Data from: Evaluating the importance of individual heterogeneity in reproduction to Weddell seal population dynamics using integral projection models ...

Identifying and accounting for unobserved individual heterogeneity in vital rates in demographic models is important for estimating population-level vital rates and identifying diverse life-history strategies, but much less is known about how this individual heterogeneity influences population dynam...

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Bibliographic Details
Main Authors: Macdonald, Kaitlin, Rotella, Jay, Paterson, J. Terrill
Format: Dataset
Language:English
Published: Dryad 2023
Subjects:
Online Access:https://dx.doi.org/10.5061/dryad.wh70rxwt3
https://datadryad.org/stash/dataset/doi:10.5061/dryad.wh70rxwt3
id ftdatacite:10.5061/dryad.wh70rxwt3
record_format openpolar
spelling ftdatacite:10.5061/dryad.wh70rxwt3 2024-06-09T07:50:07+00:00 Data from: Evaluating the importance of individual heterogeneity in reproduction to Weddell seal population dynamics using integral projection models ... Macdonald, Kaitlin Rotella, Jay Paterson, J. Terrill 2023 https://dx.doi.org/10.5061/dryad.wh70rxwt3 https://datadryad.org/stash/dataset/doi:10.5061/dryad.wh70rxwt3 en eng Dryad https://dx.doi.org/10.5281/zenodo.8018920 Creative Commons Zero v1.0 Universal https://creativecommons.org/publicdomain/zero/1.0/legalcode cc0-1.0 FOS Natural sciences age- and state-structured population model integral projection model unobserved individual heterogeneity Population dynamics Weddell seal Dataset dataset 2023 ftdatacite https://doi.org/10.5061/dryad.wh70rxwt310.5281/zenodo.8018920 2024-05-13T11:16:36Z Identifying and accounting for unobserved individual heterogeneity in vital rates in demographic models is important for estimating population-level vital rates and identifying diverse life-history strategies, but much less is known about how this individual heterogeneity influences population dynamics. We aimed to understand how the distribution of individual heterogeneity in reproductive and survival rates influenced population dynamics using vital rates from a Weddell seal population by altering the distribution of individual heterogeneity in reproduction, which also altered the distribution of individual survival rates through the incorporation of our estimate of the correlation between the two rates and assessing resulting changes in population growth. We constructed an integral projection model (IPM) structured by age and reproductive state using estimates of vital rates for a long-lived mammal that has recently been shown to exhibit large individual heterogeneity in reproduction. Using output from the ... : Individual Weddell seals are tagged at birth and resight surveys are conducted yearly to acquire the raw data used in this analysis. A multistate modeling approach in the Bayesian framework was used to estimate age-specific vital rates used in the integral projection model. The posterior estimates for calculating the age-specific vital rates of adults are contained in the file named "IPM_posterior_summary.rds". The demographic functions are parameterized using point estimates from previous modeling efforts that are defined in the R code and the posterior estimates from the multistate modeling approach that are loaded into the IPM through the R script. ... Dataset Weddell Seal Weddell Seals DataCite Metadata Store (German National Library of Science and Technology) Weddell
institution Open Polar
collection DataCite Metadata Store (German National Library of Science and Technology)
op_collection_id ftdatacite
language English
topic FOS Natural sciences
age- and state-structured population model
integral projection model
unobserved individual heterogeneity
Population dynamics
Weddell seal
spellingShingle FOS Natural sciences
age- and state-structured population model
integral projection model
unobserved individual heterogeneity
Population dynamics
Weddell seal
Macdonald, Kaitlin
Rotella, Jay
Paterson, J. Terrill
Data from: Evaluating the importance of individual heterogeneity in reproduction to Weddell seal population dynamics using integral projection models ...
topic_facet FOS Natural sciences
age- and state-structured population model
integral projection model
unobserved individual heterogeneity
Population dynamics
Weddell seal
description Identifying and accounting for unobserved individual heterogeneity in vital rates in demographic models is important for estimating population-level vital rates and identifying diverse life-history strategies, but much less is known about how this individual heterogeneity influences population dynamics. We aimed to understand how the distribution of individual heterogeneity in reproductive and survival rates influenced population dynamics using vital rates from a Weddell seal population by altering the distribution of individual heterogeneity in reproduction, which also altered the distribution of individual survival rates through the incorporation of our estimate of the correlation between the two rates and assessing resulting changes in population growth. We constructed an integral projection model (IPM) structured by age and reproductive state using estimates of vital rates for a long-lived mammal that has recently been shown to exhibit large individual heterogeneity in reproduction. Using output from the ... : Individual Weddell seals are tagged at birth and resight surveys are conducted yearly to acquire the raw data used in this analysis. A multistate modeling approach in the Bayesian framework was used to estimate age-specific vital rates used in the integral projection model. The posterior estimates for calculating the age-specific vital rates of adults are contained in the file named "IPM_posterior_summary.rds". The demographic functions are parameterized using point estimates from previous modeling efforts that are defined in the R code and the posterior estimates from the multistate modeling approach that are loaded into the IPM through the R script. ...
format Dataset
author Macdonald, Kaitlin
Rotella, Jay
Paterson, J. Terrill
author_facet Macdonald, Kaitlin
Rotella, Jay
Paterson, J. Terrill
author_sort Macdonald, Kaitlin
title Data from: Evaluating the importance of individual heterogeneity in reproduction to Weddell seal population dynamics using integral projection models ...
title_short Data from: Evaluating the importance of individual heterogeneity in reproduction to Weddell seal population dynamics using integral projection models ...
title_full Data from: Evaluating the importance of individual heterogeneity in reproduction to Weddell seal population dynamics using integral projection models ...
title_fullStr Data from: Evaluating the importance of individual heterogeneity in reproduction to Weddell seal population dynamics using integral projection models ...
title_full_unstemmed Data from: Evaluating the importance of individual heterogeneity in reproduction to Weddell seal population dynamics using integral projection models ...
title_sort data from: evaluating the importance of individual heterogeneity in reproduction to weddell seal population dynamics using integral projection models ...
publisher Dryad
publishDate 2023
url https://dx.doi.org/10.5061/dryad.wh70rxwt3
https://datadryad.org/stash/dataset/doi:10.5061/dryad.wh70rxwt3
geographic Weddell
geographic_facet Weddell
genre Weddell Seal
Weddell Seals
genre_facet Weddell Seal
Weddell Seals
op_relation https://dx.doi.org/10.5281/zenodo.8018920
op_rights Creative Commons Zero v1.0 Universal
https://creativecommons.org/publicdomain/zero/1.0/legalcode
cc0-1.0
op_doi https://doi.org/10.5061/dryad.wh70rxwt310.5281/zenodo.8018920
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