Comparison of small-sample multi-class machine learning models for plasma concentration prediction of valproic acid

CHEN Xi; YUAN Shen’ao; YUAN Hailing; ZHAO Jie; CHEN Peng; TIAN Chunyan; SU Yi; ZHANG Yunsong; ZHANG Yu

doi:10.6039/j.issn.1001-0408.2025.11.20

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Comparison of small-sample multi-class machine learning models for plasma concentration prediction of valproic acid

更新时间：2026-02-06

- Comparison of small-sample multi-class machine learning models for plasma concentration prediction of valproic acid
- “Experts from Xi'an International Medical Center Hospital constructed three classification and two classification models for predicting the blood concentration of valproic acid, and compared the performance of the two models to provide reference for the formulation of clinical medication plans.”
- ZHONGGUO YAOFANG Vol. 36, Issue 11, Pages: 1399-1404(2025)
- 作者机构：
  
  1.西安国际医学中心医院药学部，西安　710100
  2.长安大学信息工程学院，西安　710064
  3.长安大学经济与管理学院，西安　710064
- 作者简介：
- 基金信息：
- DOI：10.6039/j.issn.1001-0408.2025.11.20
  CLC： R969.3;TP181
- Received：22 January 2025，
  
  Revised：2025-05-06，
  
  Accepted：07 May 2025，
  
  Published：15 June 2025
- 稿件说明：
移动端阅览
陈曦,袁申奥,袁海玲,等.丙戊酸血药浓度预测的小样本多分类机器学习模型对比 [J].中国药房,2025,36(11):1399-1404.

CHEN Xi,YUAN Shen’ao,YUAN Hailing,et al.Comparison of small-sample multi-class machine learning models for plasma concentration prediction of valproic acid[J].ZHONGGUO YAOFANG,2025,36(11):1399-1404.
陈曦,袁申奥,袁海玲,等.丙戊酸血药浓度预测的小样本多分类机器学习模型对比 [J].中国药房,2025,36(11):1399-1404. DOI： 10.6039/j.issn.1001-0408.2025.11.20.

CHEN Xi,YUAN Shen’ao,YUAN Hailing,et al.Comparison of small-sample multi-class machine learning models for plasma concentration prediction of valproic acid[J].ZHONGGUO YAOFANG,2025,36(11):1399-1404. DOI： 10.6039/j.issn.1001-0408.2025.11.20.

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Comparison of small-sample multi-class machine learning models for plasma concentration prediction of valproic acid

DOI：10.6039/j.issn.1001-0408.2025.11.20