Anthropogenic resource subsidies determine space use by Australian arid zone dingoes: an improved resource selection modelling approach.

Dingoes (Canis lupus dingo) were introduced to Australia and became feral at least 4,000 years ago. We hypothesized that dingoes, being of domestic origin, would be adaptable to anthropogenic resource subsidies and that their space use would be affected by the dispersion of those resources. We teste...

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Main Authors: TM Newsome, G-A Ballard, CR Dickman, PJS Fleming, C Howden
Format: Article in Journal/Newspaper
Language:unknown
Published: 2013
Subjects:
Online Access:http://hdl.handle.net/10536/DRO/DU:30089974
https://figshare.com/articles/journal_contribution/Anthropogenic_resource_subsidies_determine_space_use_by_Australian_arid_zone_dingoes_an_improved_resource_selection_modelling_approach_/20871331
id ftdeakinunifig:oai:figshare.com:article/20871331
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spelling ftdeakinunifig:oai:figshare.com:article/20871331 2024-06-23T07:52:02+00:00 Anthropogenic resource subsidies determine space use by Australian arid zone dingoes: an improved resource selection modelling approach. TM Newsome G-A Ballard CR Dickman PJS Fleming C Howden 2013-01-01T00:00:00Z http://hdl.handle.net/10536/DRO/DU:30089974 https://figshare.com/articles/journal_contribution/Anthropogenic_resource_subsidies_determine_space_use_by_Australian_arid_zone_dingoes_an_improved_resource_selection_modelling_approach_/20871331 unknown http://hdl.handle.net/10536/DRO/DU:30089974 https://figshare.com/articles/journal_contribution/Anthropogenic_resource_subsidies_determine_space_use_by_Australian_arid_zone_dingoes_an_improved_resource_selection_modelling_approach_/20871331 All Rights Reserved Animals Australia Behavior Animal Ecosystem Environment Female Geographic Information Systems Geographic Mapping Geography Human Activities Humans Male Models Statistical Predatory Behavior Remote Sensing Technology Spatio-Temporal Analysis Wolves 050206 Environmental Monitoring MD Multidisciplinary Text Journal contribution 2013 ftdeakinunifig 2024-06-13T00:03:08Z Dingoes (Canis lupus dingo) were introduced to Australia and became feral at least 4,000 years ago. We hypothesized that dingoes, being of domestic origin, would be adaptable to anthropogenic resource subsidies and that their space use would be affected by the dispersion of those resources. We tested this by analyzing Resource Selection Functions (RSFs) developed from GPS fixes (locations) of dingoes in arid central Australia. Using Generalized Linear Mixed-effect Models (GLMMs), we investigated resource relationships for dingoes that had access to abundant food near mine facilities, and for those that did not. From these models, we predicted the probability of dingo occurrence in relation to anthropogenic resource subsidies and other habitat characteristics over ∼ 18,000 km(2). Very small standard errors and subsequent pervasively high P-values of results will become more important as the size of data sets, such as our GPS tracking logs, increases. Therefore, we also investigated methods to minimize the effects of serial and spatio-temporal correlation among samples and unbalanced study designs. Using GLMMs, we accounted for some of the correlation structure of GPS animal tracking data; however, parameter standard errors remained very small and all predictors were highly significant. Consequently, we developed an alternative approach that allowed us to review effect sizes at different spatial scales and determine which predictors were sufficiently ecologically meaningful to include in final RSF models. We determined that the most important predictor for dingo occurrence around mine sites was distance to the refuse facility. Away from mine sites, close proximity to human-provided watering points was predictive of dingo dispersion as were other landscape factors including palaeochannels, rocky rises and elevated drainage depressions. Our models demonstrate that anthropogenically supplemented food and water can alter dingo-resource relationships. The spatial distribution of such resources is therefore critical for ... Article in Journal/Newspaper Canis lupus DRO - Deakin Research Online
institution Open Polar
collection DRO - Deakin Research Online
op_collection_id ftdeakinunifig
language unknown
topic Animals
Australia
Behavior
Animal
Ecosystem
Environment
Female
Geographic Information Systems
Geographic Mapping
Geography
Human Activities
Humans
Male
Models
Statistical
Predatory Behavior
Remote Sensing Technology
Spatio-Temporal Analysis
Wolves
050206 Environmental Monitoring
MD Multidisciplinary
spellingShingle Animals
Australia
Behavior
Animal
Ecosystem
Environment
Female
Geographic Information Systems
Geographic Mapping
Geography
Human Activities
Humans
Male
Models
Statistical
Predatory Behavior
Remote Sensing Technology
Spatio-Temporal Analysis
Wolves
050206 Environmental Monitoring
MD Multidisciplinary
TM Newsome
G-A Ballard
CR Dickman
PJS Fleming
C Howden
Anthropogenic resource subsidies determine space use by Australian arid zone dingoes: an improved resource selection modelling approach.
