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...