Research progress on the application of machine learning in inflammatory skin diseases
GUO Jingxue
LIU Yongsheng
YANG Xueying
LI Jiaojiao
LI Dan
LI Yiqun
LI Yanfei
ZHANG Junjing
Abstract：In recent years,the application of artificial intelligence in the healthcare field has received widespread attention.Among them,machine learning technology has been extensively ap-plied in various aspects of inflammatory skin diseases,including screening and diagnosis,manage-ment and monitoring,classification and evaluation,and treatment,providing new methodologies for precision medicine.This article reviews the predictive models,early diagnostic models,dis-ease severity assessment models,differential diagnostic models,automated scoring models,prog-nostic evaluation models,and disease classification models of machine learning in inflammatory skin diseases,such as atopic dermatitis,acne,and psoriasis.It explores the advancements in ma-chine learning for inflammatory skin diseases and provides new insights for precision treatment and prognosis evaluation.
Keywords：machine learningInflammatory skin diseasesartificial intelligencepredic-tion model
Publication Date：2025-06-28
Online Publishing Date：2025-08-15(First online date of this platform, not the publication date of the document)
Pages：7( 442-448 )