships. Baleen whales showed striking differences in both the shapes of relationships and their mean presence probabilities between regions. Deep diving whales and delphinoids showed contrasting relationships between regions with few exceptions (e.g. non-statistically different shapes of region-specific relationships for harbor porpoise and beaked whales with depth). Our findings stress the need to account for geographical differences in habitat relationships between regions when modeling species distributions from combined data at the basin scale. Our proposed hypotheses offer a roadmap for understanding why habitat relationships may geographically vary in cetaceans and other highly mobile ... Text baleen whales North Atlantic IRD (Institute de recherche pour le développement): Horizon
institution Open Polar
collection IRD (Institute de recherche pour le développement): Horizon
op_collection_id ftird
language English
topic environmental predictors
geographical variation
habitat relationships
highly mobile marine species
North Atlantic Ocean
species distribution
modeling
spellingShingle environmental predictors
geographical variation
habitat relationships
highly mobile marine species
North Atlantic Ocean
species distribution
modeling
/Mannocci, Laura
Roberts, J. J.
Pedersen, E. J.
Halpin, P. N.
Geographical differences in habitat relationships of cetaceans across an ocean basin
topic_facet environmental predictors
geographical variation
habitat relationships
highly mobile marine species
North Atlantic Ocean
species distribution
modeling
description The distributions of highly mobile marine species such as cetaceans are increasingly modeled at basin scale by combining data from multiple regions. However, these basin-wide models often overlook geographical variations in species habitat relationships between regions. We tested for geographical variations in habitat relationships for a suite of cetacean taxa between the two sides of the North Atlantic basin. Using cetacean visual survey data and remote sensing data from the western and eastern basin in summer, we related the probability of presence of twelve cetacean taxa from three guilds to seafloor depth, sea surface temperature and primary productivity. In a generalized additive model framework, we fitted 1) basin-wide (BW) models, assuming a single global relationship, 2) region-specific intercepts (RI) models, assuming relationships with the same shape in both regions, but allowing a region-specific intercept and 3) region-specific shape (RS) models, assuming relationships with different shapes between regions. RS models mostly yielded significantly better fits than BW models, indicating cetacean occurrences were better modeled with region-specific than with global relationships. The better fits of RS models over RI models further provided statistical evidence for differences in the shapes of region-specific relationships. Baleen whales showed striking differences in both the shapes of relationships and their mean presence probabilities between regions. Deep diving whales and delphinoids showed contrasting relationships between regions with few exceptions (e.g. non-statistically different shapes of region-specific relationships for harbor porpoise and beaked whales with depth). Our findings stress the need to account for geographical differences in habitat relationships between regions when modeling species distributions from combined data at the basin scale. Our proposed hypotheses offer a roadmap for understanding why habitat relationships may geographically vary in cetaceans and other highly mobile ...
format Text
author /Mannocci, Laura
Roberts, J. J.
Pedersen, E. J.
Halpin, P. N.
author_facet /Mannocci, Laura
Roberts, J. J.
Pedersen, E. J.
Halpin, P. N.
author_sort /Mannocci, Laura
title Geographical differences in habitat relationships of cetaceans across an ocean basin
title_short Geographical differences in habitat relationships of cetaceans across an ocean basin
title_full Geographical differences in habitat relationships of cetaceans across an ocean basin
title_fullStr Geographical differences in habitat relationships of cetaceans across an ocean basin
title_full_unstemmed Geographical differences in habitat relationships of cetaceans across an ocean basin
title_sort geographical differences in habitat relationships of cetaceans across an ocean basin
publishDate 2020
url https://www.documentation.ird.fr/hor/fdi:010079064
genre baleen whales
North Atlantic
genre_facet baleen whales
North Atlantic
op_relation https://www.documentation.ird.fr/hor/fdi:010079064
oai:ird.fr:fdi:010079064
Mannocci Laura, Roberts J. J., Pedersen E. J., Halpin P. N. Geographical differences in habitat relationships of cetaceans across an ocean basin. 2020, 43 (8), 1250-1259
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