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Oct 2026

Out-of-fold-guided risk-controlled output calibration for soil organic matter determination using FT-NIR spectroscopy.

Fourier-transform near-infrared (FT-NIR) spectroscopy enables rapid and non-destructive determination of soil organic matter (SOM), but small calibration datasets may produce prediction-range compression and concentration-dependent residual bias relative to reference SOM values. This study presents a safe adaptive outp...

Fan-Di Kong, Xiao-Yu Zhao, Zhe Zhai et al. · 0 citations

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