CN111798941B - 用于生成临床查询的预测系统 - Google Patents

用于生成临床查询的预测系统 Download PDF

Info

Publication number
CN111798941B
CN111798941B CN202010266675.6A CN202010266675A CN111798941B CN 111798941 B CN111798941 B CN 111798941B CN 202010266675 A CN202010266675 A CN 202010266675A CN 111798941 B CN111798941 B CN 111798941B
Authority
CN
China
Prior art keywords
medical
category
entity
medical entity
term
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.)
Expired - Fee Related
Application number
CN202010266675.6A
Other languages
English (en)
Chinese (zh)
Other versions
CN111798941A (zh
Inventor
N·杜舍夫
K·摩根
J·P·阿尔伯纳
L·格拉斯
S·萨克拉尼
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 Ltd
Original Assignee
Iqvia Ltd
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 Ltd filed Critical Iqvia Ltd
Priority to CN202210369675.8A priority Critical patent/CN114758739A/zh
Publication of CN111798941A publication Critical patent/CN111798941A/zh
Application granted granted Critical
Publication of CN111798941B publication Critical patent/CN111798941B/zh
Expired - Fee Related legal-status Critical Current
Anticipated expiration legal-status Critical

Links

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
    • 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
    • G06F16/90Details 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
    • 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
    • G06F16/20Information 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)
CN202010266675.6A 2019-04-04 2020-04-07 用于生成临床查询的预测系统 Expired - Fee Related CN111798941B (zh)

Priority Applications (1)

Application Number Priority Date Filing Date Title
CN202210369675.8A CN114758739A (zh) 2019-04-04 2020-04-07 计算机系统实现的方法及系统以及存储装置

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

Related Child Applications (1)

Application Number Title Priority Date Filing Date
CN202210369675.8A Division CN114758739A (zh) 2019-04-04 2020-04-07 计算机系统实现的方法及系统以及存储装置

Publications (2)

Publication Number Publication Date
CN111798941A CN111798941A (zh) 2020-10-20
CN111798941B true CN111798941B (zh) 2023-10-13

Family

ID=70224263

Family Applications (2)

Application Number Title Priority Date Filing Date
CN202010266675.6A Expired - Fee Related CN111798941B (zh) 2019-04-04 2020-04-07 用于生成临床查询的预测系统
CN202210369675.8A Pending CN114758739A (zh) 2019-04-04 2020-04-07 计算机系统实现的方法及系统以及存储装置

Family Applications After (1)

Application Number Title Priority Date Filing Date
CN202210369675.8A Pending CN114758739A (zh) 2019-04-04 2020-04-07 计算机系统实现的方法及系统以及存储装置

Country Status (4)

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

Families Citing this family (26)

* 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
KR102342314B1 (ko) * 2021-07-23 2021-12-22 주식회사 델버 의약품의 품질데이터에 기반하여 질의데이터에 대한 응답을 제공하는 방법, 서버 및 컴퓨터프로그램
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 (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
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
CN105912625A (zh) * 2016-04-07 2016-08-31 北京大学 一种面向链接数据的实体分类方法和系统
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
CN106874643A (zh) * 2016-12-27 2017-06-20 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
CN106934220A (zh) * 2017-02-24 2017-07-07 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
US10140421B1 (en) * 2017-05-25 2018-11-27 Enlitic, Inc. Medical scan annotator system

Family Cites Families (20)

* 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
US20090076839A1 (en) * 2007-09-14 2009-03-19 Klaus Abraham-Fuchs Semantic search system
US7912864B2 (en) 2007-09-25 2011-03-22 Oracle International Corp. Retrieving collected data mapped to a base dictionary
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
JP5699789B2 (ja) * 2011-05-10 2015-04-15 ソニー株式会社 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
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
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
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
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 (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
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
CN105912625A (zh) * 2016-04-07 2016-08-31 北京大学 一种面向链接数据的实体分类方法和系统
CN106874643A (zh) * 2016-12-27 2017-06-20 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
CN106934220A (zh) * 2017-02-24 2017-07-07 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
US10140421B1 (en) * 2017-05-25 2018-11-27 Enlitic, Inc. Medical scan annotator system

Non-Patent Citations (2)

* Cited by examiner, † Cited by third party
Title
Clinical named entity recognition: Challenges and opportunities;Kundeti等;《2016 IEEE International Conference on Big Data (Big Data)》;20161231;第1937-1945页 *
搜索引擎中命名实体查询处理相关技术研究;伍大勇;《中国博士学位论文全文数据库》;20140131(第1期);第65-71页 *

Also Published As

Publication number Publication date
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
JP2020170516A (ja) 2020-10-15
EP3719805A1 (en) 2020-10-07
US11210346B2 (en) 2021-12-28
CN111798941A (zh) 2020-10-20

Similar Documents

Publication Publication Date Title
CN111798941B (zh) 用于生成临床查询的预测系统
Miotto et al. Deep patient: an unsupervised representation to predict the future of patients from the electronic health records
Tutubalina et al. Combination of deep recurrent neural networks and conditional random fields for extracting adverse drug reactions from user reviews
CN109906449B (zh) 一种查找方法及装置
US10235633B2 (en) Method and system for linking heterogeneous data sources
Ramachandran et al. Named entity recognition on bio-medical literature documents using hybrid based approach
Wang et al. Models and techniques for domain relation extraction: a survey
Xiang et al. Time-sensitive clinical concept embeddings learned from large electronic health records
CN111801741A (zh) 不良药物反应分析
Demner-Fushman et al. Natural language processing for health-related texts
Devkota et al. A Gated Recurrent Unit based architecture for recognizing ontology concepts from biological literature
Hua et al. Streamlining social media information retrieval for public health research with deep learning
Goel et al. Artificial intelligence based healthcare chat bot system
Liu et al. Extracting patient demographics and personal medical information from online health forums
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
Han et al. Chinese Q&A community medical entity recognition with character-level features and self-attention mechanism
Holmes et al. Extraction of patients subpopulations with psychiatric symptoms using a transformer architecture
Grissette Drug reaction discriminator within encoder-decoder neural network model: COVID-19 pandemic case study
Karim et al. A biomedical knowledge graph for biomarker discovery in cancer
Alam Knowledge net: An automated clinical knowledge graph generation framework for evidence based medicine
Memarzadeh et al. Applying unsupervised keyphrase methods on concepts extracted from discharge sheets
Ngwenya Health systems data interoperability and implementation
Devkota et al. Deep learning architectures for recognizing ontology concepts from scientific literature
Brundage Prevalence and evaluation of potential abbreviations in intensive care documentation

Legal Events

Date Code Title Description
PB01 Publication
PB01 Publication
SE01 Entry into force of request for substantive examination
SE01 Entry into force of request for substantive examination
GR01 Patent grant
GR01 Patent grant
CF01 Termination of patent right due to non-payment of annual fee

Granted publication date: 20231013

CF01 Termination of patent right due to non-payment of annual fee