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<https://doi.org/10.1038/s41586-024-08106-4> <http://purl.org/spar/cito/hasQuotedText> "The validation accuracy estimate of 87.9% was based on an independent set of 4.87 million random points (equally stratified with respect to the two levels of the dependent variable; further details are provided in Supplementary Information 1 and Extended Data Fig. 4)." <https://w3id.org/sciencelive/np/RAIzfxXAB5b95Wr0YNsqBDC2dXuYLjwSpnePtLMsoKghk/assertion> .
<https://doi.org/10.1038/s41586-024-08106-4> <http://www.w3.org/2000/01/rdf-schema#comment> "This accuracy underpins the paper's maps and area estimates, and The Unjournal's evaluators (doi:10.21428/d28e8e57.5411b150) doubted it: predictors overlap the outcome period, and random validation may overstate performance. We test it in Colombia with independent code and open data: reproducing the published figures, then validating with spatial blocks, a model trained elsewhere, independent MapBiomas labels and a forward test (2000-2012 to 2012-2024)." <https://w3id.org/sciencelive/np/RAIzfxXAB5b95Wr0YNsqBDC2dXuYLjwSpnePtLMsoKghk/assertion> .
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