JP7459386B2 - グラフニューラルネットワークに基づく疾患診断予測システム - Google Patents

グラフニューラルネットワークに基づく疾患診断予測システム Download PDF

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JP7459386B2
JP7459386B2 JP2023536567A JP2023536567A JP7459386B2 JP 7459386 B2 JP7459386 B2 JP 7459386B2 JP 2023536567 A JP2023536567 A JP 2023536567A JP 2023536567 A JP2023536567 A JP 2023536567A JP 7459386 B2 JP7459386 B2 JP 7459386B2
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▲勁▼松 李
▲勝▼▲強▼ 池
宇清 王
雨 田
天舒 周
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之江実験室
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JP2023536567A 2021-12-27 2022-09-05 グラフニューラルネットワークに基づく疾患診断予測システム Active JP7459386B2 (ja)

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Families Citing this family (23)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN113990495B (zh) * 2021-12-27 2022-04-29 之江实验室 一种基于图神经网络的疾病诊断预测系统
CN114496283A (zh) * 2022-02-15 2022-05-13 山东大学 一种基于路径推理的疾病预测系统、存储介质及设备
CN114496234B (zh) * 2022-04-18 2022-07-19 浙江大学 一种基于认知图谱的全科患者个性化诊疗方案推荐系统
CN114898879B (zh) * 2022-05-10 2023-04-21 电子科技大学 一种基于图表示学习的慢病风险预测方法
CN114664452B (zh) * 2022-05-20 2022-09-23 之江实验室 一种基于因果校验数据生成的全科多疾病预测系统
CN115019923B (zh) * 2022-07-11 2023-04-28 中南大学 一种基于对比学习的电子病历数据预训练方法
CN115359870B (zh) * 2022-10-20 2023-03-24 之江实验室 一种基于层次图神经网络的疾病诊疗过程异常识别系统
CN115424724B (zh) * 2022-11-04 2023-01-24 之江实验室 一种多模态图森林的肺癌淋巴结转移辅助诊断系统
CN115862848B (zh) * 2023-02-15 2023-05-30 之江实验室 基于临床数据筛选和医学知识图谱的疾病预测系统和装置
CN116072298B (zh) * 2023-04-06 2023-08-15 之江实验室 一种基于层级标记分布学习的疾病预测系统
CN116646072A (zh) * 2023-05-18 2023-08-25 肇庆医学高等专科学校 一种前列腺诊断神经网络模型的训练方法及装置
CN116562266B (zh) * 2023-07-10 2023-09-15 中国医学科学院北京协和医院 文本分析方法、计算机设备及计算机可读存储介质
CN116631641B (zh) * 2023-07-21 2023-12-22 之江实验室 一种集成自适应相似患者图的疾病预测装置
CN116936108B (zh) * 2023-09-19 2024-01-02 之江实验室 一种面向不平衡数据的疾病预测系统
CN117010494B (zh) * 2023-09-27 2024-01-05 之江实验室 一种基于因果表示学习的医学数据生成方法及系统
CN117012374B (zh) * 2023-10-07 2024-01-26 之江实验室 一种融合事件图谱和深度强化学习的医疗随访系统及方法
CN117235487B (zh) * 2023-10-12 2024-03-12 北京大学第三医院(北京大学第三临床医学院) 一种用于预测哮喘患者住院事件的特征提取方法和系统
CN117409911B (zh) * 2023-10-13 2024-05-07 四川大学 一种基于多视图对比学习的电子病历表示学习方法
CN117438023B (zh) * 2023-10-31 2024-04-26 灌云县南岗镇卫生院 基于大数据的医院信息管理方法及系统
CN118098561B (zh) * 2024-01-24 2024-09-03 江南大学附属医院 基于知识图谱的疾病辅助诊断方法及系统
CN117894422A (zh) * 2024-03-18 2024-04-16 攀枝花学院 一种基于icu重症监测的数据可视化方法及系统
CN118193797B (zh) * 2024-05-17 2024-07-26 之江实验室 一种业务执行的方法、装置、存储介质及电子设备
CN118230978B (zh) * 2024-05-27 2024-08-13 之江实验室 一种疾病风险预测方法、系统、电子设备、介质

