Machine Learning Modeling for <i>Codonopsis Radix</i> Quality Assessment Integrating Efficacy, Chemical Composition, and Macroscopic Traits

This study aimed to develop an intelligent quality assessment system for <i>Codonopsis Radix</i> based on machine learning modeling. First, <i>Codonopsis Radix</i> samples from six origins were grouped based on pharmacological and chemical indicators, integrating pharmacodynamic evaluations using im...

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Bibliografische gegevens

Hoofdauteurs:	Xingyu Guo, Ziyue Song, Yunqi Sun, Chi Wang, Ruiqi Yang, Yonghong Yan
Formaat:	Artigo
Taal:	Inglês
Gepubliceerd in:	MDPI AG 2026-02-01
Reeks:	Foods
Onderwerpen:	<i>Codonopsis Radix</i> food and medicine homology quality electronic nose modeling system
Online toegang:	https://www.mdpi.com/2304-8158/15/4/651
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