Abundance estimation for line transect sampling: A comparison of distance sampling and spatial capture-recapture models.

Accurate and precise abundance estimation is vital for informed wildlife conservation and management decision-making. Line transect surveys are a common sampling approach for abundance estimation. Distance sampling is often used to estimate abundance from line transect survey data; however, search e...

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Published in:PLOS ONE
Main Authors: Nathan J Crum, Lisa C Neyman, Timothy A Gowan
Format: Article in Journal/Newspaper
Language:English
Published: Public Library of Science (PLoS) 2021
Subjects:
R
Q
Online Access:https://doi.org/10.1371/journal.pone.0252231
https://doaj.org/article/52247483a0d442679c0d50300dcf96b5
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spelling ftdoajarticles:oai:doaj.org/article:52247483a0d442679c0d50300dcf96b5 2023-05-15T17:31:31+02:00 Abundance estimation for line transect sampling: A comparison of distance sampling and spatial capture-recapture models. Nathan J Crum Lisa C Neyman Timothy A Gowan 2021-01-01T00:00:00Z https://doi.org/10.1371/journal.pone.0252231 https://doaj.org/article/52247483a0d442679c0d50300dcf96b5 EN eng Public Library of Science (PLoS) https://doi.org/10.1371/journal.pone.0252231 https://doaj.org/toc/1932-6203 1932-6203 doi:10.1371/journal.pone.0252231 https://doaj.org/article/52247483a0d442679c0d50300dcf96b5 PLoS ONE, Vol 16, Iss 5, p e0252231 (2021) Medicine R Science Q article 2021 ftdoajarticles https://doi.org/10.1371/journal.pone.0252231 2022-12-31T04:20:08Z Accurate and precise abundance estimation is vital for informed wildlife conservation and management decision-making. Line transect surveys are a common sampling approach for abundance estimation. Distance sampling is often used to estimate abundance from line transect survey data; however, search encounter spatial capture-recapture can also be used when individuals in the population of interest are identifiable. The search encounter spatial capture-recapture model has rarely been applied, and its performance has not been compared to that of distance sampling. We analyzed simulated datasets to compare the performance of distance sampling and spatial capture-recapture abundance estimators. Additionally, we estimated the abundance of North Atlantic right whales in the southeastern United States with two formulations of each model and compared the estimates. Spatial capture-recapture abundance estimates had lower root mean squared error than distance sampling estimates. Spatial capture-recapture 95% credible intervals for abundance had nominal coverage, i.e., contained the simulating value for abundance in 95% of simulations, whereas distance sampling credible intervals had below nominal coverage. Moreover, North Atlantic right whale abundance estimates from distance sampling models were more sensitive to model specification compared to spatial capture-recapture estimates. When estimating abundance from line transect data, researchers should consider using search encounter spatial capture-recapture when individuals in the population of interest are identifiable, when line transects are surveyed over multiple occasions, when there is imperfect detection of individuals located on the line transect, and when it is safe to assume the population of interest is closed demographically. When line transects are surveyed over multiple occasions, researchers should be aware that individual space use may induce spatial autocorrelation in counts across transects. This is not accounted for in common distance sampling estimators ... Article in Journal/Newspaper North Atlantic North Atlantic right whale Directory of Open Access Journals: DOAJ Articles PLOS ONE 16 5 e0252231
institution Open Polar
collection Directory of Open Access Journals: DOAJ Articles
op_collection_id ftdoajarticles
language English
topic Medicine
R
Science
Q
spellingShingle Medicine
R
Science
Q
Nathan J Crum
Lisa C Neyman
Timothy A Gowan
Abundance estimation for line transect sampling: A comparison of distance sampling and spatial capture-recapture models.
topic_facet Medicine
R
Science
Q
description Accurate and precise abundance estimation is vital for informed wildlife conservation and management decision-making. Line transect surveys are a common sampling approach for abundance estimation. Distance sampling is often used to estimate abundance from line transect survey data; however, search encounter spatial capture-recapture can also be used when individuals in the population of interest are identifiable. The search encounter spatial capture-recapture model has rarely been applied, and its performance has not been compared to that of distance sampling. We analyzed simulated datasets to compare the performance of distance sampling and spatial capture-recapture abundance estimators. Additionally, we estimated the abundance of North Atlantic right whales in the southeastern United States with two formulations of each model and compared the estimates. Spatial capture-recapture abundance estimates had lower root mean squared error than distance sampling estimates. Spatial capture-recapture 95% credible intervals for abundance had nominal coverage, i.e., contained the simulating value for abundance in 95% of simulations, whereas distance sampling credible intervals had below nominal coverage. Moreover, North Atlantic right whale abundance estimates from distance sampling models were more sensitive to model specification compared to spatial capture-recapture estimates. When estimating abundance from line transect data, researchers should consider using search encounter spatial capture-recapture when individuals in the population of interest are identifiable, when line transects are surveyed over multiple occasions, when there is imperfect detection of individuals located on the line transect, and when it is safe to assume the population of interest is closed demographically. When line transects are surveyed over multiple occasions, researchers should be aware that individual space use may induce spatial autocorrelation in counts across transects. This is not accounted for in common distance sampling estimators ...
format Article in Journal/Newspaper
author Nathan J Crum
Lisa C Neyman
Timothy A Gowan
author_facet Nathan J Crum
Lisa C Neyman
Timothy A Gowan
author_sort Nathan J Crum
title Abundance estimation for line transect sampling: A comparison of distance sampling and spatial capture-recapture models.
title_short Abundance estimation for line transect sampling: A comparison of distance sampling and spatial capture-recapture models.
title_full Abundance estimation for line transect sampling: A comparison of distance sampling and spatial capture-recapture models.
title_fullStr Abundance estimation for line transect sampling: A comparison of distance sampling and spatial capture-recapture models.
title_full_unstemmed Abundance estimation for line transect sampling: A comparison of distance sampling and spatial capture-recapture models.
title_sort abundance estimation for line transect sampling: a comparison of distance sampling and spatial capture-recapture models.
publisher Public Library of Science (PLoS)
publishDate 2021
url https://doi.org/10.1371/journal.pone.0252231
https://doaj.org/article/52247483a0d442679c0d50300dcf96b5
genre North Atlantic
North Atlantic right whale
genre_facet North Atlantic
North Atlantic right whale
op_source PLoS ONE, Vol 16, Iss 5, p e0252231 (2021)
op_relation https://doi.org/10.1371/journal.pone.0252231
https://doaj.org/toc/1932-6203
1932-6203
doi:10.1371/journal.pone.0252231
https://doaj.org/article/52247483a0d442679c0d50300dcf96b5
op_doi https://doi.org/10.1371/journal.pone.0252231
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