Application of a Bayesian hierarchical model to estimate trends in Atlantic harbor seal ( Phoca vitulina vitulina) abundance in Maine, U.S.A., 1993–2018

Abstract The population of harbor seals ( Phoca vitulina vitulina ) along the coast of Maine, U.S.A., has experienced rapid growth in abundance following passage of the Marine Mammal Protection Act in 1972 but current information on trends in abundance is lacking. In this study, we apply a Bayesian...

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Published in:Marine Mammal Science
Main Authors: Sigourney, Douglas B., Murray, Kimberly T., Gilbert, James R., Ver Hoef, Jay M., Josephson, Elizabeth, DiGiovanni, Robert A.
Format: Article in Journal/Newspaper
Language:English
Published: Wiley 2021
Subjects:
Online Access:http://dx.doi.org/10.1111/mms.12873
https://onlinelibrary.wiley.com/doi/pdf/10.1111/mms.12873
https://onlinelibrary.wiley.com/doi/full-xml/10.1111/mms.12873
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spelling crwiley:10.1111/mms.12873 2024-05-19T07:41:36+00:00 Application of a Bayesian hierarchical model to estimate trends in Atlantic harbor seal ( Phoca vitulina vitulina) abundance in Maine, U.S.A., 1993–2018 Sigourney, Douglas B. Murray, Kimberly T. Gilbert, James R. Ver Hoef, Jay M. Josephson, Elizabeth DiGiovanni, Robert A. 2021 http://dx.doi.org/10.1111/mms.12873 https://onlinelibrary.wiley.com/doi/pdf/10.1111/mms.12873 https://onlinelibrary.wiley.com/doi/full-xml/10.1111/mms.12873 en eng Wiley http://onlinelibrary.wiley.com/termsAndConditions#vor Marine Mammal Science volume 38, issue 2, page 500-516 ISSN 0824-0469 1748-7692 journal-article 2021 crwiley https://doi.org/10.1111/mms.12873 2024-04-25T08:27:27Z Abstract The population of harbor seals ( Phoca vitulina vitulina ) along the coast of Maine, U.S.A., has experienced rapid growth in abundance following passage of the Marine Mammal Protection Act in 1972 but current information on trends in abundance is lacking. In this study, we apply a Bayesian hierarchical model to aerial survey data of nonpups and pups. Prior to 2001, estimates of growth rates from 8‐year moving averages reached a high of 2.1% and 9.4% per year with posterior probabilities of positive growth of .97 and >.99 for nonpups and pups, respectively. Between 2001 and 2012, estimated growth rates for nonpups decreased to a low of −1.9% per year with a posterior probability of negative growth of .95. Between 2012 and 2018, posterior estimates of growth were close to zero suggesting little change in abundance of nonpups. Estimates of growth for pups were close to zero between 2001 and 2012 but reached a low of −2.5% per year with a posterior probability of negative growth of 0.94 at the end of the time series suggesting a decrease in pup abundance between 2012 and 2018. The total abundance estimate for 2018 is 61,336 ( CV = 0.08). Article in Journal/Newspaper harbor seal Phoca vitulina Wiley Online Library Marine Mammal Science
institution Open Polar
collection Wiley Online Library
op_collection_id crwiley
language English
description Abstract The population of harbor seals ( Phoca vitulina vitulina ) along the coast of Maine, U.S.A., has experienced rapid growth in abundance following passage of the Marine Mammal Protection Act in 1972 but current information on trends in abundance is lacking. In this study, we apply a Bayesian hierarchical model to aerial survey data of nonpups and pups. Prior to 2001, estimates of growth rates from 8‐year moving averages reached a high of 2.1% and 9.4% per year with posterior probabilities of positive growth of .97 and >.99 for nonpups and pups, respectively. Between 2001 and 2012, estimated growth rates for nonpups decreased to a low of −1.9% per year with a posterior probability of negative growth of .95. Between 2012 and 2018, posterior estimates of growth were close to zero suggesting little change in abundance of nonpups. Estimates of growth for pups were close to zero between 2001 and 2012 but reached a low of −2.5% per year with a posterior probability of negative growth of 0.94 at the end of the time series suggesting a decrease in pup abundance between 2012 and 2018. The total abundance estimate for 2018 is 61,336 ( CV = 0.08).
format Article in Journal/Newspaper
author Sigourney, Douglas B.
Murray, Kimberly T.
Gilbert, James R.
Ver Hoef, Jay M.
Josephson, Elizabeth
DiGiovanni, Robert A.
spellingShingle Sigourney, Douglas B.
Murray, Kimberly T.
Gilbert, James R.
Ver Hoef, Jay M.
Josephson, Elizabeth
DiGiovanni, Robert A.
Application of a Bayesian hierarchical model to estimate trends in Atlantic harbor seal ( Phoca vitulina vitulina) abundance in Maine, U.S.A., 1993–2018
author_facet Sigourney, Douglas B.
Murray, Kimberly T.
Gilbert, James R.
Ver Hoef, Jay M.
Josephson, Elizabeth
DiGiovanni, Robert A.
author_sort Sigourney, Douglas B.
title Application of a Bayesian hierarchical model to estimate trends in Atlantic harbor seal ( Phoca vitulina vitulina) abundance in Maine, U.S.A., 1993–2018
title_short Application of a Bayesian hierarchical model to estimate trends in Atlantic harbor seal ( Phoca vitulina vitulina) abundance in Maine, U.S.A., 1993–2018
title_full Application of a Bayesian hierarchical model to estimate trends in Atlantic harbor seal ( Phoca vitulina vitulina) abundance in Maine, U.S.A., 1993–2018
title_fullStr Application of a Bayesian hierarchical model to estimate trends in Atlantic harbor seal ( Phoca vitulina vitulina) abundance in Maine, U.S.A., 1993–2018
title_full_unstemmed Application of a Bayesian hierarchical model to estimate trends in Atlantic harbor seal ( Phoca vitulina vitulina) abundance in Maine, U.S.A., 1993–2018
title_sort application of a bayesian hierarchical model to estimate trends in atlantic harbor seal ( phoca vitulina vitulina) abundance in maine, u.s.a., 1993–2018
publisher Wiley
publishDate 2021
url http://dx.doi.org/10.1111/mms.12873
https://onlinelibrary.wiley.com/doi/pdf/10.1111/mms.12873
https://onlinelibrary.wiley.com/doi/full-xml/10.1111/mms.12873
genre harbor seal
Phoca vitulina
genre_facet harbor seal
Phoca vitulina
op_source Marine Mammal Science
volume 38, issue 2, page 500-516
ISSN 0824-0469 1748-7692
op_rights http://onlinelibrary.wiley.com/termsAndConditions#vor
op_doi https://doi.org/10.1111/mms.12873
container_title Marine Mammal Science
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