| 注册
首页|期刊导航|中国医学装备|基于多模态数据分析的胶囊内窥镜设备运行状态综合评估模型构建

基于多模态数据分析的胶囊内窥镜设备运行状态综合评估模型构建

黄福秀 刘玲英 李晨阳 闫萌 韩英 张宁宁 李淑玲 陈超

中国医学装备2026,Vol.23Issue(3):90-94,5.
中国医学装备2026,Vol.23Issue(3):90-94,5.DOI:10.3969/j.issn.1672-8270.2026.03.017

基于多模态数据分析的胶囊内窥镜设备运行状态综合评估模型构建

Construction of a comprehensive assessment model based on multimodal data analysis for operation status of capsule endoscope

黄福秀 1刘玲英 2李晨阳 3闫萌 1韩英 1张宁宁 1李淑玲 3陈超3

作者信息

  • 1. 解放军总医院第四医学中心消化内科 北京 100048
  • 2. 解放军总医院第四医学中心营养科 北京 100048
  • 3. 解放军总医院第一医学中心消化医学部 北京 100583
  • 折叠

摘要

Abstract

Objective:To construct a comprehensive assessment model based on multimodal data analysis for operation status of capsule endoscope,and verify application effect of that in management for operation and maintenance of equipment.Methods:Multi-modally operational data of capsule endoscopy under different status were collected,and the assessment model that integrated collaborative regression and fault diagnosis was constructed through integrated multi-source data,so as to conduct management about operation and maintenance for capsule endoscopy.A set of used capsule endoscope,and a workstation of image recording that matched it at the Fourth Medical Center of Chinese PLA General Hospital during November 2023 and April 2025 were selected.The conventional management mode was employed on the equipment from November 2023 to July 2024,while the management mode(model management mode)of assessment model of operational status based on multimodal data analysis for capsule endoscopy was adopted to manage equipment from August 2024 to April 2025.The management effect of two kinds of management modes for equipment was compared.A self-made questionnaire was adopted to investigate satisfaction of medical staffs in managing it,who used equipment.Results:Under the model management mode,the monthly average integrity rate of equipment was(98.43±1.06)%,which was significantly higher than that under the conventional management mode,and the difference was significant(t=2.278,P<0.05).On the other hand,the monthly average failure rate of equipment,the average time of responding maintenance and the average time of repair of model management mode were respectively(2.19±0.63)%,(2.09±0.53)h and(26.83±5.37)h,all of which were significantly lower than those of conventional management mode,and the differences were significant(t=3.842,16.319,5.294,P<0.05).The satisfaction scores of medical staffs who adopted model management mode for neatness,standardization,timeliness of repair of equipment were higher than those who adopted conventional management mode,and the differences were significant(t=2.132,2.341,2.390,2.216,P<0.05).Conclusion:The application of comprehensive assessment model based on multimodal data analysis for operation status of capsule endoscope can effectively integrate multi-source information of equipment,and achieve real-timely quantitative assessment for health status of equipment,which can contribute to improve operational efficiency and safety of equipment,and enhance management effect of medical equipment,and increase satisfaction of medical staffs about management for equipment.

关键词

多模态数据/胶囊内窥镜/设备运行状态评估模型/运行效率

Key words

Multimodal data/Capsule endoscopy/Assessment model for operational status of equipment/Operational efficiency

分类

医药卫生

引用本文复制引用

黄福秀,刘玲英,李晨阳,闫萌,韩英,张宁宁,李淑玲,陈超..基于多模态数据分析的胶囊内窥镜设备运行状态综合评估模型构建[J].中国医学装备,2026,23(3):90-94,5.

中国医学装备

1672-8270

访问量0
|
下载量0
段落导航相关论文