CN108780661B - 用于改善将具有相似简档的患者聚类在一起的聚类模型的性能的相关性反馈 - Google Patents

用于改善将具有相似简档的患者聚类在一起的聚类模型的性能的相关性反馈

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Publication number
CN108780661B
CN108780661B CN201780017500.8A CN201780017500A CN108780661B CN 108780661 B CN108780661 B CN 108780661B CN 201780017500 A CN201780017500 A CN 201780017500A CN 108780661 B CN108780661 B CN 108780661B
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China
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patient
patients
query
features
comparison
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CN201780017500.8A
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English (en)
Chinese (zh)
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CN108780661A (zh
Inventor
V·阿格拉瓦尔
A·R·曼科维赫
N·迪米特罗娃
N·班纳吉
Y·H·张
J·M·德邦特
J·H·M·瑞吉马克思
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Koninklijke Philips NV
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Koninklijke Philips NV
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    • G—PHYSICS
    • G16—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16H—HEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H40/00—ICT specially adapted for the management or administration of healthcare resources or facilities; ICT specially adapted for the management or operation of medical equipment or devices
    • G16H40/60—ICT specially adapted for the management or administration of healthcare resources or facilities; ICT specially adapted for the management or operation of medical equipment or devices for the operation of medical equipment or devices
    • G16H40/63—ICT specially adapted for the management or administration of healthcare resources or facilities; ICT specially adapted for the management or operation of medical equipment or devices for the operation of medical equipment or devices for local operation
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00—Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/30—Information retrieval; Database structures therefor; File system structures therefor of unstructured textual data
    • G06F16/35—Clustering; Classification
    • G06F16/355—Creation or modification of classes or clusters
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00—Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/30—Information retrieval; Database structures therefor; File system structures therefor of unstructured textual data
    • G06F16/35—Clustering; Classification
    • G06F16/358—Browsing; Visualisation therefor
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00—Pattern recognition
    • G06F18/20—Analysing
    • G06F18/21—Design or setup of recognition systems or techniques; Extraction of features in feature space; Blind source separation
    • G06F18/213—Feature extraction, e.g. by transforming the feature space; Summarisation; Mappings, e.g. subspace methods
    • G06F18/2135—Feature extraction, e.g. by transforming the feature space; Summarisation; Mappings, e.g. subspace methods based on approximation criteria, e.g. principal component analysis
    • G—PHYSICS
    • G16—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16H—HEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H10/00—ICT specially adapted for the handling or processing of patient-related medical or healthcare data
    • G16H10/60—ICT specially adapted for the handling or processing of patient-related medical or healthcare data for patient-specific data, e.g. for electronic patient records
    • G—PHYSICS
    • G16—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16H—HEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H50/00—ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics
    • G16H50/70—ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for mining of medical data, e.g. analysing previous cases of other patients

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  • Engineering & Computer Science (AREA)
  • Health & Medical Sciences (AREA)
  • Data Mining & Analysis (AREA)
  • Public Health (AREA)
  • Medical Informatics (AREA)
  • Theoretical Computer Science (AREA)
  • Biomedical Technology (AREA)
  • General Health & Medical Sciences (AREA)
  • Epidemiology (AREA)
  • Primary Health Care (AREA)
  • Databases & Information Systems (AREA)
  • General Physics & Mathematics (AREA)
  • General Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Pathology (AREA)
  • Business, Economics & Management (AREA)
  • General Business, Economics & Management (AREA)
  • Bioinformatics & Cheminformatics (AREA)
  • Bioinformatics & Computational Biology (AREA)
  • Evolutionary Biology (AREA)
  • Evolutionary Computation (AREA)
  • Artificial Intelligence (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Medical Treatment And Welfare Office Work (AREA)
  • Measuring And Recording Apparatus For Diagnosis (AREA)
  • Information Retrieval, Db Structures And Fs Structures Therefor (AREA)
  • Investigating Or Analysing Biological Materials (AREA)
CN201780017500.8A 2016-03-16 2017-03-08 用于改善将具有相似简档的患者聚类在一起的聚类模型的性能的相关性反馈 Active CN108780661B (zh)

Applications Claiming Priority (3)

