Are regional habitat models useful at a local-scale? A case study of threatened and common insectivorous bats in South-Eastern Australia.

Habitat modelling and predictive mapping are important tools for conservation planning, particularly for lesser known species such as many insectivorous bats. However, the scale at which modelling is undertaken can affect the predictive accuracy and restrict the use of the model at different scales....

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Main Authors: Anna McConville, Bradley S Law, Michael J Mahony
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2013-01-01
Series:PLoS ONE
Online Access:http://europepmc.org/articles/PMC3747113?pdf=render
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spelling doaj-5b2c205c6fbb4b76a9ed041d02ef81b32020-11-25T01:34:36ZengPublic Library of Science (PLoS)PLoS ONE1932-62032013-01-0188e7242010.1371/journal.pone.0072420Are regional habitat models useful at a local-scale? A case study of threatened and common insectivorous bats in South-Eastern Australia.Anna McConvilleBradley S LawMichael J MahonyHabitat modelling and predictive mapping are important tools for conservation planning, particularly for lesser known species such as many insectivorous bats. However, the scale at which modelling is undertaken can affect the predictive accuracy and restrict the use of the model at different scales. We assessed the validity of existing regional-scale habitat models at a local-scale and contrasted the habitat use of two morphologically similar species with differing conservation status (Mormopterus norfolkensis and Mormopterus species 2). We used negative binomial generalised linear models created from indices of activity and environmental variables collected from systematic acoustic surveys. We found that habitat type (based on vegetation community) best explained activity of both species, which were more active in floodplain areas, with most foraging activity recorded in the freshwater wetland habitat type. The threatened M. norfolkensis avoided urban areas, which contrasts with M. species 2 which occurred frequently in urban bushland. We found that the broad habitat types predicted from local-scale models were generally consistent with those from regional-scale models. However, threshold-dependent accuracy measures indicated a poor fit and we advise caution be applied when using the regional models at a fine scale, particularly when the consequences of false negatives or positives are severe. Additionally, our study illustrates that habitat type classifications can be important predictors and we suggest they are more practical for conservation than complex combinations of raw variables, as they are easily communicated to land managers.http://europepmc.org/articles/PMC3747113?pdf=render
collection DOAJ
language English
format Article
sources DOAJ
author Anna McConville
Bradley S Law
Michael J Mahony
spellingShingle Anna McConville
Bradley S Law
Michael J Mahony
Are regional habitat models useful at a local-scale? A case study of threatened and common insectivorous bats in South-Eastern Australia.
PLoS ONE
author_facet Anna McConville
Bradley S Law
Michael J Mahony
author_sort Anna McConville
title Are regional habitat models useful at a local-scale? A case study of threatened and common insectivorous bats in South-Eastern Australia.
title_short Are regional habitat models useful at a local-scale? A case study of threatened and common insectivorous bats in South-Eastern Australia.
title_full Are regional habitat models useful at a local-scale? A case study of threatened and common insectivorous bats in South-Eastern Australia.
title_fullStr Are regional habitat models useful at a local-scale? A case study of threatened and common insectivorous bats in South-Eastern Australia.
title_full_unstemmed Are regional habitat models useful at a local-scale? A case study of threatened and common insectivorous bats in South-Eastern Australia.
title_sort are regional habitat models useful at a local-scale? a case study of threatened and common insectivorous bats in south-eastern australia.
publisher Public Library of Science (PLoS)
series PLoS ONE
issn 1932-6203
publishDate 2013-01-01
description Habitat modelling and predictive mapping are important tools for conservation planning, particularly for lesser known species such as many insectivorous bats. However, the scale at which modelling is undertaken can affect the predictive accuracy and restrict the use of the model at different scales. We assessed the validity of existing regional-scale habitat models at a local-scale and contrasted the habitat use of two morphologically similar species with differing conservation status (Mormopterus norfolkensis and Mormopterus species 2). We used negative binomial generalised linear models created from indices of activity and environmental variables collected from systematic acoustic surveys. We found that habitat type (based on vegetation community) best explained activity of both species, which were more active in floodplain areas, with most foraging activity recorded in the freshwater wetland habitat type. The threatened M. norfolkensis avoided urban areas, which contrasts with M. species 2 which occurred frequently in urban bushland. We found that the broad habitat types predicted from local-scale models were generally consistent with those from regional-scale models. However, threshold-dependent accuracy measures indicated a poor fit and we advise caution be applied when using the regional models at a fine scale, particularly when the consequences of false negatives or positives are severe. Additionally, our study illustrates that habitat type classifications can be important predictors and we suggest they are more practical for conservation than complex combinations of raw variables, as they are easily communicated to land managers.
url http://europepmc.org/articles/PMC3747113?pdf=render
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