模式识别与人工智能
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模式识别与人工智能  2021, Vol. 34 Issue (4): 343-352    DOI: 10.16451/j.cnki.issn1003-6059.202104006
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基于人工智能的类风湿性关节炎中医辅助诊疗系统
孙明俊1, 张丹2, 郑明智3, 梅舒欢2
1.中国信息通信研究院 云计算与大数据研究所 北京 100191
2.南京新一代人工智能研究院 技术部 南京 210046
3.中国信息通信研究院 人工智能(杭州)研究中心 杭州 311121
Traditional Chinese Medicine Aided Diagnosis and Treatment System for Rheumatoid Arthritis Based on Artificial Intelligence
SUN Mingjun1, ZHANG Dan2, ZHENG Mingzhi3, MEI Shuhuan2
1. Cloud Computing and Big Data Research Institute, China Academy of Information and Communications Technology, Beijing 100191
2. Technical Department, Nanjing Research Institute of Next-Generation Artificial Intelligence, Nanjing 210046
3. Hangzhou Research Center of Artificial Intelligence, China Academy of Information and Communications Technology, Hangzhou 311121

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摘要 类风湿性关节炎(RA)是一种广泛存在且慢性、难治的全身性免疫风湿病,中医在其治疗中具有副作用较少、价格相对低廉等优势,但是中医师的缺乏限制RA中医诊疗方案的推广.因此,文中提出基于人工智能的RA中医辅助诊疗系统.通过对患者病历文本和关节影像数据的学习实现对RA和RA证型的判断,辅助医生诊断,并根据证型智能推荐中医药方.文中还基于RA中医药典籍知识构建知识图谱,在医生诊疗过程中提供诊疗知识指导.系统可辅助经验不足的临床医师做出诊疗决策,提高RA的治疗水平,有助于对RA治疗的研究和推广.
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孙明俊
张丹
郑明智
梅舒欢
关键词 类风湿性关节炎人工智能深度学习辅助诊断药方推荐    
Abstract:Rheumatoid arthritis(RA) is a widespread, chronic and refractory systemic immune rheumatism. Traditional Chinese medicine(TCM) presents the advantages of less side effects and low price. However, the spread of RA TCM diagnosis and treatment scheme with curative effect advantages is limited due to the lack of experienced TCM practitioners, especially in primary medical institutions. In this paper, a traditional Chinese medicine aided diagnosis and treatment system for RA based on artificial intelligence is proposed. RA and pattern of syndrome in RA can be determined after learning patient medical records and medical imaging of joints, and then TCM prescription is recommended intelligently according to the pattern. Next, the information is exploited to assist doctors in diagnosis. Based on RA TCM knowledge, the knowledge graph is built. It provides doctors with knowledge guidance in the process of diagnosis and treatment. The system can assist less experienced doctors in making treatment decisions, improving the treatment level of RA, and studying and promoting RA treatment.
Key wordsRheumatoid Arthritis    Artificial Intelligence    Deep Learning    Aided Diagnosis    Prescription Recommendation   
收稿日期: 2020-06-15     
ZTFLH: TP 391  
基金资助:国家重点研发计划项目(No.2018YFC1705504)资助
通讯作者: 孙明俊,硕士,高级工程师,主要研究方向为人工智能、多媒体.E-mail:sunmingjun@caict.ac.cn.   
作者简介: 张 丹,硕士,工程师,主要研究方向为自然语言处理.E-mail:zhangdan@ngai.ac.cn. 郑明智,学士,工程师,主要研究方向为自然语言处理、智慧医疗.E-mail:zhengmingzhi@ngai.ac.cn. 梅舒欢,硕士,工程师,主要研究方向为图像检索、图像识别.E-mail:meishuhuan@ngai.ac.cn.
引用本文:   
孙明俊, 张丹, 郑明智, 梅舒欢. 基于人工智能的类风湿性关节炎中医辅助诊疗系统[J]. 模式识别与人工智能, 2021, 34(4): 343-352. SUN Mingjun, ZHANG Dan, ZHENG Mingzhi, MEI Shuhuan. Traditional Chinese Medicine Aided Diagnosis and Treatment System for Rheumatoid Arthritis Based on Artificial Intelligence. , 2021, 34(4): 343-352.
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