topic_facet Animals
Australia
Behavior
Animal
Ecosystem
Environment
Female
Geographic Information Systems
Geographic Mapping
Geography
Human Activities
Humans
Male
Models
Statistical
Predatory Behavior
Remote Sensing Technology
Spatio-Temporal Analysis
Wolves
050206 Environmental Monitoring
MD Multidisciplinary
description Dingoes (Canis lupus dingo) were introduced to Australia and became feral at least 4,000 years ago. We hypothesized that dingoes, being of domestic origin, would be adaptable to anthropogenic resource subsidies and that their space use would be affected by the dispersion of those resources. We tested this by analyzing Resource Selection Functions (RSFs) developed from GPS fixes (locations) of dingoes in arid central Australia. Using Generalized Linear Mixed-effect Models (GLMMs), we investigated resource relationships for dingoes that had access to abundant food near mine facilities, and for those that did not. From these models, we predicted the probability of dingo occurrence in relation to anthropogenic resource subsidies and other habitat characteristics over ∼ 18,000 km(2). Very small standard errors and subsequent pervasively high P-values of results will become more important as the size of data sets, such as our GPS tracking logs, increases. Therefore, we also investigated methods to minimize the effects of serial and spatio-temporal correlation among samples and unbalanced study designs. Using GLMMs, we accounted for some of the correlation structure of GPS animal tracking data; however, parameter standard errors remained very small and all predictors were highly significant. Consequently, we developed an alternative approach that allowed us to review effect sizes at different spatial scales and determine which predictors were sufficiently ecologically meaningful to include in final RSF models. We determined that the most important predictor for dingo occurrence around mine sites was distance to the refuse facility. Away from mine sites, close proximity to human-provided watering points was predictive of dingo dispersion as were other landscape factors including palaeochannels, rocky rises and elevated drainage depressions. Our models demonstrate that anthropogenically supplemented food and water can alter dingo-resource relationships. The spatial distribution of such resources is therefore critical for ...
format Article in Journal/Newspaper
author TM Newsome
G-A Ballard
CR Dickman
PJS Fleming
C Howden
author_facet TM Newsome
G-A Ballard
CR Dickman
PJS Fleming
C Howden
author_sort TM Newsome
title Anthropogenic resource subsidies determine space use by Australian arid zone dingoes: an improved resource selection modelling approach.
title_short Anthropogenic resource subsidies determine space use by Australian arid zone dingoes: an improved resource selection modelling approach.
title_full Anthropogenic resource subsidies determine space use by Australian arid zone dingoes: an improved resource selection modelling approach.
title_fullStr Anthropogenic resource subsidies determine space use by Australian arid zone dingoes: an improved resource selection modelling approach.
title_full_unstemmed Anthropogenic resource subsidies determine space use by Australian arid zone dingoes: an improved resource selection modelling approach.
title_sort anthropogenic resource subsidies determine space use by australian arid zone dingoes: an improved resource selection modelling approach.
publishDate 2013
url http://hdl.handle.net/10536/DRO/DU:30089974
https://figshare.com/articles/journal_contribution/Anthropogenic_resource_subsidies_determine_space_use_by_Australian_arid_zone_dingoes_an_improved_resource_selection_modelling_approach_/20871331
genre Canis lupus
genre_facet Canis lupus
op_relation http://hdl.handle.net/10536/DRO/DU:30089974
https://figshare.com/articles/journal_contribution/Anthropogenic_resource_subsidies_determine_space_use_by_Australian_arid_zone_dingoes_an_improved_resource_selection_modelling_approach_/20871331
op_rights All Rights Reserved
_version_ 1802643219904724992