A. Wadoux

Most-cited papers

Machine learning for digital soil mapping: Applications, challenges and suggested solutions
A. Wadoux, B. Minasny, A. McBratney
2020Earth-Science Reviews626 citations Open access
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Spatial cross-validation is not the right way to evaluate map accuracy
A. Wadoux, G. Heuvelink, S. de Bruin, D. Brus
2021302 citations Open access
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Sampling design optimization for soil mapping with random forest
A. Wadoux, D. Brus, G. Heuvelink
2019151 citations Open access
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A Proposal for the Assessment of Soil Security: Soil Functions, Soil Services and Threats To Soil
Sandra J. Evangelista, Damien J. Field, Alex B. McBratney, B. Minasny +4 more
2023Social Science Research Network126 citations Open access
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Using deep learning for multivariate mapping of soil with quantified uncertainty
A. Wadoux
2019Geoderma108 citations Open access
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Multi-source data integration for soil mapping using deep learning
A. Wadoux, J. Padarian, B. Minasny
2018The Soil105 citations Open access
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Dealing with clustered samples for assessing map accuracy by cross-validation
S. de Bruin, D. Brus, G. Heuvelink, Tom van Ebbenhorst Tengbergen +1 more
2022Ecological Informatics101 citations Open access
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A note on knowledge discovery and machine learning in digital soil mapping
A. Wadoux, A. Samuel-Rosa, L. Poggio, V. L. Mulder
2019European Journal of Soil Science95 citations Open access
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Shapley values reveal the drivers of soil organic carbon stock prediction
A. Wadoux, N. Saby, M. Martin
2023The Soil82 citations Open access
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Precocious 19th century soil carbon science
B. Minasny, A. McBratney, A. Wadoux, E. N. Akoeb +1 more
202082 citations
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Beyond prediction: methods for interpreting complex models of soil variation
A. Wadoux, Christoph Molnar
2021Geoderma79 citations Open access
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Ten challenges for the future of pedometrics
A. Wadoux, G. Heuvelink, R. Lark, P. Lagacherie +5 more
202175 citations Open access
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Robust soil mapping at the farm scale with vis–NIR spectroscopy
L. Ramirez-Lopez, A. Wadoux, M. H. D. Franceschini, F. S. Terra +3 more
2019European Journal of Soil Science61 citations Open access
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Uncertainty-guided sampling to improve digital soil maps
Felix Stumpf, K. Schmidt, P. Goebes, T. Behrens +4 more
201756 citations Open access
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Advancing Soil Organic Carbon Prediction: A Comprehensive Review of Technologies, AI, Process‐Based and Hybrid Modelling Approaches
Zijuan Ding, Ke Liu, Sabine Grunwald, Peter Smith +13 more
2025Advancement of science53 citations Open access
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An integrated approach for the evaluation of quantitative soil maps through Taylor and solar diagrams
A. Wadoux, D. Walvoort, D. Brus
2022Geoderma53 citations Open access
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Uncertainty of spatial averages and totals of natural resource maps
A. Wadoux, G. Heuvelink
2023Methods in Ecology and Evolution52 citations Open access
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Soil Spectral Inference with R: Analysing Digital Soil Spectra using the R Programming Environment
A. Wadoux, B. Malone, B. Minasny, Mario Fajardo +1 more
202152 citations
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Incorporating limited field operability and legacy soil samples in a hypercube sampling design for digital soil mapping
Felix Stumpf, K. Schmidt, T. Behrens, S. Schönbrodt-Stitt +5 more
201647 citations Open access
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Applications and challenges of digital soil mapping in Africa
A. Nenkam, A. Wadoux, B. Minasny, F. Silatsa +9 more
2024Geoderma46 citations Open access
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Mapping soil organic carbon fractions for Australia, their stocks, and uncertainty
Mercedes Román Dobarco, A. Wadoux, B. Malone, B. Minasny +2 more
2023Biogeosciences43 citations Open access
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Sampling design optimisation for rainfall prediction using a non-stationary geostatistical model
A. Wadoux, D. Brus, M. Rico-Ramírez, G. Heuvelink
201742 citations Open access
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Perspectives on data‐driven soil research
A. Wadoux, Mercedes Román‐Dobarco, A. McBratney
2020European Journal of Soil Science41 citations
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Efficient sampling for geostatistical surveys
A. Wadoux, B. Marchant, R. Lark
2019European Journal of Soil Science40 citations Open access
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Artificial intelligence in soil science
A. Wadoux
2025European Journal of Soil Science37 citations Open access
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Digital soil science and beyond
A. Wadoux, A. McBratney
2021Soil Science Society of America Journal34 citations
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Interpretable spectroscopic modelling of soil with machine learning
A. Wadoux
2023European Journal of Soil Science33 citations Open access
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Hypotheses, machine learning and soil mapping
A. Wadoux, A. McBratney
202132 citations
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Baseline high-resolution maps of organic carbon content in Australian soils
A. Wadoux, Mercedes Román Dobarco, B. Malone, B. Minasny +2 more
2023Scientific Data31 citations Open access
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Remote sensing of the Earth's soil color in space and time
R. Rizzo, A. Wadoux, J. Demattê, B. Minasny +30 more
2023Remote Sensing of Environment31 citations Open access
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How to compare sampling designs for mapping?
