CN115083616B - 一种基于自监督图聚类的慢性肾病亚型挖掘系统 - Google Patents

一种基于自监督图聚类的慢性肾病亚型挖掘系统 Download PDF

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CN115083616B
CN115083616B CN202210980822.5A CN202210980822A CN115083616B CN 115083616 B CN115083616 B CN 115083616B CN 202210980822 A CN202210980822 A CN 202210980822A CN 115083616 B CN115083616 B CN 115083616B
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kidney disease
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chronic kidney
clustering
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CN115083616A (zh
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李劲松
池胜强
徐铭鸿
李雪瑶
田雨
周天舒
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Zhejiang Lab
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    • G16H50/00ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics
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CN202210980822.5A 2022-08-16 2022-08-16 一种基于自监督图聚类的慢性肾病亚型挖掘系统 Active CN115083616B (zh)

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CN202210980822.5A CN115083616B (zh) 2022-08-16 2022-08-16 一种基于自监督图聚类的慢性肾病亚型挖掘系统
JP2023092731A JP7404581B1 (ja) 2022-08-16 2023-06-05 自己監督グラフクラスタリングに基づく慢性腎症亜型マイニングシステム

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CN116364299B (zh) * 2023-03-30 2024-02-13 之江实验室 一种基于异构信息网络的疾病诊疗路径聚类方法及系统

Citations (12)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN108231201A (zh) * 2018-01-25 2018-06-29 华中科技大学 一种疾病数据分析处理模型的构建方法、系统及应用
CN108417271A (zh) * 2018-01-11 2018-08-17 复旦大学 基于精神障碍亚型分类的精神抑制药物推荐方法与系统
CN109830303A (zh) * 2019-02-01 2019-05-31 上海众恒信息产业股份有限公司 基于互联网一体化医疗平台的临床数据挖掘分析与辅助决策方法
WO2021096932A1 (en) * 2019-11-13 2021-05-20 Memorial Sloan Kettering Cancer Center Classifier models to predict tissue of origin from targeted tumor dna sequencing
CN112992370A (zh) * 2021-05-06 2021-06-18 四川大学华西医院 一种无监督的基于电子病历的医疗行为合规性评估方法
CN113161001A (zh) * 2021-05-12 2021-07-23 东北大学 一种基于改进lda的过程路径挖掘方法
CN114049966A (zh) * 2022-01-12 2022-02-15 中国科学院计算机网络信息中心 一种基于链接预测的食源性疾病暴发识别方法和系统
CN114093445A (zh) * 2021-11-18 2022-02-25 重庆邮电大学 一种基于偏多标记学习的患者筛选标记方法
CN114242194A (zh) * 2021-12-07 2022-03-25 深圳市云影医疗科技有限公司 一种基于人工智能的医学影像诊断报告自然语言处理装置及方法
CN114639483A (zh) * 2022-03-23 2022-06-17 浙江大学 一种基于图神经网络的电子病历检索方法及装置
CN114664463A (zh) * 2022-03-18 2022-06-24 中南大学湘雅医院 一种全科医生诊疗辅助系统
CN114864107A (zh) * 2021-02-03 2022-08-05 阿里巴巴集团控股有限公司 一种临床路径变异分析方法、设备及存储介质

Family Cites Families (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN109920547A (zh) 2019-03-05 2019-06-21 北京工业大学 一种基于电子病历数据挖掘的糖尿病预测模型构建方法

Patent Citations (12)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN108417271A (zh) * 2018-01-11 2018-08-17 复旦大学 基于精神障碍亚型分类的精神抑制药物推荐方法与系统
CN108231201A (zh) * 2018-01-25 2018-06-29 华中科技大学 一种疾病数据分析处理模型的构建方法、系统及应用
CN109830303A (zh) * 2019-02-01 2019-05-31 上海众恒信息产业股份有限公司 基于互联网一体化医疗平台的临床数据挖掘分析与辅助决策方法
WO2021096932A1 (en) * 2019-11-13 2021-05-20 Memorial Sloan Kettering Cancer Center Classifier models to predict tissue of origin from targeted tumor dna sequencing
CN114864107A (zh) * 2021-02-03 2022-08-05 阿里巴巴集团控股有限公司 一种临床路径变异分析方法、设备及存储介质
CN112992370A (zh) * 2021-05-06 2021-06-18 四川大学华西医院 一种无监督的基于电子病历的医疗行为合规性评估方法
CN113161001A (zh) * 2021-05-12 2021-07-23 东北大学 一种基于改进lda的过程路径挖掘方法
CN114093445A (zh) * 2021-11-18 2022-02-25 重庆邮电大学 一种基于偏多标记学习的患者筛选标记方法
CN114242194A (zh) * 2021-12-07 2022-03-25 深圳市云影医疗科技有限公司 一种基于人工智能的医学影像诊断报告自然语言处理装置及方法
CN114049966A (zh) * 2022-01-12 2022-02-15 中国科学院计算机网络信息中心 一种基于链接预测的食源性疾病暴发识别方法和系统
CN114664463A (zh) * 2022-03-18 2022-06-24 中南大学湘雅医院 一种全科医生诊疗辅助系统
CN114639483A (zh) * 2022-03-23 2022-06-17 浙江大学 一种基于图神经网络的电子病历检索方法及装置

Non-Patent Citations (1)

* Cited by examiner, † Cited by third party
Title
"基于医学主题词共现网络的链接预测研究";宫雪 崔雷;《情报杂志》;20170131;第37卷(第1期);66-71页 *

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