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Author

Song-Chao Chen

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2 papers indexed here

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2026

Soil Knowledge-Guided Depth-Autoregressive Transformer for Predicting Soil Organic Carbon at Multiple Depths

The soil organic carbon (SOC) is a critical component of the terrestrial carbon cycle and a key indicator of soil health and agricultural productivity. The accurate prediction of SOC across multiple depths is essential for reliable carbon stock estimation and sustainable soil management. However, the existing approache...

Rui Lu, Han-Cheng Guo, Zhong-Xing Chen et al. · 0 citations
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

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