基于Watson的慢性病管理应用研究
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摘要
本文就目前慢性病管理过程中出现的"看病难"、医疗资源分布不均、智能化程度不高等问题,利用大数据分析、机器学习、自然语言处理、认知计算等技术,提出基于Watson的慢病管理系统并应用,实现了慢病智能化问答、慢病筛查、个性化诊疗方案制定、智能随访等功能,为慢性病的管理提供了新的思路和技术支撑,促进了医疗智能化和信息化发展。
In view of the problems of difficulty in seeing a doctor, uneven distribution of medical resources and low intelligence in the process of chronic disease management, this paper proposes a chronic disease management system based on Watson and its application by using the technologies of big data analysis, machine learning, natural language processing and cognitive computing. It realizes intelligent question-and-answer, slow disease screening, individualized diagnosis and treatment scheme formulation and intelligent follow-up. Visiting and other functions provide new ideas and technical support for the management of chronic diseases, and promote the development of medical intelligence and information technology.
In view of the problems of difficulty in seeing a doctor, uneven distribution of medical resources and low intelligence in the process of chronic disease management, this paper proposes a chronic disease management system based on Watson and its application by using the technologies of big data analysis, machine learning, natural language processing and cognitive computing. It realizes intelligent question-and-answer, slow disease screening, individualized diagnosis and treatment scheme formulation and intelligent follow-up. Visiting and other functions provide new ideas and technical support for the management of chronic diseases, and promote the development of medical intelligence and information technology.
引文
[1]吕兰婷,邓思兰,我国慢性病管理现状、问题及发展建议[J].中国卫生政策研究.2016.9(7):1-7.
[2]叶天瑜,王高玲.医疗健康大数据在慢性病管理中的应用研究.卫生经济研究.2017,358(2):67-69.
[3]汪鹏,吴昊,罗阳,等.医疗大数据应用需求分析与平台建设构想[J].中国医院管理,2015,35(6):40-42.
[4]窦元珠.移动互联网时代的健康管理研究[J].互联网天地,2015,(8):17-25.
[5]亓晓,张普洪,张勇等.中国慢性病预防控制策略现状[J].中国慢性病预防与控制,2012,20(2):214-217.
[6]徐明珍,汪栋材,吴海滨,等.大数据背景下慢性病健康管理系统的构建研究[J],2018,2:250-251.
[7]郭策.我国慢性非传染性疾病现状与社区卫生服务[J].现代预防医学,2012(3):607-610.
[8]吴之杰,郭清.大数据时代我国健康管理产业发展研究[J].卫生经济研究,2014,(6):14-16.
[2]叶天瑜,王高玲.医疗健康大数据在慢性病管理中的应用研究.卫生经济研究.2017,358(2):67-69.
[3]汪鹏,吴昊,罗阳,等.医疗大数据应用需求分析与平台建设构想[J].中国医院管理,2015,35(6):40-42.
[4]窦元珠.移动互联网时代的健康管理研究[J].互联网天地,2015,(8):17-25.
[5]亓晓,张普洪,张勇等.中国慢性病预防控制策略现状[J].中国慢性病预防与控制,2012,20(2):214-217.
[6]徐明珍,汪栋材,吴海滨,等.大数据背景下慢性病健康管理系统的构建研究[J],2018,2:250-251.
[7]郭策.我国慢性非传染性疾病现状与社区卫生服务[J].现代预防医学,2012(3):607-610.
[8]吴之杰,郭清.大数据时代我国健康管理产业发展研究[J].卫生经济研究,2014,(6):14-16.