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Review Open access Aug 2026

Illusions of Accuracy: Widespread Data Leakage Distorts Machine Learning Results in Biochar Research

To ensure methodological rigour and reliable generalisation, biochar ML research must adopt grouped or study‐level data‐splitting strategies, maintain strict separation of preprocessing steps, and incorporate hierarchical or domain‐aware validation frameworks.

H. Jang, Wartini Ng, Song-Chao Chen et al. · 0 citations
Open access Jul 2026

Digital Mapping of Soil Profile Properties using Remote Sensing and Topography Covariates in the Central Dry Zone of Myanmar

Accurate information on soil properties throughout the soil profile is essential for effective soil and water management in dryland regions. This study aimed to digitally map key soil physical and chemical properties important for plant growth and water retention in dry environments from the surface to 1.5 m depth in...

Akari Win, B. Minasny, A. Ringrose-Voase et al. · 0 citations

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