期刊论文

Study on Diagnosis Model of Liver Stagnation and Spleen Deficiency Syndrome of Primary Liver Cancer Based on Decision Tree and Bayesian Network

中文

中国中医药信息杂志

1005-5304

2020

27

9

115-120

10.3969/j.issn.1005-5304.201907482

81603603:国家自然科学基金 81473617:国家自然科学基金 16K066:湖南省教育厅开放平台基金项目 2017SK50310:湖南省科技计划

本校为第一机构

目的 建立原发性肝癌肝郁脾虚证诊断模型,形成原发性肝癌肝郁脾虚证判别模式,挖掘其核心诊断属性,为进一步研究原发性肝癌标准化提供依据.方法 搜集2014年6月1日-2019年6月1日湖南省中医药研究院附属医院肿瘤诊疗中心原发性肝癌住院患者的病症信息,进行规范,经2名主任医师进行二次辨证,建立原发性肝癌中医病症-证候数据库,运用CHAID(卡方自动交互检测)、QUEST(快速、无偏、高效统计树)、CART(分类回归树)、C5.0决策树算法及贝叶斯网络建立诊断模型.结果 共纳入患者741例,包括肝郁脾虚、肝胆湿热、脾虚湿困、肝肾阴虚、肝热血瘀5个证型.测试样本验证结果显示,CHAID、QUEST、CART、C5.0决策树算法...

Objective To establish a diagnosis model of liver stagnation and spleen deficiency syndrome of primary liver cancer;To form an identification mode for liver stagnation and spleen deficiency syndrome of primary liver cancer;To mine its core diagnostic attributes;To provide a basis for further research on the standardization of primary liver cancer.Methods The disease information of inpatients diagnosed with primary liver cancer in Tumor Diagnosis and Ttreatment Center of Affiliated Hospital of Hunan Institute of Traditional Chinese Medicine from 1st June 2014 to 1st June 2019 was collected,and ...