Known unknowns in an imperfect world: incorporating uncertainty in recruitment estimates using multi-event capture-recapture models

Studying the demography of wild animals remains challenging as several of thecritical parts of their life history may be difficult to observe in the field. In particular,determining with certainty when an individual breeds for the first timeis not always obvious. This can be problematic because unce...

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Published in:Ecology and Evolution
Main Authors: Desprez, M, McMahon, CR, Hindell, MA, Harcourt, R, Gimenez, O
Format: Article in Journal/Newspaper
Language:English
Published: Wiley-Blackwell 2013
Subjects:
Online Access:https://doi.org/10.1002/ece3.846
http://ecite.utas.edu.au/89025
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spelling ftunivtasecite:oai:ecite.utas.edu.au:89025 2023-05-15T16:05:43+02:00 Known unknowns in an imperfect world: incorporating uncertainty in recruitment estimates using multi-event capture-recapture models Desprez, M McMahon, CR Hindell, MA Harcourt, R Gimenez, O 2013 https://doi.org/10.1002/ece3.846 http://ecite.utas.edu.au/89025 en eng Wiley-Blackwell http://dx.doi.org/10.1002/ece3.846 Desprez, M and McMahon, CR and Hindell, MA and Harcourt, R and Gimenez, O, Known unknowns in an imperfect world: incorporating uncertainty in recruitment estimates using multi-event capture-recapture models, Ecology and Evolution, 3, (14) pp. 4658-4668. ISSN 2045-7758 (2013) [Refereed Article] http://ecite.utas.edu.au/89025 Biological Sciences Ecology Marine and Estuarine Ecology (incl. Marine Ichthyology) Refereed Article PeerReviewed 2013 ftunivtasecite https://doi.org/10.1002/ece3.846 2019-12-13T21:52:37Z Studying the demography of wild animals remains challenging as several of thecritical parts of their life history may be difficult to observe in the field. In particular,determining with certainty when an individual breeds for the first timeis not always obvious. This can be problematic because uncertainty about thetransition from a prebreeder to a breeder state recruitment leads to uncertaintyin vital rate estimates and in turn in population projection models. Toavoid this issue, the common practice is to discard imperfect data from theanalyses. However, this practice can generate a bias in vital rate estimates ifuncertainty is related to a specific component of the population and reducesthe sample size of the dataset and consequently the statistical power to detecteffects of biological interest. Here, we compared the demographic parametersassessed from a standard multistate capturerecapture approach to the estimatesobtained from the newly developed multi-event framework that specificallyaccounts for uncertainty in state assessment. Using a comprehensive longitudinaldataset on southern elephant seals, we demonstrated that the multi-eventmodel enabled us to use all the data collected (6639 capturerecapture historiesvs. 4179 with the multistate model) by accounting for uncertainty in breedingstates, thereby increasing the precision and accuracy of the demographic parameterestimates. The multi-event model allowed us to incorporate imperfect datainto demographic analyses. The gain in precision obtained has important implicationsin the conservation and management of species because limiting uncertaintyaround vital rates will permit predicting population viability with greateraccuracy. Article in Journal/Newspaper Elephant Seals Southern Elephant Seals eCite UTAS (University of Tasmania) Ecology and Evolution 3 14 4658 4668
institution Open Polar
collection eCite UTAS (University of Tasmania)
op_collection_id ftunivtasecite
language English
topic Biological Sciences
Ecology
Marine and Estuarine Ecology (incl. Marine Ichthyology)
spellingShingle Biological Sciences
Ecology
Marine and Estuarine Ecology (incl. Marine Ichthyology)
Desprez, M
McMahon, CR
Hindell, MA
Harcourt, R
Gimenez, O
Known unknowns in an imperfect world: incorporating uncertainty in recruitment estimates using multi-event capture-recapture models
topic_facet Biological Sciences
Ecology
Marine and Estuarine Ecology (incl. Marine Ichthyology)
description Studying the demography of wild animals remains challenging as several of thecritical parts of their life history may be difficult to observe in the field. In particular,determining with certainty when an individual breeds for the first timeis not always obvious. This can be problematic because uncertainty about thetransition from a prebreeder to a breeder state recruitment leads to uncertaintyin vital rate estimates and in turn in population projection models. Toavoid this issue, the common practice is to discard imperfect data from theanalyses. However, this practice can generate a bias in vital rate estimates ifuncertainty is related to a specific component of the population and reducesthe sample size of the dataset and consequently the statistical power to detecteffects of biological interest. Here, we compared the demographic parametersassessed from a standard multistate capturerecapture approach to the estimatesobtained from the newly developed multi-event framework that specificallyaccounts for uncertainty in state assessment. Using a comprehensive longitudinaldataset on southern elephant seals, we demonstrated that the multi-eventmodel enabled us to use all the data collected (6639 capturerecapture historiesvs. 4179 with the multistate model) by accounting for uncertainty in breedingstates, thereby increasing the precision and accuracy of the demographic parameterestimates. The multi-event model allowed us to incorporate imperfect datainto demographic analyses. The gain in precision obtained has important implicationsin the conservation and management of species because limiting uncertaintyaround vital rates will permit predicting population viability with greateraccuracy.
format Article in Journal/Newspaper
author Desprez, M
McMahon, CR
Hindell, MA
Harcourt, R
Gimenez, O
author_facet Desprez, M
McMahon, CR
Hindell, MA
Harcourt, R
Gimenez, O
author_sort Desprez, M
title Known unknowns in an imperfect world: incorporating uncertainty in recruitment estimates using multi-event capture-recapture models
title_short Known unknowns in an imperfect world: incorporating uncertainty in recruitment estimates using multi-event capture-recapture models
title_full Known unknowns in an imperfect world: incorporating uncertainty in recruitment estimates using multi-event capture-recapture models
title_fullStr Known unknowns in an imperfect world: incorporating uncertainty in recruitment estimates using multi-event capture-recapture models
title_full_unstemmed Known unknowns in an imperfect world: incorporating uncertainty in recruitment estimates using multi-event capture-recapture models
title_sort known unknowns in an imperfect world: incorporating uncertainty in recruitment estimates using multi-event capture-recapture models
publisher Wiley-Blackwell
publishDate 2013
url https://doi.org/10.1002/ece3.846
http://ecite.utas.edu.au/89025
genre Elephant Seals
Southern Elephant Seals
genre_facet Elephant Seals
Southern Elephant Seals
op_relation http://dx.doi.org/10.1002/ece3.846
Desprez, M and McMahon, CR and Hindell, MA and Harcourt, R and Gimenez, O, Known unknowns in an imperfect world: incorporating uncertainty in recruitment estimates using multi-event capture-recapture models, Ecology and Evolution, 3, (14) pp. 4658-4668. ISSN 2045-7758 (2013) [Refereed Article]
http://ecite.utas.edu.au/89025
op_doi https://doi.org/10.1002/ece3.846
container_title Ecology and Evolution
container_volume 3
container_issue 14
container_start_page 4658
op_container_end_page 4668
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