Modeling the distribution of a wide‐ranging invasive species using the sampling efforts of expert and citizen scientists

Abstract In its invasive range in Australia, the European rabbit threatens the persistence of native flora and fauna and damages agricultural production. Understanding its distribution and ecological niche is critical for developing management plans to reduce populations and avoid further biodiversi...

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Main Authors: Emilie Roy‐Dufresne, Frédérik Saltré, Brian D. Cooke, Camille Mellin, Greg Mutze, Tarnya Cox, Damien A. Fordham
Format: Article
Language:English
Published: Wiley 2019-10-01
Series:Ecology and Evolution
Subjects:
Online Access:https://doi.org/10.1002/ece3.5609
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spelling doaj-48099e21a44a4513a2da0c7c71f79e092021-03-02T07:49:24ZengWileyEcology and Evolution2045-77582019-10-01919110531106310.1002/ece3.5609Modeling the distribution of a wide‐ranging invasive species using the sampling efforts of expert and citizen scientistsEmilie Roy‐Dufresne0Frédérik Saltré1Brian D. Cooke2Camille Mellin3Greg Mutze4Tarnya Cox5Damien A. Fordham6The Environment Institute and School of Biological Sciences University of Adelaide Adelaide SA AustraliaThe Environment Institute and School of Biological Sciences University of Adelaide Adelaide SA AustraliaInstitute for Applied Ecology University of Canberra Canberra ACT AustraliaThe Environment Institute and School of Biological Sciences University of Adelaide Adelaide SA AustraliaDepartment of Primary Industries and Regions South Australia Biosecurity SA Adelaide SA AustraliaVertebrate Pest Research Unit NSW Department of Primary Industries Orange NSW AustraliaThe Environment Institute and School of Biological Sciences University of Adelaide Adelaide SA AustraliaAbstract In its invasive range in Australia, the European rabbit threatens the persistence of native flora and fauna and damages agricultural production. Understanding its distribution and ecological niche is critical for developing management plans to reduce populations and avoid further biodiversity and economic losses. We developed an ensemble of species distribution models (SDMs) to determine the geographic range limits and habitat suitability of the rabbit in Australia. We examined the advantage of incorporating data collected by citizens (separately and jointly with expert data) and explored issues of spatial biases in occurrence data by implementing different approaches to generate pseudo‐absences. We evaluated the skill of our model using three approaches: cross‐validation, out‐of‐region validation, and evaluation of the covariate response curves according to expert knowledge of rabbit ecology. Combining citizen and expert occurrence data improved model skill based on cross‐validation, spatially reproduced important aspects of rabbit ecology, and reduced the need to extrapolate results beyond the studied areas. Our ensemble model projects that rabbits are distributed across approximately two thirds of Australia. Annual maximum temperatures >25°C and annual minimum temperatures >10°C define, respectively, the southern and northern most range limits of its distribution. In the arid and central regions, close access to permanent water (≤~ 0.4 km) and reduced clay soil composition (~20%–50%) were the major factors influencing the probability of occurrence of rabbits. Synthesis and applications. Our results show that citizen science data can play an important role in managing invasive species by providing missing information on occurrences in regions not surveyed by experts because of logistics or financial constraints. The additional sampling effort provided by citizens can improve the capacity of SDMs to capture important elements of a species ecological niche, improving the capacity of statistical models to accurately predict the geographic range of invasive species.https://doi.org/10.1002/ece3.5609citizen scienceecological niche modelEuropean rabbitinvasion biologymodel transferabilityOryctolagus cuniculus
collection DOAJ
language English
format Article
sources DOAJ
author Emilie Roy‐Dufresne
Frédérik Saltré
Brian D. Cooke
Camille Mellin
Greg Mutze
Tarnya Cox
Damien A. Fordham
spellingShingle Emilie Roy‐Dufresne
Frédérik Saltré
Brian D. Cooke
Camille Mellin
Greg Mutze
Tarnya Cox
Damien A. Fordham
Modeling the distribution of a wide‐ranging invasive species using the sampling efforts of expert and citizen scientists
Ecology and Evolution
citizen science
ecological niche model
European rabbit
invasion biology
model transferability
Oryctolagus cuniculus
author_facet Emilie Roy‐Dufresne
Frédérik Saltré
Brian D. Cooke
Camille Mellin
Greg Mutze
Tarnya Cox
Damien A. Fordham
author_sort Emilie Roy‐Dufresne
title Modeling the distribution of a wide‐ranging invasive species using the sampling efforts of expert and citizen scientists
title_short Modeling the distribution of a wide‐ranging invasive species using the sampling efforts of expert and citizen scientists
title_full Modeling the distribution of a wide‐ranging invasive species using the sampling efforts of expert and citizen scientists
title_fullStr Modeling the distribution of a wide‐ranging invasive species using the sampling efforts of expert and citizen scientists
title_full_unstemmed Modeling the distribution of a wide‐ranging invasive species using the sampling efforts of expert and citizen scientists
title_sort modeling the distribution of a wide‐ranging invasive species using the sampling efforts of expert and citizen scientists
publisher Wiley
series Ecology and Evolution
issn 2045-7758
publishDate 2019-10-01
description Abstract In its invasive range in Australia, the European rabbit threatens the persistence of native flora and fauna and damages agricultural production. Understanding its distribution and ecological niche is critical for developing management plans to reduce populations and avoid further biodiversity and economic losses. We developed an ensemble of species distribution models (SDMs) to determine the geographic range limits and habitat suitability of the rabbit in Australia. We examined the advantage of incorporating data collected by citizens (separately and jointly with expert data) and explored issues of spatial biases in occurrence data by implementing different approaches to generate pseudo‐absences. We evaluated the skill of our model using three approaches: cross‐validation, out‐of‐region validation, and evaluation of the covariate response curves according to expert knowledge of rabbit ecology. Combining citizen and expert occurrence data improved model skill based on cross‐validation, spatially reproduced important aspects of rabbit ecology, and reduced the need to extrapolate results beyond the studied areas. Our ensemble model projects that rabbits are distributed across approximately two thirds of Australia. Annual maximum temperatures >25°C and annual minimum temperatures >10°C define, respectively, the southern and northern most range limits of its distribution. In the arid and central regions, close access to permanent water (≤~ 0.4 km) and reduced clay soil composition (~20%–50%) were the major factors influencing the probability of occurrence of rabbits. Synthesis and applications. Our results show that citizen science data can play an important role in managing invasive species by providing missing information on occurrences in regions not surveyed by experts because of logistics or financial constraints. The additional sampling effort provided by citizens can improve the capacity of SDMs to capture important elements of a species ecological niche, improving the capacity of statistical models to accurately predict the geographic range of invasive species.
topic citizen science
ecological niche model
European rabbit
invasion biology
model transferability
Oryctolagus cuniculus
url https://doi.org/10.1002/ece3.5609
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