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Combining UDT with XGBoost to identify the geographical origin of black beans by near-infrared spectroscopy.

Curr Res Food Sci · 2025 · PMC12271794 · PMID 40689301

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a decreasing trendno p-value reported
an increasing trendno p-value reported
Specifically, NIR spectra of black bean samples from five regions exhibit a decreasing trend in absorption within the 900–1100 nm and 1480–1700 nm ranges, while an increasing trend appears in the 1100–1480 nm range ( Zhang et al., 2022 ).

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