Predicting vector distribution in Europe: at what sample size are species distribution models reliable?

To our knowledge, this is the first study to use a simulated vector to identify the optimum sample size for Random Forest models at this resolution (≤1 km<sup>2</sup>) and extent (≥10,000 km<sup>2</sup>). These results may improve the reliability of model predictions, optimise field sampling, and enhance vector surveillance in response to changing climates. Further research may seek to refine these estimates and confirm transferability to real vectors.

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Publication Details

Journal
Frontiers in Veterinary Science
Published
2025-05-29
DOI
https://doi.org/10.3389/fvets.2025.1584864
Citations
2
Primary Topic
Species Distribution and Climate Change
Type
article
Field-Weighted Citation Impact
3.68
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article

Predicting vector distribution in Europe: at what sample size are species distribution models reliable?

Ewan T. MacLeod, Guy Hendrickx, Cedric Marsboom, Lianne Mitchel
2 citations
Frontiers in Veterinary Science
Species Distribution and Climate Change
3.68
article

Predicting vector distribution in Europe: at what sample size are species distribution models reliable?

Ewan T. MacLeod, Guy Hendrickx, Cedric Marsboom, Lianne Mitchel
article en
2 citations

Abstract

To our knowledge, this is the first study to use a simulated vector to identify the optimum sample size for Random Forest models at this resolution (≤1 km<sup>2</sup>) and extent (≥10,000 km<sup>2</sup>). These results may improve the reliability of model predictions, optimise field sampling, and enhance vector surveillance in response to changing climates. Further research may seek to refine these estimates and confirm transferability to real vectors.

Frontiers in Veterinary ScienceVol. 12
Université Libre de Bruxelles (BE), Environment Agency (GB), Avia-GIS (Belgium) (BE), University of Edinburgh (GB)
Openalex Percentile: Top 8%
Species Distribution and Climate Change
3.68
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Predicting vector distribution in Europe: at what sample size are species distribution models reliable? — Ewan T. MacLeod, Guy Hendrickx, et al. · Frontiers in Veterinary Science (2025) | TGRS Research Map | TGRS