Knowledge Automation in Online Medical Inquiry Platforms
Zhao, Yifei1; Wang, Feiyue1; Wang, Jing1; Shi, Xiaobo2
2016
会议名称the INFORMS International 2016 Annual Meeting
会议录名称Proceedings of the INFORMS International 2016 Annual Meeting
会议日期2016
会议地点Waikoloa Village, Hawaii, USA
摘要none; Internet inquiry platforms have bloomed into the supplement and optimization of the traditional medical service systems over the past few years. Due to the lack of intelligence, the platforms cannot deal with medical knowledge automatically, usually resulting poor user experience. In this paper, we try to realize knowledge automation on internet inquiry platforms, from the following aspects: we use retrieval models combining word embedding and query likelihood language models to recommend similar cases for users from the semantic perspective; we use classification techniques to determine the quality of answers, and optimize the answers for the current query by finding a better one or changing some words in the original one; word embedding is integrated into some medical rules to help achieve automatic triage; more scientific semi automatic triage with user interaction is also tried; we also recommend suitable patients for doctors and recommend suitable doctors for patients through some recommendation technologies, expecting better user experience. Experimental results on the large-scale real world internet inquiry platform data show that our work can improve the platforms significantly.
关键词None
收录类别EI
文献类型会议论文
条目标识符http://ir.ia.ac.cn/handle/173211/11710
专题多模态人工智能系统全国重点实验室_平行智能技术与系统团队
通讯作者Zhao, Yifei
作者单位1.Institute of Automation, Chinese Academy of Sciences
2.Qingdao Academy of Intelligent Industries
第一作者单位中国科学院自动化研究所
通讯作者单位中国科学院自动化研究所
推荐引用方式
GB/T 7714
Zhao, Yifei,Wang, Feiyue,Wang, Jing,et al. Knowledge Automation in Online Medical Inquiry Platforms[C],2016.
条目包含的文件 下载所有文件
文件名称/大小 文献类型 版本类型 开放类型 使用许可
knowledge automation(9KB)会议论文 开放获取CC BY-NC-SA浏览 下载
个性服务
推荐该条目
保存到收藏夹
查看访问统计
导出为Endnote文件
谷歌学术
谷歌学术中相似的文章
[Zhao, Yifei]的文章
[Wang, Feiyue]的文章
[Wang, Jing]的文章
百度学术
百度学术中相似的文章
[Zhao, Yifei]的文章
[Wang, Feiyue]的文章
[Wang, Jing]的文章
必应学术
必应学术中相似的文章
[Zhao, Yifei]的文章
[Wang, Feiyue]的文章
[Wang, Jing]的文章
相关权益政策
暂无数据
收藏/分享
文件名: knowledge automation on internet inquiry platform.pdf
格式: Adobe PDF
此文件暂不支持浏览
所有评论 (0)
暂无评论
 

除非特别说明,本系统中所有内容都受版权保护,并保留所有权利。