基于多模态智能对话机器人的糖尿病健康管理服务平台应用研究  

Application Research on Diabetes Health Management Service Platform Based on Multi-Modal Intelligent Dialogue Robot

作　　者：高逸佳[1] 林靖生[2] 杨海俊 滕晓燕 GAO Yijia;LIN Jingsheng;YANG Haijun;TENG Xiaoyan(Office of Outpatient,Ruijin Hospital,Shanghai Jiao Tong University School of Medicine,Shanghai 200025,China;Department of Disciplinary Development and Planningc,Ruijin Hospital,Shanghai Jiao Tong University School of Medicine,Shanghai 200025,China;Shanghai Digital Medicine Innovation Center,Ruijin Hospital,Shanghai Jiao Tong University School of Medicine,Shanghai 200025,China;Google Inc.,Shanghai 200120,China)

机构地区：[1]上海交通大学医学院附属瑞金医院门诊办公室,上海200025 [2]上海交通大学医学院附属瑞金医院学科规划与大设施管理处,上海200025 [3]上海交通大学医学院附属瑞金医院数字医学创新中心,上海200025 [4]谷歌公司,上海200120

出　　处：《中国医疗设备》2022年第6期106-109,131,共5页China Medical Devices

基　　金：科技部主动健康和老龄化科技应对重点研发计划(2020YFC2008700)。

摘　　要：目的通过搭建基于多模态智能对话机器人的糖尿病健康管理服务平台,解决糖尿病病程管理的痛点问题。方法通过构建先进的专病知识图谱系统、智能对话机器人平台、大数据与深度学习模块、物联网基础平台,设计功能完善、使用方便的多模态智能对话机器人糖尿病健康管理服务平台。结果基于多模态智能对话机器人的糖尿病健康管理服务平台使用多域模型后,深度对话会话语言理解的准确率和召回率的调和平均值提高了0.4。结论将人工智能引入糖尿病病程管理,从糖尿病专病防治领域出发,通过深度学习+对话机器人+大数据+物联网技术与病程管理的结合,一对一个性化地对患者药物、饮食、运动、胰岛素使用、并发症的预防、应急情况的处理等进行指导,纠正患者不良习惯、改变重“医”轻“防”的观念,建立糖尿病防治新模式。Objective To solve the pain points of diabetes course management by building a diabetes health management service platform based on multi-modal intelligent dialogue robots.Methods A multi-modal intelligent dialogue robot diabetes health management service platform with complete functions and easy to use was designed by building an advanced knowledge map system for specialized diseases,an intelligent dialogue robot platform,big data and deep learning modules,and a basic platform for the Internet of Things.Results The diabetes health management service platform based on multi-modal intelligent dialogue robots used a multi-domain model,and the reconciled average of the in-depth dialogue conversational language understanding accuracy and recall rate had increased by 0.4.Conclusion Artificial intelligence is introduced into the management of diabetes course,and from the field of prevention and treatment of diabetes mellitus,through deep learning+dialogue robot+big data+Internet of Things technology combined with disease management,individualized instruction is conducted on patients’medication,diet,exercise,insulin use,prevention of complications,emergency treatment and so on,to correct patients’bad habits,chang the concept of emphasizing“medicine”and neglecting“preventing”,and establish a new model of diabetes prevention and control.

关 键 词：糖尿病病程管理 人工智能 多模态智能对话机器人 糖尿病健康管理服务平台 

分 类 号：R318[医药卫生—生物医学工程] TP311[医药卫生—基础医学]