Construction of classification management model of medical equipment in public hospitals based on association rule algorithm and effect analysis
10.3969/j.issn.1672-8270.2024.10.025
- VernacularTitle:基于关联规则算法构建公立医院医疗设备分类管理模型及效果分析
- Author:
Lijuan BAI
1
;
Xingguang ZHU
;
Huaqing LAN
;
Yongsheng TONG
;
Feng WANG
Author Information
1. 北京回龙观医院医学工程处 北京 100096
- Keywords:
Association rule algorithm;
equipment abnormal information mining;
Classification management;
Operating efficiency;
Application assessment
- From:
China Medical Equipment
2024;21(10):135-140
- CountryChina
- Language:Chinese
-
Abstract:
Objective:To construct a classification management model of medical equipment in public hospitals based on association rules algorithm,and to analyze its application effect in hospital equipment management.Methods:Equipment classification management was performed based on Apriori algorithm(association rule analysis)and K-means algorithm(equipment abnormal information mining)in the association rules algorithm,the classification management model of medical equipment in public hospitals was constructed to mine the abnormal characteristics of equipment status.A total of 244 medical devices in clinical use in Beijing Huilongguan Hospital from 2022 to 2023 were selected.According to the application of the classification management model of medical equipment in public hospitals based on the association rule algorithm,the equipment use period from January to December 2022 was set before the application of the association rule algorithm model,and the equipment use period from January to December 2023 was set to the time after the application of the association rule algorithm model.The scores of equipment classification management,the failure rate of different types of equipment and equipment efficiency score before and after the application of association rule algorithm model were compared.Results:After the application of association rule algorithm model,the average scores of warehousing management,use management,maintenance management and scrap management were(89.65±4.65)points,(90.25±4.36)points,(87.69±3.12)points and(90.36±3.39)points,respectively,which were higher than before the application,the difference was statistically significant(t=17.866,14.671,18.128,19.479,P<0.05).After the application of association rule algorithm model,the number of medical image diagnostic and auxiliary equipment,health monitoring equipment,rehabilitation equipment and intervention and treatment equipment that failed was 2,3,2,and 3,and the failure rates were 3.33%,4.69%,2.86%and 6.00%,respectively,which were lower than those before the application,the difference was statistically significant(x2=5.925,6.117,7.937,5.316,P<0.05).After the application of association rule algorithm model,the average scores of overall utilization efficiency,quality stability efficiency and accurate diagnosis and treatment efficiency of the equipment were(96.39±3.69)points,(94.23±3.06)points and(95.47±4.36)points,respectively,which were higher than those before the application,and the difference was statistically significant(t=16.762,17.919,11.769,P<0.05).Conclusion:The application of the classification management model of medical equipment in public hospitals based on association rules algorithm can realize the classification management of medical equipment in hospitals,improve the operating efficiency and management level of equipment,and reduce the equipment failure rate.
