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A dynamic multi‐scale occupancy model to estimate temporal dynamics and hierarchical habitat use for nomadic species

Distribution models are increasingly being used to understand how landscape and climatic changes are affecting the processes driving spatial and temporal distributions of plants and animals. However, many modeling efforts ignore the dynamic processes that drive distributional patterns at different s...

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Autores principales: Green, Adam W., Pavlacky, David C., George, T. Luke
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6362800/
https://www.ncbi.nlm.nih.gov/pubmed/30766669
http://dx.doi.org/10.1002/ece3.4822
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author Green, Adam W.
Pavlacky, David C.
George, T. Luke
author_facet Green, Adam W.
Pavlacky, David C.
George, T. Luke
author_sort Green, Adam W.
collection PubMed
description Distribution models are increasingly being used to understand how landscape and climatic changes are affecting the processes driving spatial and temporal distributions of plants and animals. However, many modeling efforts ignore the dynamic processes that drive distributional patterns at different scales, which may result in misleading inference about the factors influencing species distributions. Current occupancy models allow estimation of occupancy at different scales and, separately, estimation of immigration and emigration. However, joint estimation of local extinction, colonization, and occupancy within a multi‐scale model is currently unpublished. We extended multi‐scale models to account for the dynamic processes governing species distributions, while concurrently modeling local‐scale availability. We fit the model to data for lark buntings and chestnut‐collared longspurs in the Great Plains, USA, collected under the Integrated Monitoring in Bird Conservation Regions program. We investigate how the amount of grassland and shrubland and annual vegetation conditions affect bird occupancy dynamics and local vegetation structure affects fine‐scale occupancy. Buntings were prevalent and longspurs rare in our study area, but both species were locally prevalent when present. Buntings colonized sites with preferred habitat configurations, longspurs colonized a wider range of landscape conditions, and site persistence of both was higher at sites with greener vegetation. Turnover rates were high for both species, quantifying the nomadic behavior of the species. Our model allows researchers to jointly investigate temporal dynamics of species distributions and hierarchical habitat use. Our results indicate that grassland birds respond to different covariates at landscape and local scales suggesting different conservation goals at each scale. High turnover rates of these species highlight the need to account for the dynamics of nomadic species, and our model can help inform how to coordinate management efforts to provide appropriate habitat configurations at the landscape scale and provide habitat targets for local managers.
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spelling pubmed-63628002019-02-14 A dynamic multi‐scale occupancy model to estimate temporal dynamics and hierarchical habitat use for nomadic species Green, Adam W. Pavlacky, David C. George, T. Luke Ecol Evol Original Research Distribution models are increasingly being used to understand how landscape and climatic changes are affecting the processes driving spatial and temporal distributions of plants and animals. However, many modeling efforts ignore the dynamic processes that drive distributional patterns at different scales, which may result in misleading inference about the factors influencing species distributions. Current occupancy models allow estimation of occupancy at different scales and, separately, estimation of immigration and emigration. However, joint estimation of local extinction, colonization, and occupancy within a multi‐scale model is currently unpublished. We extended multi‐scale models to account for the dynamic processes governing species distributions, while concurrently modeling local‐scale availability. We fit the model to data for lark buntings and chestnut‐collared longspurs in the Great Plains, USA, collected under the Integrated Monitoring in Bird Conservation Regions program. We investigate how the amount of grassland and shrubland and annual vegetation conditions affect bird occupancy dynamics and local vegetation structure affects fine‐scale occupancy. Buntings were prevalent and longspurs rare in our study area, but both species were locally prevalent when present. Buntings colonized sites with preferred habitat configurations, longspurs colonized a wider range of landscape conditions, and site persistence of both was higher at sites with greener vegetation. Turnover rates were high for both species, quantifying the nomadic behavior of the species. Our model allows researchers to jointly investigate temporal dynamics of species distributions and hierarchical habitat use. Our results indicate that grassland birds respond to different covariates at landscape and local scales suggesting different conservation goals at each scale. High turnover rates of these species highlight the need to account for the dynamics of nomadic species, and our model can help inform how to coordinate management efforts to provide appropriate habitat configurations at the landscape scale and provide habitat targets for local managers. John Wiley and Sons Inc. 2019-02-05 /pmc/articles/PMC6362800/ /pubmed/30766669 http://dx.doi.org/10.1002/ece3.4822 Text en © 2018 The Authors. Ecology and Evolution published by John Wiley & Sons Ltd. This is an open access article under the terms of the http://creativecommons.org/licenses/by/4.0/ License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited.
spellingShingle Original Research
Green, Adam W.
Pavlacky, David C.
George, T. Luke
A dynamic multi‐scale occupancy model to estimate temporal dynamics and hierarchical habitat use for nomadic species
title A dynamic multi‐scale occupancy model to estimate temporal dynamics and hierarchical habitat use for nomadic species
title_full A dynamic multi‐scale occupancy model to estimate temporal dynamics and hierarchical habitat use for nomadic species
title_fullStr A dynamic multi‐scale occupancy model to estimate temporal dynamics and hierarchical habitat use for nomadic species
title_full_unstemmed A dynamic multi‐scale occupancy model to estimate temporal dynamics and hierarchical habitat use for nomadic species
title_short A dynamic multi‐scale occupancy model to estimate temporal dynamics and hierarchical habitat use for nomadic species
title_sort dynamic multi‐scale occupancy model to estimate temporal dynamics and hierarchical habitat use for nomadic species
topic Original Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6362800/
https://www.ncbi.nlm.nih.gov/pubmed/30766669
http://dx.doi.org/10.1002/ece3.4822
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