JP2020170516A - 臨床クエリを生成するための予測システム - Google Patents

臨床クエリを生成するための予測システム Download PDF

Info

Publication number
JP2020170516A
JP2020170516A JP2020067770A JP2020067770A JP2020170516A JP 2020170516 A JP2020170516 A JP 2020170516A JP 2020067770 A JP2020067770 A JP 2020067770A JP 2020067770 A JP2020067770 A JP 2020067770A JP 2020170516 A JP2020170516 A JP 2020170516A
Authority
JP
Japan
Prior art keywords
medical
entity
medical entity
query
category
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
Pending
Application number
JP2020067770A
Other languages
English (en)
Japanese (ja)
Other versions
JP2020170516A5 (https=
Inventor
ニューランベック デュイシューフ,
Duishoev Nurlanbek
ニューランベック デュイシューフ,
クリスティ モーガン,
Morgan Kristy
クリスティ モーガン,
ホアキン パランカール アルボナ,
Palancar Arbona Joaquin
ホアキン パランカール アルボナ,
ルーカス グラス,
Glass Lucas
ルーカス グラス,
シャイアム サクラニ,
Sakhrani Shyam
シャイアム サクラニ,
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Iqvia Inc
Original Assignee
Iqvia Inc
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by Iqvia Inc filed Critical Iqvia Inc
Publication of JP2020170516A publication Critical patent/JP2020170516A/ja
Publication of JP2020170516A5 publication Critical patent/JP2020170516A5/ja
Pending legal-status Critical Current

Links

Images

Classifications

    • GPHYSICS
    • G16INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16HHEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H50/00ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics
    • G16H50/70ICT 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
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/90Details of database functions independent of the retrieved data types
    • G06F16/903Querying
    • G06F16/90335Query processing
    • GPHYSICS
    • G16INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16HHEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H10/00ICT specially adapted for the handling or processing of patient-related medical or healthcare data
    • G16H10/20ICT specially adapted for the handling or processing of patient-related medical or healthcare data for electronic clinical trials or questionnaires
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/20Information retrieval; Database structures therefor; File system structures therefor of structured data, e.g. relational data
    • G06F16/24Querying
    • G06F16/242Query formulation
    • G06F16/2425Iterative querying; Query formulation based on the results of a preceding query
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/30Information retrieval; Database structures therefor; File system structures therefor of unstructured textual data
    • G06F16/33Querying
    • G06F16/3331Query processing
    • G06F16/334Query execution
    • G06F16/3344Query execution using natural language analysis
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/30Information retrieval; Database structures therefor; File system structures therefor of unstructured textual data
    • G06F16/35Clustering; Classification
    • G06F16/353Clustering; Classification into predefined classes
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/30Information retrieval; Database structures therefor; File system structures therefor of unstructured textual data
    • G06F16/36Creation of semantic tools, e.g. ontology or thesauri
    • G06F16/367Ontology
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/30Information retrieval; Database structures therefor; File system structures therefor of unstructured textual data
    • G06F16/38Retrieval characterised by using metadata, e.g. metadata not derived from the content or metadata generated manually
    • G06F16/383Retrieval characterised by using metadata, e.g. metadata not derived from the content or metadata generated manually using metadata automatically derived from the content
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F40/00Handling natural language data
    • G06F40/20Natural language analysis
    • G06F40/279Recognition of textual entities
    • G06F40/289Phrasal analysis, e.g. finite state techniques or chunking
    • G06F40/295Named entity recognition
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F40/00Handling natural language data
    • G06F40/30Semantic analysis
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N5/00Computing arrangements using knowledge-based models
    • G06N5/02Knowledge representation; Symbolic representation
    • GPHYSICS
    • G16INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16HHEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H10/00ICT specially adapted for the handling or processing of patient-related medical or healthcare data
    • G16H10/60ICT specially adapted for the handling or processing of patient-related medical or healthcare data for patient-specific data, e.g. for electronic patient records
    • GPHYSICS
    • G16INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16HHEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H70/00ICT specially adapted for the handling or processing of medical references
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/20Information retrieval; Database structures therefor; File system structures therefor of structured data, e.g. relational data
    • G06F16/24Querying

