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Machine learning-assisted colorimetric sensor array on a superwettable microchip for on-site authentication of ginseng
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DOI：10.1016/j.talanta.2026.130385.png)
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Abstract
En 中文
• Integrating superwettable chip and colorimetric sensor for sample-to-result analysis. • Minimizing sample consumption, anchoring droplets, enabling high-throughput reactions. • Discriminating structurally similar monosaccharides with high accuracy. • Identifying ginseng species and detecting counterfeit products with high accuracy. • Enabling real-time and instrument-free field detection via smartphones.
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