西安交通大学学报（医学版）2026，Vol.47Issue(3)：440-446,7.DOI:10.7652/jdyxb202603006
基于随机森林算法的脂肪肝健康分级管理平台构建探索
Construction of a fatty liver health grading management platform based on random forest algorithm
摘要
Abstract
This paper introduces the design of a fatty liver health grading management platform based on machine learning methods.Aiming at the shortcomings of the current fatty liver grading management field,the platform integrates advanced information technology and medical knowledge to provide comprehensive,efficient and personalized health management services for fatty liver patients.The platform architecture design adopts a modular and scalable design approach to ensure the stability and maintainability of the system.The random forest algorithm is used to perform AI grading screening of hospital patient data,which can improve the efficiency of data processing and realize the accurate assessment of fatty liver risk.The platform's functions cover health management,medical services,personalized services,information overview and other aspects,providing patients with a full range of health management services.The function of statistical analysis enables in-depth mining and analysis of patient data,and also provides a scientific and reliable decision-making support basis for subsequent health management.The platform has achieved remarkable results in practical applications.By using the random forest algorithm for grading screening,the platform can detect fatty liver patients early and provide them with timely intervention and treatment.The tailor-made service has been well received by patients,in that it improves their medical experience and treatment effects.The platform provides not only better health management services for patients with fatty liver but also useful exploration and reference for the digital transformation and intelligent upgrading of the medical industry.关键词
分级管理平台/随机森林算法/脂肪肝/健康管理Key words
hierarchical management platform/random forest algorithm/fatty liver/health management分类
医药卫生引用本文复制引用
耿辉,梁宇霞,尚宇,牛晨..基于随机森林算法的脂肪肝健康分级管理平台构建探索[J].西安交通大学学报（医学版）,2026,47(3):440-446,7.基金项目
西安交通大学第一附属医院2022年院级教学改革研究项目(No.JG2022-0321)Supported by the Clinical Education Funds of The First Affiliated Hospital of Xi'an Jiaotong University(No.JG2022-0321) （No.JG2022-0321）
