Incorporating environmental covariates into a Bayesian stock production model for the endangered Cumberland Sound beluga population

The Cumberland Sound (CS) beluga (Delphinapterus leucas) population inhabits CS on eastern Baffin Island, Nunavut, Canada, and is listed as threatened under the Canadian Species at Risk Act. The population dynamics of CS beluga whales have been modelled in the past, but the effect of environmental c...

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Published in:Endangered Species Research
Main Authors: BA Biddlecombe, CA Watt
Format: Article in Journal/Newspaper
Language:English
Published: Inter-Research 2022
Subjects:
Online Access:https://doi.org/10.3354/esr01186
https://doaj.org/article/8ce1ed28dd6348db9fb91cd041ca832f
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spelling ftdoajarticles:oai:doaj.org/article:8ce1ed28dd6348db9fb91cd041ca832f 2023-05-15T15:35:27+02:00 Incorporating environmental covariates into a Bayesian stock production model for the endangered Cumberland Sound beluga population BA Biddlecombe CA Watt 2022-05-01T00:00:00Z https://doi.org/10.3354/esr01186 https://doaj.org/article/8ce1ed28dd6348db9fb91cd041ca832f EN eng Inter-Research https://www.int-res.com/abstracts/esr/v48/p51-65/ https://doaj.org/toc/1863-5407 https://doaj.org/toc/1613-4796 1863-5407 1613-4796 doi:10.3354/esr01186 https://doaj.org/article/8ce1ed28dd6348db9fb91cd041ca832f Endangered Species Research, Vol 48, Pp 51-65 (2022) Zoology QL1-991 Botany QK1-989 article 2022 ftdoajarticles https://doi.org/10.3354/esr01186 2022-12-31T03:06:43Z The Cumberland Sound (CS) beluga (Delphinapterus leucas) population inhabits CS on eastern Baffin Island, Nunavut, Canada, and is listed as threatened under the Canadian Species at Risk Act. The population dynamics of CS beluga whales have been modelled in the past, but the effect of environmental covariates on these models has not previously been considered. An existing Bayesian population model fitted to CS beluga whale aerial survey data from 1990 to 2017 and harvest data from 1960 to 2017 was modified to include sea ice concentration (ICE) and sea surface temperature (SST). ICE and SST were extracted for all years from the CS study area in March and August, respectively, and incorporated into the state process component of the state-space model. The model resulted in a 2018 population estimate of 1245 (95% credible interval [CI] 564-2715) whales and an initial population estimate of 5147 (95% CI 1667-8779). Determining sustainable harvest by calculating the probability of population decline estimated 30% probability of decline after 10 yr with a harvest of ~15 whales annually. Compared to the previous model without environmental covariates, which followed a relatively linear trajectory, our model had more noticeable peaks and troughs in the population trend and wider CIs. The model suggested harvest levels be reduced by ~7 individuals for a management goal with a low risk of decline. The novelty of this approach for beluga whales provides an opportunity for further model development via the addition of various other abiotic and biotic variables related to beluga whale ecology. Article in Journal/Newspaper Baffin Island Baffin Beluga Beluga whale Beluga* Cumberland Sound Delphinapterus leucas Nunavut Sea ice Directory of Open Access Journals: DOAJ Articles Nunavut Baffin Island Canada Cumberland Sound ENVELOPE(-66.014,-66.014,65.334,65.334) Endangered Species Research 48 51 65
institution Open Polar
collection Directory of Open Access Journals: DOAJ Articles
op_collection_id ftdoajarticles
language English
topic Zoology
QL1-991
Botany
QK1-989
spellingShingle Zoology
QL1-991
Botany
QK1-989
BA Biddlecombe
CA Watt
Incorporating environmental covariates into a Bayesian stock production model for the endangered Cumberland Sound beluga population
topic_facet Zoology
QL1-991
Botany
QK1-989
description The Cumberland Sound (CS) beluga (Delphinapterus leucas) population inhabits CS on eastern Baffin Island, Nunavut, Canada, and is listed as threatened under the Canadian Species at Risk Act. The population dynamics of CS beluga whales have been modelled in the past, but the effect of environmental covariates on these models has not previously been considered. An existing Bayesian population model fitted to CS beluga whale aerial survey data from 1990 to 2017 and harvest data from 1960 to 2017 was modified to include sea ice concentration (ICE) and sea surface temperature (SST). ICE and SST were extracted for all years from the CS study area in March and August, respectively, and incorporated into the state process component of the state-space model. The model resulted in a 2018 population estimate of 1245 (95% credible interval [CI] 564-2715) whales and an initial population estimate of 5147 (95% CI 1667-8779). Determining sustainable harvest by calculating the probability of population decline estimated 30% probability of decline after 10 yr with a harvest of ~15 whales annually. Compared to the previous model without environmental covariates, which followed a relatively linear trajectory, our model had more noticeable peaks and troughs in the population trend and wider CIs. The model suggested harvest levels be reduced by ~7 individuals for a management goal with a low risk of decline. The novelty of this approach for beluga whales provides an opportunity for further model development via the addition of various other abiotic and biotic variables related to beluga whale ecology.
format Article in Journal/Newspaper
author BA Biddlecombe
CA Watt
author_facet BA Biddlecombe
CA Watt
author_sort BA Biddlecombe
title Incorporating environmental covariates into a Bayesian stock production model for the endangered Cumberland Sound beluga population
title_short Incorporating environmental covariates into a Bayesian stock production model for the endangered Cumberland Sound beluga population
title_full Incorporating environmental covariates into a Bayesian stock production model for the endangered Cumberland Sound beluga population
title_fullStr Incorporating environmental covariates into a Bayesian stock production model for the endangered Cumberland Sound beluga population
title_full_unstemmed Incorporating environmental covariates into a Bayesian stock production model for the endangered Cumberland Sound beluga population
title_sort incorporating environmental covariates into a bayesian stock production model for the endangered cumberland sound beluga population
publisher Inter-Research
publishDate 2022
url https://doi.org/10.3354/esr01186
https://doaj.org/article/8ce1ed28dd6348db9fb91cd041ca832f
long_lat ENVELOPE(-66.014,-66.014,65.334,65.334)
geographic Nunavut
Baffin Island
Canada
Cumberland Sound
geographic_facet Nunavut
Baffin Island
Canada
Cumberland Sound
genre Baffin Island
Baffin
Beluga
Beluga whale
Beluga*
Cumberland Sound
Delphinapterus leucas
Nunavut
Sea ice
genre_facet Baffin Island
Baffin
Beluga
Beluga whale
Beluga*
Cumberland Sound
Delphinapterus leucas
Nunavut
Sea ice
op_source Endangered Species Research, Vol 48, Pp 51-65 (2022)
op_relation https://www.int-res.com/abstracts/esr/v48/p51-65/
https://doaj.org/toc/1863-5407
https://doaj.org/toc/1613-4796
1863-5407
1613-4796
doi:10.3354/esr01186
https://doaj.org/article/8ce1ed28dd6348db9fb91cd041ca832f
op_doi https://doi.org/10.3354/esr01186
container_title Endangered Species Research
container_volume 48
container_start_page 51
op_container_end_page 65
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