Landscapes

  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • Data Mining & Analysis (AREA)
  • General Engineering & Computer Science (AREA)
  • General Physics & Mathematics (AREA)
  • Databases & Information Systems (AREA)
  • Computational Linguistics (AREA)
  • Health & Medical Sciences (AREA)
  • General Health & Medical Sciences (AREA)
  • Public Health (AREA)
  • Medical Informatics (AREA)
  • Epidemiology (AREA)
  • Primary Health Care (AREA)
  • Artificial Intelligence (AREA)
  • Mathematical Physics (AREA)
  • Library & Information Science (AREA)
  • Audiology, Speech & Language Pathology (AREA)
  • Evolutionary Computation (AREA)
  • Computing Systems (AREA)
  • Software Systems (AREA)
  • Animal Behavior & Ethology (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Biomedical Technology (AREA)
  • Pathology (AREA)
  • Measuring And Recording Apparatus For Diagnosis (AREA)
  • Medical Treatment And Welfare Office Work (AREA)
JP2020067770A 2019-04-04 2020-04-03 臨床クエリを生成するための予測システム Pending JP2020170516A (ja)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
US16/375,403 2019-04-04
US16/375,403 US11210346B2 (en) 2019-04-04 2019-04-04 Predictive system for generating clinical queries

Publications (2)

Publication Number Publication Date
JP2020170516A true JP2020170516A (ja) 2020-10-15
JP2020170516A5 JP2020170516A5 (https=) 2023-04-25

Family

ID=70224263

Family Applications (1)

Application Number Title Priority Date Filing Date
JP2020067770A Pending JP2020170516A (ja) 2019-04-04 2020-04-03 臨床クエリを生成するための予測システム

Country Status (4)

Country Link
US (3) US11210346B2 (https=)
EP (1) EP3719805A1 (https=)
JP (1) JP2020170516A (https=)
CN (2) CN111798941B (https=)

Cited By (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
KR102342314B1 (ko) * 2021-07-23 2021-12-22 주식회사 델버 의약품의 품질데이터에 기반하여 질의데이터에 대한 응답을 제공하는 방법, 서버 및 컴퓨터프로그램

Families Citing this family (25)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US11189364B1 (en) * 2018-03-07 2021-11-30 Iqvia Inc. Computing platform for establishing referrals
US11210346B2 (en) 2019-04-04 2021-12-28 Iqvia Inc. Predictive system for generating clinical queries
US11295136B2 (en) 2019-10-31 2022-04-05 Optum Services (Ireland) Limited Predictive data analysis using image representations of categorical and scalar feature data
US11373751B2 (en) 2019-10-31 2022-06-28 Optum Services (Ireland) Limited Predictive data analysis using image representations of categorical and scalar feature data
US11494898B2 (en) 2019-10-31 2022-11-08 Optum Services (Ireland) Limited Predictive data analysis using image representations of categorical and scalar feature data
US11264126B2 (en) 2019-10-31 2022-03-01 Optum Services (Ireland) Limited Predictive data analysis using image representations of categorical and scalar feature data
US20220068443A1 (en) * 2020-08-31 2022-03-03 BEKHealth Corporation Systems and Methods for Identifying Candidates for Clinical Trials
US12079737B1 (en) * 2020-09-29 2024-09-03 ThinkTrends, LLC Data-mining and AI workflow platform for structured and unstructured data
CN113821649B (zh) * 2021-01-15 2022-11-08 北京沃东天骏信息技术有限公司 确定药品编码的方法、装置、电子设备以及计算机介质
US20220261538A1 (en) * 2021-02-17 2022-08-18 Inteliquet, Inc. Skipping natural language processor
CN112908487B (zh) * 2021-04-19 2023-09-22 中国医学科学院医学信息研究所 一种临床指南更新内容的自动识别方法及系统
US11694424B2 (en) 2021-04-22 2023-07-04 Optum Services (Ireland) Limited Predictive data analysis using image representations of categorical data to determine temporal patterns
US11610690B2 (en) 2021-07-13 2023-03-21 Iqvia Inc. Machine reasoning as a service
US12124440B1 (en) * 2021-09-13 2024-10-22 Amazon Technologies, Inc. Converting natural language queries to SQL queries using ontological codes and placeholders
CN114330309B (zh) * 2021-12-31 2025-08-19 腾讯科技(深圳)有限公司 术语处理方法、装置、设备及存储介质、程序产品
CN114090620B (zh) * 2022-01-19 2022-09-27 支付宝(杭州)信息技术有限公司 查询请求的处理方法及装置
CN114334065B (zh) * 2022-03-07 2022-06-28 阿里巴巴达摩院(杭州)科技有限公司 病历处理方法、计算机可读存储介质及计算机设备
EP4276693B1 (en) * 2022-05-13 2026-03-18 GDM Holding LLC Selection-inference neural network systems
US12468765B2 (en) 2022-09-23 2025-11-11 Optum, Inc. Machine learning techniques for generating personalized autocomplete prediction
US12124460B2 (en) * 2022-12-01 2024-10-22 Sap Se Deep mining of enterprise data sources
US12547631B2 (en) 2023-08-24 2026-02-10 Optum, Inc. Multi-channel search and aggregated scoring techniques for complex search domains
US12235912B1 (en) 2023-08-24 2025-02-25 Optum, Inc. Domain-aware autocomplete
US12141186B1 (en) 2023-10-11 2024-11-12 Optum, Inc. Text embedding-based search taxonomy generation and intelligent refinement
CN118428412B (zh) * 2024-07-02 2024-11-01 安徽省立医院(中国科学技术大学附属第一医院) 基于记忆及强化学习优化的医疗大模型问答方法
CN119202056A (zh) * 2024-11-28 2024-12-27 中国建筑标准设计研究院有限公司 一种基于规则调用的城市基础设施统一标识体系建设方法