Application Number Priority Date Filing Date Title
US201662309067P 2016-03-16 2016-03-16
US62/309,067 2016-03-16
PCT/IB2017/051345 WO2017158472A1 (en) 2016-03-16 2017-03-08 Relevance feedback to improve the performance of clustering model that clusters patients with similar profiles together

Publications (2)

Publication Number Publication Date
CN108780661A CN108780661A (zh) 2018-11-09
CN108780661B true CN108780661B (zh) 2026-03-31

Family

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CN201780017500.8A Active CN108780661B (zh) 2016-03-16 2017-03-08 用于改善将具有相似简档的患者聚类在一起的聚类模型的性能的相关性反馈

Country Status (5)

Country Link
US (1) US11854694B2 (https=)
EP (1) EP3430545A1 (https=)
JP (2) JP7117246B2 (https=)
CN (1) CN108780661B (https=)
WO (1) WO2017158472A1 (https=)

Families Citing this family (22)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US11594311B1 (en) 2016-03-31 2023-02-28 OM1, Inc. Health care information system providing standardized outcome scores across patients
CA2984267A1 (en) * 2016-11-01 2018-05-01 Medarchon, Inc. Patient handoff device, system and predictive method
US11257574B1 (en) 2017-03-21 2022-02-22 OM1, lnc. Information system providing explanation of models
US10910112B2 (en) 2017-12-04 2021-02-02 Koninklijke Philips N.V. Apparatus for patient record identification
US11967428B1 (en) 2018-04-17 2024-04-23 OM1, Inc. Applying predictive models to data representing a history of events
US11862346B1 (en) 2018-12-22 2024-01-02 OM1, Inc. Identification of patient sub-cohorts and corresponding quantitative definitions of subtypes as a classification system for medical conditions
CN110188289B (zh) * 2019-06-05 2021-02-26 南京邮电大学 一种面向群组的服务推荐列表生成方法
CN114175173A (zh) * 2019-07-24 2022-03-11 杨森制药公司 用于患者历程映射的学习平台
WO2021119188A1 (en) * 2019-12-09 2021-06-17 Sanofi Data processing systems and methods for repurposing drugs
US11657300B2 (en) * 2020-02-26 2023-05-23 Samsung Electronics Co., Ltd. Systems and methods for predicting storage device failure using machine learning
WO2021233795A1 (en) * 2020-05-20 2021-11-25 Koninklijke Philips N.V. Personalized radiology decision guidelines drawn from past analogous imaging and clinical phenotype applicable at the point of reading
CN112259254B (zh) * 2020-10-19 2024-05-07 平安科技（深圳）有限公司 基于交互反馈的病例搜索方法、装置及可读存储介质
US12271832B2 (en) * 2021-02-12 2025-04-08 Tempus Ai, Inc. Artificial intelligence engine for directed hypothesis generation and ranking
US20230020866A1 (en) * 2021-07-16 2023-01-19 Innoplexus Ag Method and system for identifying cancer twin
CN114372975B (zh) * 2022-01-13 2025-07-29 新疆医科大学第三附属医院 肺磨玻璃结节识别方法、系统、终端及存储介质
KR102516855B1 (ko) * 2022-06-28 2023-03-31 주식회사 메디마인드 가상현실 기술을 이용하여 학습자에게 제왕절개시술용 적응형 컨텐츠를 제공하기 위한 방법 및 이를 이용한 장치
US20240029850A1 (en) * 2022-07-22 2024-01-25 Opeeka, Inc. Method and system utilizing machine learning to develop and improve care models for patients in an electronic patient system
US12547835B2 (en) * 2022-12-14 2026-02-10 Cisco Technology, Inc. Automatic extraction of semantically similar question topics
CN116364261B (zh) * 2023-06-02 2023-08-01 北京小懂科技有限公司 一种智能推荐方法、系统、设备及存储介质
CN117874497B (zh) * 2024-03-11 2024-05-07 国网北京市电力公司 一种负荷特征提取方法、装置、设备及介质
CN118585847B (zh) * 2024-08-06 2025-08-08 中国中医科学院西苑医院 基于聚类处理的护理信息管理系统
CN119763864B (zh) * 2025-03-06 2025-05-16 北京大学第三医院（北京大学第三临床医学院） 针对慢性气道疾病患者的长期智能随访系统

