中国医疗设备2025，Vol.40Issue(6)：61-68,8.DOI:10.3969/j.issn.1674-1633.20240978
基于多模态数据模型的心血管疾病专病库构建与应用
Construction and Application of Cardiovascular Disease Specialized Database Based on Multimodal Data Model
摘要
Abstract
Objective To construct a specialized disease database for cardiovascular diseases based on multimodal diagnosis and treatment data,to improve the efficiency of clinical data utilization and assist the analysis and application of specialized disease data in Cardiovascular Medicine Department.Methods By utilizing Hadoop based big data and artificial intelligence technologies such as natural language processing and computer vision,multimodal data of more than 1.2 million patients in Cardiovascular Medicine Department were aggregated and managed,and the specialized disease database function was developed to provide data support services.Results The cardiovascular disease specialized database was designed with 730 structured fields,included data from 445004 patients,integrated 11939686 outpatient records,and correlated and aggregated 12 types of imaging data including ECG,ultrasound,CT,endoscopy and so on.After using the specialized disease database,the average number of patients and fields in each project were significantly higher than those without using the special disease database;and the time for patient enrollment,data cleaning and governance,field data governance and statistical analysis were all significantly shorter than those without using the special disease database,with all differences being statistically significant(P<0.05).The application efficiency of clinical data has been significantly improved.Conclusion The cardiovascular disease specialized database based on multimodal diagnosis and treatment data has improved the diagnosis and treatment level and scientific research output of the department,which plays a positive role in its application.关键词
心血管疾病/多模态数据/专病库/大数据/人工智能/科研数据Key words
cardiovascular disease/multimodal data/specialized disease database/big data/artificial intelligence/scientific research data分类
预防医学引用本文复制引用
罗浩,李华康,王飞..基于多模态数据模型的心血管疾病专病库构建与应用[J].中国医疗设备,2025,40(6):61-68,8.基金项目
国家重点研发计划(2018YFB2101204). （2018YFB2101204）
