DataSheet_1_Climate-Change Refugia for the Bubblegum Coral Paragorgia arborea in the Northwest Atlantic.docx

The large, habitat-forming bubblegum coral, Paragorgia arborea, is a vulnerable marine ecosystem indicator with an antitropical distribution. Dense aggregations of the species have been protected from bottom-contact fishing in the Scotian Shelf bioregion off Nova Scotia, Canada in the northwest Atla...

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Bibliographic Details
Main Authors: Shuangqiang Wang, F. Javier Murillo, Ellen Kenchington
Format: Dataset
Language:unknown
Published: 2022
Subjects:
Gam
Online Access:https://doi.org/10.3389/fmars.2022.863693.s001
https://figshare.com/articles/dataset/DataSheet_1_Climate-Change_Refugia_for_the_Bubblegum_Coral_Paragorgia_arborea_in_the_Northwest_Atlantic_docx/20286129
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record_format openpolar
spelling ftfrontimediafig:oai:figshare.com:article/20286129 2023-05-15T17:36:06+02:00 DataSheet_1_Climate-Change Refugia for the Bubblegum Coral Paragorgia arborea in the Northwest Atlantic.docx Shuangqiang Wang F. Javier Murillo Ellen Kenchington 2022-07-11T13:01:36Z https://doi.org/10.3389/fmars.2022.863693.s001 https://figshare.com/articles/dataset/DataSheet_1_Climate-Change_Refugia_for_the_Bubblegum_Coral_Paragorgia_arborea_in_the_Northwest_Atlantic_docx/20286129 unknown doi:10.3389/fmars.2022.863693.s001 https://figshare.com/articles/dataset/DataSheet_1_Climate-Change_Refugia_for_the_Bubblegum_Coral_Paragorgia_arborea_in_the_Northwest_Atlantic_docx/20286129 CC BY 4.0 CC-BY Oceanography Marine Biology Marine Geoscience Biological Oceanography Chemical Oceanography Physical Oceanography Marine Engineering climate-change refugia deep-sea coral species distribution modeling model transferability lagrangian particle tracking Paragorgia arborea protected area design Dataset 2022 ftfrontimediafig https://doi.org/10.3389/fmars.2022.863693.s001 2022-07-13T23:06:10Z The large, habitat-forming bubblegum coral, Paragorgia arborea, is a vulnerable marine ecosystem indicator with an antitropical distribution. Dense aggregations of the species have been protected from bottom-contact fishing in the Scotian Shelf bioregion off Nova Scotia, Canada in the northwest Atlantic Ocean. Recently, basin-scale habitat suitability ensemble modeling has projected an alarming loss of 99% of suitable habitat for this species across the North Atlantic by 2100. Here, a regional reassessment of the predicted distribution of this species in the bioregion, using both machine learning (random forest) and generalized additive model (GAM) frameworks, including projection to 2046−2065, was undertaken. Extrapolation diagnostics were applied to determine the degree to which the models projected into novel covariate space (i.e., extrapolation) in order to avoid erroneous inferences. The best predictors of the species’ distribution were a suite of temporally-invariant terrain variables that identified suitable habitat along the upper continental slope. Additional predictors, projected to vary with future ocean climatologies, identified areas of the upper slope in the eastern portion of the study area that will remain within suitable ranges for P. arborea at least through to the mid-century. Additionally, 3-D Lagrangian particle tracking simulations indicated potential for both connectivity among known occurrence sites and existing protected areas, and for colonization of unsurveyed areas predicted to have suitable habitat, from locations of known occurrence. These results showed that extirpation of this iconic species from the Scotian Shelf bioregion is unlikely over the next decades. Potential climate refugia were identified and results presented in the context of protected area network design properties of representativity, connectivity, adequacy, viability and resilience. Dataset North Atlantic Northwest Atlantic Paragorgia arborea Frontiers: Figshare Canada Gam ENVELOPE(-57.955,-57.955,-61.923,-61.923)
institution Open Polar
collection Frontiers: Figshare
op_collection_id ftfrontimediafig
language unknown
topic Oceanography
Marine Biology
Marine Geoscience
Biological Oceanography
Chemical Oceanography
Physical Oceanography
Marine Engineering
climate-change refugia
deep-sea coral
species distribution modeling
model transferability
lagrangian particle tracking
Paragorgia arborea
