1.Study and Practice on Intelligent Classification of Medical Safety Incidents Based on BERT Model
Congpu ZHAO ; Da YUAN ; Pujue ZHU ; Jiong ZHOU ; Zheng CHEN ; Hua PENG
Journal of Medical Informatics 2024;45(1):27-32,38
Purpose/Significance To improve the classification and evaluation mode of medical safety incidents,and to improve work efficiency and timeliness.Method/Process The data of previous medical safety incidents are pre-processed,BERT model is used for training,testing and iterative optimization,and an intelligent classification and prediction model for medical safety incidents is built.Re-sult/Conclusion The model is used to classify 466 medical safety incidents reported by clinical departments from January to November 2022,and F1 value reaches 0.66.The application of BERT model in the classification and evaluation of medical safety incidents can im-prove work efficiency and timeliness,and help timely intervene in medical safety risks.
2.The Construction Status and Development Trend of Smart Hospital in China
Da YUAN ; Congpu ZHAO ; Pujue ZHU ; Jieshi ZHANG ; Zheng CHEN ; Jiong ZHOU ; Xiaojun MA ; Hua PENG
Journal of Medical Informatics 2024;45(7):33-36
Purpose/Significance To expound the development status,difficulties and challenges of smart hospital in China,so as to pro-vide references for the subsequent related research.Method/Process By using the methods of bibliometrics and literature review,the definition of smart hospital is summarized and feasible suggestions on the construction of smart hospital are put forward.Result/Conclusion Smart hospital in China has initially established a"trinity"structural framework of smart healthcare,smart service and smart management,playing a positive role in improving patient satisfaction and promoting high-quality development of hospitals.It is necessary for the government,hospitals,social capital and other multi-party cooperation to jointly promote the construction of smart hospital in China and better protect people's health.