A Bayesian hierarchical model of Antarctic fur seal foraging and pup growth related to sea ice and prey abundance

We created a Bayesian hierarchical model (BHM) to investigate ecosystem relationships between the physical ecosystem (sea ice extent), a prey measure (krill density), predator behaviors (diving and foraging effort of female Antarctic fur seals, Arctocephalus gazella , with pups) and predator charact...

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Published in:Ecological Applications
Main Authors: Hiruki-Raring, Lisa M., Hoef, Jay M. Ver, Boveng, Peter L., Bengtson, John L.
Format: Article in Journal/Newspaper
Language:English
Published: Wiley 2012
Subjects:
Online Access:http://dx.doi.org/10.1890/11-0102.1
https://api.wiley.com/onlinelibrary/tdm/v1/articles/10.1890%2F11-0102.1
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spelling crwiley:10.1890/11-0102.1 2024-05-19T07:32:09+00:00 A Bayesian hierarchical model of Antarctic fur seal foraging and pup growth related to sea ice and prey abundance Hiruki-Raring, Lisa M. Hoef, Jay M. Ver Boveng, Peter L. Bengtson, John L. 2012 http://dx.doi.org/10.1890/11-0102.1 https://api.wiley.com/onlinelibrary/tdm/v1/articles/10.1890%2F11-0102.1 https://esajournals.onlinelibrary.wiley.com/doi/pdf/10.1890/11-0102.1 en eng Wiley http://onlinelibrary.wiley.com/termsAndConditions#vor Ecological Applications volume 22, issue 2, page 668-684 ISSN 1051-0761 1939-5582 journal-article 2012 crwiley https://doi.org/10.1890/11-0102.1 2024-04-25T08:28:50Z We created a Bayesian hierarchical model (BHM) to investigate ecosystem relationships between the physical ecosystem (sea ice extent), a prey measure (krill density), predator behaviors (diving and foraging effort of female Antarctic fur seals, Arctocephalus gazella , with pups) and predator characteristics (mass of maternal fur seals and pups). We collected data on Antarctic fur seals from 1987/1988 to 1994/1995 at Seal Island, Antarctica. The BHM allowed us to link together predators and prey into a model that uses all the data efficiently and accounts for major sources of uncertainty. Based on the literature, we made hypotheses about the relationships in the model, which we compared with the model outcome after fitting the BHM. For each BHM parameter, we calculated the mean of the posterior density and the 95% credible interval. Our model confirmed others' findings that increased sea ice was related to increased krill density. Higher krill density led to reduced dive intensity of maternal fur seals, as measured by dive depth and duration, and to less time spent foraging by maternal fur seals. Heavier maternal fur seals and lower maternal foraging effort resulted in heavier pups at 22 d. No relationship was found between krill density and maternal mass, or between maternal mass and foraging effort on pup growth rates between 22 and 85 days of age. Maternal mass may have reflected environmental conditions prior to the pup provisioning season, rather than summer prey densities. Maternal mass and foraging effort were not related to pup growth rates between 22 and 85 d, possibly indicating that food was not limiting, food sources other than krill were being used, or differences occurred before pups reached age 22 d. Article in Journal/Newspaper Antarc* Antarctic Antarctic Fur Seal Antarctic Fur Seals Antarctica Arctocephalus gazella Sea ice Seal Island Wiley Online Library Ecological Applications 22 2 668 684
institution Open Polar
collection Wiley Online Library
op_collection_id crwiley
language English
description We created a Bayesian hierarchical model (BHM) to investigate ecosystem relationships between the physical ecosystem (sea ice extent), a prey measure (krill density), predator behaviors (diving and foraging effort of female Antarctic fur seals, Arctocephalus gazella , with pups) and predator characteristics (mass of maternal fur seals and pups). We collected data on Antarctic fur seals from 1987/1988 to 1994/1995 at Seal Island, Antarctica. The BHM allowed us to link together predators and prey into a model that uses all the data efficiently and accounts for major sources of uncertainty. Based on the literature, we made hypotheses about the relationships in the model, which we compared with the model outcome after fitting the BHM. For each BHM parameter, we calculated the mean of the posterior density and the 95% credible interval. Our model confirmed others' findings that increased sea ice was related to increased krill density. Higher krill density led to reduced dive intensity of maternal fur seals, as measured by dive depth and duration, and to less time spent foraging by maternal fur seals. Heavier maternal fur seals and lower maternal foraging effort resulted in heavier pups at 22 d. No relationship was found between krill density and maternal mass, or between maternal mass and foraging effort on pup growth rates between 22 and 85 days of age. Maternal mass may have reflected environmental conditions prior to the pup provisioning season, rather than summer prey densities. Maternal mass and foraging effort were not related to pup growth rates between 22 and 85 d, possibly indicating that food was not limiting, food sources other than krill were being used, or differences occurred before pups reached age 22 d.
format Article in Journal/Newspaper
author Hiruki-Raring, Lisa M.
Hoef, Jay M. Ver
Boveng, Peter L.
Bengtson, John L.
spellingShingle Hiruki-Raring, Lisa M.
Hoef, Jay M. Ver
Boveng, Peter L.
Bengtson, John L.
A Bayesian hierarchical model of Antarctic fur seal foraging and pup growth related to sea ice and prey abundance
author_facet Hiruki-Raring, Lisa M.
Hoef, Jay M. Ver
Boveng, Peter L.
Bengtson, John L.
author_sort Hiruki-Raring, Lisa M.
title A Bayesian hierarchical model of Antarctic fur seal foraging and pup growth related to sea ice and prey abundance
title_short A Bayesian hierarchical model of Antarctic fur seal foraging and pup growth related to sea ice and prey abundance
title_full A Bayesian hierarchical model of Antarctic fur seal foraging and pup growth related to sea ice and prey abundance
title_fullStr A Bayesian hierarchical model of Antarctic fur seal foraging and pup growth related to sea ice and prey abundance
title_full_unstemmed A Bayesian hierarchical model of Antarctic fur seal foraging and pup growth related to sea ice and prey abundance
title_sort bayesian hierarchical model of antarctic fur seal foraging and pup growth related to sea ice and prey abundance
publisher Wiley
publishDate 2012
url http://dx.doi.org/10.1890/11-0102.1
https://api.wiley.com/onlinelibrary/tdm/v1/articles/10.1890%2F11-0102.1
https://esajournals.onlinelibrary.wiley.com/doi/pdf/10.1890/11-0102.1
genre Antarc*
Antarctic
Antarctic Fur Seal
Antarctic Fur Seals
Antarctica
Arctocephalus gazella
Sea ice
Seal Island
genre_facet Antarc*
Antarctic
Antarctic Fur Seal
Antarctic Fur Seals
Antarctica
Arctocephalus gazella
Sea ice
Seal Island
op_source Ecological Applications
volume 22, issue 2, page 668-684
ISSN 1051-0761 1939-5582
op_rights http://onlinelibrary.wiley.com/termsAndConditions#vor
op_doi https://doi.org/10.1890/11-0102.1
container_title Ecological Applications
container_volume 22
container_issue 2
container_start_page 668
op_container_end_page 684
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