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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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Principais autores: Xingyu Guo, Ziyue Song, Yunqi Sun, Chi Wang, Ruiqi Yang, Yonghong Yan
Format: Artigo
Sprog:Inglês
Udgivet: MDPI AG 2026-02-01
Serier:Foods
Fag:
<i>Codonopsis Radix</i>
food and medicine homology
quality
electronic nose
modeling system
Online adgang:https://www.mdpi.com/2304-8158/15/4/651
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