Citations (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20090076839A1 (en) * 2007-09-14 2009-03-19 Klaus Abraham-Fuchs Semantic search system
US20090083218A1 (en) * 2007-09-25 2009-03-26 Oracle International Corporation Retrieving Collected Data Mapped to a Base Dictionary
JP2012238062A (ja) * 2011-05-10 2012-12-06 Sony Corp 情報処理装置、情報処理方法、プログラム及び情報処理システム

Family Cites Families (23)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
EP3261006A1 (en) * 2003-04-09 2017-12-27 Omicia Inc. Methods of selection, reporting and analysis of genetic markers using broad based genetic profiling applications
US20050086078A1 (en) * 2003-10-17 2005-04-21 Cogentmedicine, Inc. Medical literature database search tool
US8429179B1 (en) * 2009-12-16 2013-04-23 Board Of Regents, The University Of Texas System Method and system for ontology driven data collection and processing
US10614913B2 (en) * 2010-09-01 2020-04-07 Apixio, Inc. Systems and methods for coding health records using weighted belief networks
US8639678B2 (en) * 2011-09-12 2014-01-28 Siemens Corporation System for generating a medical knowledge base
US10133727B2 (en) 2013-10-01 2018-11-20 A-Life Medical, Llc Ontologically driven procedure coding
US20150178386A1 (en) * 2013-12-19 2015-06-25 Heiner Oberkampf System and Method for Extracting Measurement-Entity Relations
US10275576B2 (en) 2014-06-27 2019-04-30 Passport Health Communications, Inc Automatic medical coding system and method
US9690861B2 (en) * 2014-07-17 2017-06-27 International Business Machines Corporation Deep semantic search of electronic medical records
EP2985711A1 (en) 2014-08-14 2016-02-17 Accenture Global Services Limited System for automated analysis of clinical text for pharmacovigilance
CN105989080A (zh) * 2015-02-11 2016-10-05 富士通株式会社 确定实体属性值的装置和方法
CN105069077A (zh) * 2015-07-31 2015-11-18 百度在线网络技术(北京)有限公司 搜索方法及装置
US10878010B2 (en) * 2015-10-19 2020-12-29 Intelligent Medical Objects, Inc. System and method for clinical trial candidate matching
US11152084B2 (en) * 2016-01-13 2021-10-19 Nuance Communications, Inc. Medical report coding with acronym/abbreviation disambiguation
CN105912625B (zh) * 2016-04-07 2019-05-14 北京大学 一种面向链接数据的实体分类方法和系统
US11527312B2 (en) * 2016-05-16 2022-12-13 Koninklijke Philips N.V. Clinical report retrieval and/or comparison
US20180025121A1 (en) 2016-07-20 2018-01-25 Baidu Usa Llc Systems and methods for finer-grained medical entity extraction
CN106874643B (zh) * 2016-12-27 2020-02-28 中国科学院自动化研究所 基于词向量自动构建知识库实现辅助诊疗的方法和系统
CN106934220B (zh) * 2017-02-24 2019-07-19 黑龙江特士信息技术有限公司 面向多数据源的疾病类实体识别方法及装置
US10152571B1 (en) * 2017-05-25 2018-12-11 Enlitic, Inc. Chest x-ray differential diagnosis system
US10937551B2 (en) * 2017-11-27 2021-03-02 International Business Machines Corporation Medical concept sorting based on machine learning of attribute value differentiation
CN109299238B (zh) * 2018-09-27 2020-12-08 北京惠每云科技有限公司 一种数据查询方法和装置
US11210346B2 (en) 2019-04-04 2021-12-28 Iqvia Inc. Predictive system for generating clinical queries