protected area design
spellingShingle Oceanography
Marine Biology
Marine Geoscience
Biological Oceanography
Chemical Oceanography
Physical Oceanography
Marine Engineering
climate-change refugia
deep-sea coral
species distribution modeling
model transferability
lagrangian particle tracking
Paragorgia arborea
protected area design
Shuangqiang Wang
F. Javier Murillo
Ellen Kenchington
DataSheet_1_Climate-Change Refugia for the Bubblegum Coral Paragorgia arborea in the Northwest Atlantic.docx
topic_facet Oceanography
Marine Biology
Marine Geoscience
Biological Oceanography
Chemical Oceanography
Physical Oceanography
Marine Engineering
climate-change refugia
deep-sea coral
species distribution modeling
model transferability
lagrangian particle tracking
Paragorgia arborea
protected area design
description The large, habitat-forming bubblegum coral, Paragorgia arborea, is a vulnerable marine ecosystem indicator with an antitropical distribution. Dense aggregations of the species have been protected from bottom-contact fishing in the Scotian Shelf bioregion off Nova Scotia, Canada in the northwest Atlantic Ocean. Recently, basin-scale habitat suitability ensemble modeling has projected an alarming loss of 99% of suitable habitat for this species across the North Atlantic by 2100. Here, a regional reassessment of the predicted distribution of this species in the bioregion, using both machine learning (random forest) and generalized additive model (GAM) frameworks, including projection to 2046−2065, was undertaken. Extrapolation diagnostics were applied to determine the degree to which the models projected into novel covariate space (i.e., extrapolation) in order to avoid erroneous inferences. The best predictors of the species’ distribution were a suite of temporally-invariant terrain variables that identified suitable habitat along the upper continental slope. Additional predictors, projected to vary with future ocean climatologies, identified areas of the upper slope in the eastern portion of the study area that will remain within suitable ranges for P. arborea at least through to the mid-century. Additionally, 3-D Lagrangian particle tracking simulations indicated potential for both connectivity among known occurrence sites and existing protected areas, and for colonization of unsurveyed areas predicted to have suitable habitat, from locations of known occurrence. These results showed that extirpation of this iconic species from the Scotian Shelf bioregion is unlikely over the next decades. Potential climate refugia were identified and results presented in the context of protected area network design properties of representativity, connectivity, adequacy, viability and resilience.
format Dataset
author Shuangqiang Wang
F. Javier Murillo
Ellen Kenchington
author_facet Shuangqiang Wang
F. Javier Murillo
Ellen Kenchington
author_sort Shuangqiang Wang
title DataSheet_1_Climate-Change Refugia for the Bubblegum Coral Paragorgia arborea in the Northwest Atlantic.docx
title_short DataSheet_1_Climate-Change Refugia for the Bubblegum Coral Paragorgia arborea in the Northwest Atlantic.docx
title_full DataSheet_1_Climate-Change Refugia for the Bubblegum Coral Paragorgia arborea in the Northwest Atlantic.docx
title_fullStr DataSheet_1_Climate-Change Refugia for the Bubblegum Coral Paragorgia arborea in the Northwest Atlantic.docx
title_full_unstemmed DataSheet_1_Climate-Change Refugia for the Bubblegum Coral Paragorgia arborea in the Northwest Atlantic.docx
title_sort datasheet_1_climate-change refugia for the bubblegum coral paragorgia arborea in the northwest atlantic.docx
publishDate 2022
url https://doi.org/10.3389/fmars.2022.863693.s001
https://figshare.com/articles/dataset/DataSheet_1_Climate-Change_Refugia_for_the_Bubblegum_Coral_Paragorgia_arborea_in_the_Northwest_Atlantic_docx/20286129
long_lat ENVELOPE(-57.955,-57.955,-61.923,-61.923)
geographic Canada
Gam
geographic_facet Canada
Gam
genre North Atlantic
Northwest Atlantic
Paragorgia arborea
genre_facet North Atlantic
Northwest Atlantic
Paragorgia arborea
op_relation doi:10.3389/fmars.2022.863693.s001
https://figshare.com/articles/dataset/DataSheet_1_Climate-Change_Refugia_for_the_Bubblegum_Coral_Paragorgia_arborea_in_the_Northwest_Atlantic_docx/20286129
op_rights CC BY 4.0
op_rightsnorm CC-BY
op_doi https://doi.org/10.3389/fmars.2022.863693.s001
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