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References from A Julia toolkit for species distribution data. Local targets link to admitted publications; unresolved targets remain external evidence.
Standards for distribution models in biodiversity assessments
10.1126/sciadv.aat4858 · 2019 · External reference
Effects of input data sources on species distribution model predictions across species with different distributional ranges
10.1111/jbi.14382 · 2022 · External reference
Is rotation forest the best classifier for problems with continuous features?
2018 · External reference
Species distribution modelling is needed to support ecological impact assessments
10.1111/1365-2664.13782 · 2021 · External reference
Selecting pseudo‐absences for species distribution models: how, where and how many?: How to use pseudo-absences in niche modelling?
10.1111/j.2041-210x.2011.00172.x · 2012 · External reference
Julia: A fresh approach to numerical computing
10.1137/141000671 · 2017 · External reference
MLJ: A Julia package for composable machine learning
10.21105/joss.02704 · 2020 · External reference
Checking bioclimatic variables that combine temperature and precipitation data before their use in species distribution models
10.1111/aec.13234 · 2022 · External reference
bioclim: the first species distribution modelling package, its early applications and relevance to most current MaxEnt studies
10.1111/ddi.12144 · 2014 · External reference
DataFrames.Jl: Flexible and fast tabular data in Julia
10.18637/jss.v107.i04 · 2023 · External reference
PaleoClim, high spatial resolution paleoclimate surfaces for global land areas
10.1038/sdata.2018.254 · 2018 · External reference
First evidence of Akodon-borne orthohantavirus in northeastern Argentina
10.1007/s10393-021-01564-6 · 2021 · External reference
Makie.jl: Flexible high-performance data visualization for Julia
10.21105/joss.03349 · 2021 · External reference
Evaluating ecological uniqueness over broad spatial extents using species distribution modelling
10.1111/oik.09063 · 2022 · External reference
SimpleSDMLayers.Jl and GBIF.Jl: A framework for species distribution modeling in Julia
10.21105/joss.02872 · 2021 · External reference
An ecoregion-based approach to protecting half the terrestrial realm
10.1093/biosci/bix014 · 2017 · External reference
Ensemble algorithms for ecological niche modeling from presence‐background and presence‐only data
10.1890/es13-00202.1 · 2014 · External reference
The evaluation strip: A new and robust method for plotting predicted responses from species distribution models
10.1016/j.ecolmodel.2004.12.007 · 2005 · External reference
Species distribution models: Ecological explanation and prediction across space and time
10.1146/annurev.ecolsys.110308.120159 · 2009 · External reference
Expanding the Software Ecosystem for Species Distribution Modeling: A New Alternative in Julia
10.24072/pci.ecology.100789 · 2025 · External reference
PROJ
10.5281/zenodo.5884394 · 2024 · External reference
WorldClim 2: new 1‐km spatial resolution climate surfaces for global land areas: NEW CLIMATE SURFACES FOR GLOBAL LAND AREAS
10.1002/joc.5086 · 2017 · External reference
What is GBIF?
2025 · External reference
GBIF Occurrence Download
10.15468/dl.d3cxpr · 2025 · External reference
rphylopic: An R package for fetching, transforming, and visualising PhyloPic silhouettes
10.1111/2041-210x.14221 · 2023 · External reference
A global biodiversity observing system to unite monitoring and guide action
10.1038/s41559-023-02171-0 · 2023 · External reference
BON in a Box: An Open and Collaborative Platform for Biodiversity Monitoring, Indicator Calculation, and Reporting
10.32942/x2m320 · 2024 · External reference
Predicting species distributions for conservation decisions
10.1111/ele.12189 · 2013 · External reference
Assessing habitat-suitability models with a virtual species
10.1016/s0304-3800(01)00396-9 · 2001 · External reference
Global patterns of terrestrial vertebrate diversity and conservation
10.1073/pnas.1302251110 · 2013 · External reference
Climatologies at high resolution for the earth's land surface areas
10.1038/sdata.2017.122 · 2017 · External reference
Model-agnostic counterfactual explanations for consequential decisions
2019 · External reference
Achieving higher standards in species distribution modeling by leveraging the diversity of available software
10.1111/ecog.07346 · 2024 · External reference
Functional R code is rare in species distribution and abundance papers
10.1002/ecy.4475 · 2025 · External reference
Beta diversity as the variance of community data: dissimilarity coefficients and partitioning
10.1111/ele.12141 · 2013 · External reference
virtualspecies, an R package to generate virtual species distributions
10.1111/ecog.01388 · 2016 · External reference
Evaluation of consensus methods in predictive species distribution modelling
10.1111/j.1472-4642.2008.00491.x · 2009 · External reference
What are the roles of species distribution models in conservation planning?
10.1017/s0376892913000581 · 2014 · External reference
Blessing and curse of bioclimatic variables: A comparison of different calculation schemes and datasets for species distribution modeling within the extended Mediterranean area
10.1002/ece3.10553 · 2023 · External reference
Here be dragons: a tool for quantifying novelty due to covariate range and correlation change when projecting species distribution models
10.1111/ddi.12209 · 2014 · External reference
Sampling Permutations for Shapley Value Estimation
2021 · External reference
Terrestrial ecoregions of the world: A new map of life on earth
10.1641/0006-3568(2001)051[0933:teotwa]2.0.co;2 · 2001 · External reference
Fauxcurrence: simulating multi‐species occurrences for null models in species distribution modelling and biogeography
10.1111/ecog.05880 · 2022 · External reference
Spatiotemporal variation in Akodon montensis (Cricetidae: Sigmodontinae) and hantaviral seroprevalence in a subtropical forest ecosystem
10.1644/09-mamm-a-152.1 · 2010 · External reference
PoisotLab/SpeciesDistributionToolkit.jl: v1.7.0
10.5281/zenodo.15926733 · 2025 · External reference
PoisotLab/ms_sdt_software: Recommended version
10.5281/zenodo.15923830 · 2025 · External reference
Cross-validation strategies for data with temporal, spatial, hierarchical, or phylogenetic structure
10.1111/ecog.02881 · 2017 · External reference
Julia for biologists
10.1038/s41592-023-01832-z · 2023 · External reference
Data leakage jeopardizes ecological applications of machine learning
10.1038/s41559-023-02162-1 · 2023 · External reference
SpatialBoundaries.jl: edge detection using spatial wombling
10.1111/ecog.06609 · 2023 · External reference
A global 1‐km consensus land‐cover product for biodiversity and ecosystem modelling: Consensus land cover
10.1111/geb.12182 · 2014 · External reference
A global, remote sensing‐based characterization of terrestrial habitat heterogeneity for biodiversity and ecosystem modelling: Global habitat heterogeneity
10.1111/geb.12365 · 2015 · External reference
Interpretable counterfactual explanations guided by prototypes
2019 · External reference
Advances and challenges in species ecological niche modeling: A mixed review
10.3390/earth5040050 · 2024 · External reference
Shapley values reveal the drivers of soil organic carbon stock prediction
10.5194/soil-9-21-2023 · 2023 · External reference
Predicting to new environments: tools for visualizing model behaviour and impacts on mapped distributions
10.1111/j.1472-4642.2012.00887.x · 2012 · External reference
A standard protocol for reporting species distribution models
10.1111/ecog.04960 · 2020 · External reference