Patent Citations (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20090076839A1 (en) * 2007-09-14 2009-03-19 Klaus Abraham-Fuchs Semantic search system
US20090083218A1 (en) * 2007-09-25 2009-03-26 Oracle International Corporation Retrieving Collected Data Mapped to a Base Dictionary
JP2012238062A (ja) * 2011-05-10 2012-12-06 Sony Corp 情報処理装置、情報処理方法、プログラム及び情報処理システム

Cited By (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
KR102342314B1 (ko) * 2021-07-23 2021-12-22 주식회사 델버 의약품의 품질데이터에 기반하여 질의데이터에 대한 응답을 제공하는 방법, 서버 및 컴퓨터프로그램
WO2023003169A1 (ko) * 2021-07-23 2023-01-26 주식회사 델버 의약품의 품질데이터에 기반하여 질의데이터에 대한 응답을 제공하는 방법, 서버 및 컴퓨터프로그램

Also Published As

Publication number Publication date
CN111798941B (zh) 2023-10-13
US20220083605A1 (en) 2022-03-17
US11615148B2 (en) 2023-03-28
CN114758739A (zh) 2022-07-15
US20230281253A1 (en) 2023-09-07
US20200320139A1 (en) 2020-10-08
EP3719805A1 (en) 2020-10-07
US11210346B2 (en) 2021-12-28
CN111798941A (zh) 2020-10-20

Similar Documents

Publication Publication Date Title
US11615148B2 (en) Predictive system for generating clinical queries
US12141531B2 (en) Semantic classification of numerical data in natural language context based on machine learning
Sun et al. Data processing and text mining technologies on electronic medical records: a review
Du et al. Neural attention with character embeddings for hay fever detection from twitter
CN109906449B (zh) 一种查找方法及装置
US20160180245A1 (en) Method and system for linking heterogeneous data sources
US11288296B2 (en) Device, system, and method for determining information relevant to a clinician
US11940986B1 (en) Determining repair status information using unstructured textual repair data in response to natural language queries
CN114078597A (zh) 从文本获得支持的决策树用于医疗健康应用
Hamon et al. Querying biomedical linked data with natural language questions
Chen et al. Deep learning with sentence embeddings pre-trained on biomedical corpora improves the performance of finding similar sentences in electronic medical records
Peral et al. An ontology-oriented architecture for dealing with heterogeneous data applied to telemedicine systems
Xia et al. A deep learning based named entity recognition approach for adverse drug events identification and extraction in health social media
Kumar et al. Natural language processing: Healthcare achieving benefits via NLP
Abbas et al. Clinical concept annotation with contextual word embedding in active transfer learning environment
Weng et al. Clinical text summarization with syntax-based negation and semantic concept identification
Uke et al. Chatbot for Medicine at Your Fingertips Using TextMining
Sun et al. Knowledge-guided text structuring in clinical trials
Hema et al. Disease prediction using symptoms based on machine learning algorithms and natural language processing
Kongburan et al. Enhancing predictive power of cluster-boosted regression with text-based indexing
CN118427307A (zh) 基于知识图谱的甲状旁腺医学知识智能查询方法及装置
Otmani et al. Ontology-based approach to enhance medical web information extraction
Zafari et al. Using deep learning with canadian primary care data for disease diagnosis
Soualmia et al. SIBM at CLEF e-Health Evaluation Lab 2015.
Ngwenya Health systems data interoperability and implementation

Legal Events

Date Code Title Description
RD02 Notification of acceptance of power of attorney

Free format text: JAPANESE INTERMEDIATE CODE: A7422

Effective date: 20230330

A621 Written request for application examination

Free format text: JAPANESE INTERMEDIATE CODE: A621

Effective date: 20230403

A521 Request for written amendment filed

Free format text: JAPANESE INTERMEDIATE CODE: A523

Effective date: 20230405

A871 Explanation of circumstances concerning accelerated examination

Free format text: JAPANESE INTERMEDIATE CODE: A871

Effective date: 20230405

A131 Notification of reasons for refusal

Free format text: JAPANESE INTERMEDIATE CODE: A131

Effective date: 20230721

A02 Decision of refusal

Free format text: JAPANESE INTERMEDIATE CODE: A02

Effective date: 20240301