Citations (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN101911077A (zh) * 2007-12-27 2010-12-08 皇家飞利浦电子股份有限公司 用于细化相似病例搜索的方法和装置
CN102395975A (zh) * 2009-04-15 2012-03-28 皇家飞利浦电子股份有限公司 临床决策支持系统和方法

Family Cites Families (19)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US6611846B1 (en) 1999-10-30 2003-08-26 Medtamic Holdings Method and system for medical patient data analysis
JP2003030224A (ja) * 2001-07-17 2003-01-31 Fujitsu Ltd 文書クラスタ作成装置、文書検索システムおよびｆａｑ作成システム
US20050210015A1 (en) * 2004-03-19 2005-09-22 Zhou Xiang S System and method for patient identification for clinical trials using content-based retrieval and learning
US7809660B2 (en) 2006-10-03 2010-10-05 International Business Machines Corporation System and method to optimize control cohorts using clustering algorithms
WO2009083833A1 (en) * 2007-12-28 2009-07-09 Koninklijke Philips Electronics N.V. Retrieval of similar patient cases based on disease probability vectors
CN102084366A (zh) 2008-05-12 2011-06-01 皇家飞利浦电子股份有限公司 医学分析系统
JP2010125022A (ja) * 2008-11-27 2010-06-10 Konica Minolta Medical & Graphic Inc 医用画像表示装置及び医用画像出力装置
US20110270628A1 (en) 2010-04-29 2011-11-03 Microsoft Corporation Comparisons between entities of a particular type
US20120078840A1 (en) * 2010-09-27 2012-03-29 General Electric Company Apparatus, system and methods for comparing drug safety using holistic analysis and visualization of pharmacological data
US20120078521A1 (en) 2010-09-27 2012-03-29 General Electric Company Apparatus, system and methods for assessing drug efficacy using holistic analysis and visualization of pharmacological data
US8589187B2 (en) 2010-12-28 2013-11-19 Microsoft Corporation Automated clustering for patient disposition
US8560342B2 (en) 2011-06-13 2013-10-15 International Business Machines Corporation Cohort driven selection of medical diagnostic tests
US20130231953A1 (en) 2012-03-01 2013-09-05 Shahram Ebadollahi Method, system and computer program product for aggregating population data
US9104786B2 (en) * 2012-10-12 2015-08-11 International Business Machines Corporation Iterative refinement of cohorts using visual exploration and data analytics
EP3019865A4 (en) 2013-07-12 2017-04-05 Immuneering Corporation Systems, methods, and environment for automated review of genomic data to identify downregulated and/or upregulated gene expression indicative of a disease or condition
US20150095066A1 (en) 2013-10-01 2015-04-02 Cerner Innovation, Inc. Population health management system utilizing natural language processing enhanced stratification
CN103530689B (zh) * 2013-10-31 2016-01-20 中国科学院自动化研究所 一种基于深度学习的聚类方法
US10978208B2 (en) * 2013-12-05 2021-04-13 International Business Machines Corporation Patient risk stratification by combining knowledge-driven and data-driven insights
US20150161332A1 (en) 2013-12-06 2015-06-11 Cardiac Pacemakers, Inc. Multi-patient data visualization system and method

Patent Citations (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN101911077A (zh) * 2007-12-27 2010-12-08 皇家飞利浦电子股份有限公司 用于细化相似病例搜索的方法和装置
CN102395975A (zh) * 2009-04-15 2012-03-28 皇家飞利浦电子股份有限公司 临床决策支持系统和方法

Also Published As

Publication number Publication date
WO2017158472A1 (en) 2017-09-21
US20190079938A1 (en) 2019-03-14
JP2022020620A (ja) 2022-02-01
EP3430545A1 (en) 2019-01-23
JP2019512795A (ja) 2019-05-16
US11854694B2 (en) 2023-12-26
JP7261846B2 (ja) 2023-04-20
CN108780661A (zh) 2018-11-09
JP7117246B2 (ja) 2022-08-12

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