Citations (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN111666477A (zh) 2020-06-19 2020-09-15 腾讯科技(深圳)有限公司 一种数据处理方法、装置、智能设备及介质
CN111914562A (zh) 2020-08-21 2020-11-10 腾讯科技(深圳)有限公司 电子信息分析方法、装置、设备及可读存储介质
CN113656589A (zh) 2021-04-19 2021-11-16 腾讯科技(深圳)有限公司 对象属性确定方法、装置、计算机设备及存储介质
CN113674856A (zh) 2021-04-15 2021-11-19 腾讯科技(深圳)有限公司 基于人工智能的医学数据处理方法、装置、设备及介质

Family Cites Families (20)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US7774143B2 (en) * 2002-04-25 2010-08-10 The United States Of America As Represented By The Secretary, Department Of Health And Human Services Methods for analyzing high dimensional data for classifying, diagnosing, prognosticating, and/or predicting diseases and other biological states
US20130268290A1 (en) * 2012-04-02 2013-10-10 David Jackson Systems and methods for disease knowledge modeling
PL407244A1 (pl) * 2014-02-18 2015-08-31 Instytut Biochemii I Biofizyki Polskiej Akademii Nauk Bioczujnik elektrochemiczny do wykrywania białka S100B
US20150356272A1 (en) * 2014-06-10 2015-12-10 Taipei Medical University Prescription analysis system and method for applying probabilistic model based on medical big data
US20190155993A1 (en) * 2017-11-20 2019-05-23 ThinkGenetic Inc. Method and System Supporting Disease Diagnosis
CN108154928A (zh) * 2017-12-27 2018-06-12 北京嘉和美康信息技术有限公司 一种疾病诊断方法及装置
CN108198620B (zh) * 2018-01-12 2022-03-22 洛阳飞来石软件开发有限公司 一种基于深度学习的皮肤疾病智能辅助诊断系统
CN109036553B (zh) * 2018-08-01 2022-03-29 北京理工大学 一种基于自动抽取医疗专家知识的疾病预测方法
US11636949B2 (en) * 2018-08-10 2023-04-25 Kahun Medical Ltd. Hybrid knowledge graph for healthcare applications
CN109784387A (zh) * 2018-12-29 2019-05-21 天津南大通用数据技术股份有限公司 基于神经网络和贝叶斯模型的多层次递进分类方法及系统
CN110277165B (zh) * 2019-06-27 2021-06-04 清华大学 基于图神经网络的辅助诊断方法、装置、设备及存储介质
CN111370127B (zh) * 2020-01-14 2022-06-10 之江实验室 一种基于知识图谱的跨科室慢性肾病早期诊断决策支持系统
CN111382272B (zh) * 2020-03-09 2022-11-01 西南交通大学 一种基于知识图谱的电子病历icd自动编码方法
CN111834012A (zh) * 2020-07-14 2020-10-27 中国中医科学院中医药信息研究所 基于深度学习和注意力机制的中医证候诊断方法及装置
CN112037912B (zh) * 2020-09-09 2023-07-11 平安科技(深圳)有限公司 基于医疗知识图谱的分诊模型训练方法、装置及设备
CN112263220A (zh) * 2020-10-23 2021-01-26 北京文通图像识别技术研究中心有限公司 一种内分泌疾病智能诊断系统
CN113409892B (zh) * 2021-05-13 2023-04-25 西安电子科技大学 基于图神经网络的miRNA-疾病关联关系预测方法
CN113434626B (zh) * 2021-08-27 2021-12-07 之江实验室 一种多中心医学诊断知识图谱表示学习方法及系统
CN113643821B (zh) * 2021-10-13 2022-02-11 浙江大学 一种多中心知识图谱联合决策支持方法与系统
CN113990495B (zh) * 2021-12-27 2022-04-29 之江实验室 一种基于图神经网络的疾病诊断预测系统

Patent Citations (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN111666477A (zh) 2020-06-19 2020-09-15 腾讯科技(深圳)有限公司 一种数据处理方法、装置、智能设备及介质
CN111914562A (zh) 2020-08-21 2020-11-10 腾讯科技(深圳)有限公司 电子信息分析方法、装置、设备及可读存储介质
CN113674856A (zh) 2021-04-15 2021-11-19 腾讯科技(深圳)有限公司 基于人工智能的医学数据处理方法、装置、设备及介质
CN113656589A (zh) 2021-04-19 2021-11-16 腾讯科技(深圳)有限公司 对象属性确定方法、装置、计算机设备及存储介质

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