Yue Li, Xiao Li, Yan Liu, Yang Li
Application effect of BOPPPS teaching model on fundamentals of nursing education: a meta-analysis of randomized controlled studies
Frontiers in medicine
incidence autism spectrum disorder asd among children attributed genetics environmental factors increasing daily asd noncurable neurodevelopmental disorder affects childrens communication behavior social interaction learning skills machine learning employed asd detection children existing asd frameworks offer limited services monitor improve health asd patients paper presents complex efficient asd framework comprehensive services enhance results existing asd frameworks proposed approach federated learningenabled cnnlstm fcnnlstm scheme designed asd detection children using multimodal datasets asd framework built distributed computing environment different asd laboratories connected central hospital fcnnlstm scheme enables local laboratories train validate different datasets including ages stages questionnaires asq facial communication symbolic behavior scales csbs dataset parents evaluate developmental status peds modified checklist autism toddlers mchat screening tool autism toddlers children stat datasets different computing laboratories ensure security patient data implemented security mechanism based advanced standard encryption aes within federated learning environment mechanism allows laboratories offload download data securely integrate trained datasets aggregated nodes make final decision asd patients based decision process tree additionally designed various internet things iot applications improve efficiency asd patients achieve optimal learning results simulation results demonstrate proposed framework achieves asd detection accuracy approximately 99 compared existing asd frameworks