A. Wadoux, D. Brus
2020European Journal of Soil Science31 citations Open access
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Some limitations of the concordance correlation coefficient to characterise model accuracy
A. Wadoux, B. Minasny
2024Ecological Informatics30 citations Open access
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Spectroscopic solutions for generating new global soil information
Yi Peng, E. Ben-Dor, Asim Biswas, S. Chabrillat +19 more
2025Innovation (Cambridge (Mass.))27 citations Open access
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Drivers and human impacts on topsoil bacterial and fungal community biogeography across Australia
P. Xue, B. Minasny, A. Wadoux, M. R. Dobarco +3 more
2024Global Change Biology26 citations Open access
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Using homosoils for quantitative extrapolation of soil mapping models
A. Nenkam, A. Wadoux, B. Minasny, A. McBratney +3 more
2022European Journal of Soil Science24 citations Open access
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A catchment-scale dataset of soil properties and their mid-infrared spectra
A. Wadoux, Felix Stumpf, T. Scholten
2025Data in Brief19 citations Open access
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On soil districts
A. Wadoux, Léa Courteille, D. Arrouays, Lucas de Carvalho Gomes +24 more
2024Geoderma19 citations Open access
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Participatory approaches for soil research and management: A literature-based synthesis
A. Wadoux, A. McBratney
2023Soil Security18 citations Open access
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Mapping global distributions, environmental controls, and uncertainties of apparent topsoil and subsoil organic carbon turnover times
Lei Zhang, Lin Yang, T. Crowther, C. Zohner +9 more
2025Earth System Science Data15 citations Open access
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A global soil spectral grid based on space sensing.
José A. M. Demattê, R. Rizzo, N. A. Rosin, R. Poppiel +38 more
2025Science of the Total Environment14 citations
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The Biogeography of Soil Bacteria in Australia Exhibits Greater Resistance to Climate Change Than Fungi
P. Xue, B. Minasny, Mercedes Román Dobarco, A. Wadoux +4 more
2025Global Change Biology14 citations Open access
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Spatial evaluation of the soils capacity and condition to store carbon across Australia
A. Wadoux, Mercedes Román Dobarco, Wartini Ng, A. McBratney
2024Geoderma14 citations Open access
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Update and expansion of the soil and landscape grid of Australia
B. Malone, Ross Searle, Matthew Stenson, David McJannet +6 more
2025Geoderma12 citations Open access
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History and interpretation of early soil and organic matter investigations in Deli, Sumatra, Indonesia
B. Minasny, E. N. Akoeb, T. Sabrina, A. Wadoux +1 more
202011 citations
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Uncertainty of predictions in absorption spectroscopy: Modelling with quantile regression forest
A. Wadoux, L. Ramirez-Lopez
2025Chemometrics and Intelligent Laboratory Systems8 citations Open access
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Estimating soil aggregate stability with infrared spectroscopy and pedotransfer functions
Thomas Chalaux Clergue, N. Saby, A. Wadoux, B. Barthès +1 more
2023Soil Security8 citations Open access
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Large underestimations of warming-induced soil carbon emissions from oversimplistic Q10 indicator
G. Moinet, Karen Morán-Rivera, Antoine Moinet, A. Wadoux
2025Soil Biology and Biochemistry6 citations Open access
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A global numerical classification of the soil surface layer
A. Wadoux, A. McBratney
2024Geoderma6 citations Open access
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Using homosoils to enrich sparse soil data infrastructure: An example from Mali
A. Nenkam, A. Wadoux, B. Minasny, A. McBratney +2 more
2023CATENA6 citations Open access
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Optimization of rain gauge sampling density for river discharge prediction using Bayesian calibration
A. Wadoux, G. Heuvelink, R. Uijlenhoet, S. de Bruin
2020PeerJ6 citations Open access
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