LU101290B1 - Method, System, Storage Medium and Electric Device of Medical Automatic Question Answering - Google Patents

Method, System, Storage Medium and Electric Device of Medical Automatic Question Answering Download PDF

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Publication number
LU101290B1
LU101290B1 LU101290A LU101290A LU101290B1 LU 101290 B1 LU101290 B1 LU 101290B1 LU 101290 A LU101290 A LU 101290A LU 101290 A LU101290 A LU 101290A LU 101290 B1 LU101290 B1 LU 101290B1
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Luxembourg
Prior art keywords
question answering
module
medical
questions
medical automatic
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LU101290A
Inventor
Wenpeng Lu
Yuteng Zhang
Ruoyu Zhang
Xu Zhang
Shutong Yue
Jinyong Cheng
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Univ Qilu Technology
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    • 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
    • G16H80/00ICT specially adapted for facilitating communication between medical practitioners or patients, e.g. for collaborative diagnosis, therapy or health monitoring
    • 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; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/04Architecture, e.g. interconnection topology
    • G06N3/042Knowledge-based neural networks; Logical representations of neural networks
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/04Architecture, e.g. interconnection topology
    • G06N3/045Combinations of networks
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/08Learning methods
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR 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
    • G16H10/20ICT specially adapted for the handling or processing of patient-related medical or healthcare data for electronic clinical trials or questionnaires
    • 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

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  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Health & Medical Sciences (AREA)
  • Physics & Mathematics (AREA)
  • General Health & Medical Sciences (AREA)
  • Data Mining & Analysis (AREA)
  • Medical Informatics (AREA)
  • Biomedical Technology (AREA)
  • Computing Systems (AREA)
  • Artificial Intelligence (AREA)
  • Software Systems (AREA)
  • General Physics & Mathematics (AREA)
  • General Engineering & Computer Science (AREA)
  • Mathematical Physics (AREA)
  • Evolutionary Computation (AREA)
  • Public Health (AREA)
  • Computational Linguistics (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Epidemiology (AREA)
  • Molecular Biology (AREA)
  • Primary Health Care (AREA)
  • Biophysics (AREA)
  • Pathology (AREA)
  • Databases & Information Systems (AREA)
  • Information Retrieval, Db Structures And Fs Structures Therefor (AREA)

Abstract

The present invention discloses a method, system, storage medium and electric device of medical automatic question answering, which relates to the field of natural language processing and artificial intelligence. The technical problem of the invention is how to select the matching answers for the questions of patients from the prepared standard question and answer dataset, reduce the workload of doctors and improve the speed of answering questions. The technical solution are: © the method of medical automatic question answering, which includes the following steps: S1, Build the medical questions and answers knowledge base; S2, Construct training dataset for question answering model; S3, Construct question answering model; S4, Train the question answering model and select the right answer. (2) the system of medical automatic question answering, which includes the following modules: the module of building the medical questions and answers knowledge base; the module of constructing training dataset for question answering model; the module of constructing question answering model; the module of training the question answering model and select the right answer.
LU101290A 2018-08-17 2019-03-29 Method, System, Storage Medium and Electric Device of Medical Automatic Question Answering LU101290B1 (en)

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
CN201810939302.3A CN108932349B (en) 2018-08-17 2018-08-17 Medical automatic question-answering method and device, storage medium, electronic equipment

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LU101290B1 true LU101290B1 (en) 2019-11-29

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CN (1) CN108932349B (en)
AU (1) AU2019322953B2 (en)
LU (1) LU101290B1 (en)
WO (1) WO2020034642A1 (en)

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CN112085158A (en) * 2020-07-21 2020-12-15 西安工程大学 Book recommendation method based on stack noise reduction self-encoder
CN112966518A (en) * 2020-12-22 2021-06-15 西安交通大学 High-quality answer identification method for large-scale online learning platform
EP4187404A1 (en) * 2021-12-29 2023-05-31 Beijing Baidu Netcom Science Technology Co., Ltd. Method and apparatus for question answering based on table, and electronic device

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CN108932349B (en) * 2018-08-17 2019-03-26 齐鲁工业大学 Medical automatic question-answering method and device, storage medium, electronic equipment
CN111177328B (en) * 2018-11-12 2023-04-28 阿里巴巴集团控股有限公司 Question-answer matching system and method, question-answer processing device and medium
CN109783617B (en) * 2018-12-11 2024-01-26 平安科技(深圳)有限公司 Model training method, device, equipment and storage medium for replying to questions
CN109657047B (en) * 2018-12-27 2020-09-29 四川新网银行股份有限公司 Voice automatic question-answering method and system based on crawler technology and machine learning
CN109783631B (en) * 2019-02-02 2022-05-17 北京百度网讯科技有限公司 Community question-answer data verification method and device, computer equipment and storage medium
CN110032635B (en) * 2019-04-22 2023-01-20 齐鲁工业大学 Problem pair matching method and device based on depth feature fusion neural network
CN110083692B (en) * 2019-04-22 2023-01-24 齐鲁工业大学 Text interactive matching method and device for financial knowledge question answering
US11763944B2 (en) * 2019-05-10 2023-09-19 Tencent America LLC System and method for clinical decision support system with inquiry based on reinforcement learning
CN110347807B (en) * 2019-05-20 2023-08-08 平安科技(深圳)有限公司 Problem information processing method and device
CN110322959B (en) * 2019-05-24 2021-09-28 山东大学 Deep medical problem routing method and system based on knowledge
CN111104492B (en) * 2019-09-19 2023-12-19 中国民航信息网络股份有限公司 Civil aviation field automatic question and answer method based on layering Attention mechanism
CN111125328B (en) * 2019-12-12 2023-11-07 深圳数联天下智能科技有限公司 Text processing method and related equipment
CN111078853B (en) * 2019-12-13 2023-05-02 上海智臻智能网络科技股份有限公司 Question-answering model optimization method, device, computer equipment and storage medium
CN113257372B (en) * 2020-02-12 2024-05-07 阿里巴巴集团控股有限公司 Oral health management related system, method, device and equipment
CN111339277A (en) * 2020-02-28 2020-06-26 中国工商银行股份有限公司 Question-answer interaction method and device based on machine learning
CN112084312B (en) * 2020-07-23 2023-11-14 江苏海洋大学 Intelligent customer service system constructed based on knowledge graph
CN112131393B (en) * 2020-08-11 2023-09-22 淮阴工学院 Medical knowledge graph question-answering system construction method based on BERT and similarity algorithm
CN113806474A (en) * 2020-08-24 2021-12-17 北京沃东天骏信息技术有限公司 Data matching method and device, electronic equipment and storage medium
CN111939529B (en) * 2020-08-25 2021-10-01 山东大学齐鲁医院 Active rehabilitation training method and system based on muscle force measuring device
CN112200216A (en) * 2020-09-03 2021-01-08 上海眼控科技股份有限公司 Chinese character recognition method, device, computer equipment and storage medium
CN113761142A (en) * 2020-09-25 2021-12-07 北京沃东天骏信息技术有限公司 Method and device for generating answer abstract
CN112380843B (en) * 2020-11-18 2022-12-30 神思电子技术股份有限公司 Random disturbance network-based open answer generation method
CN112597291A (en) * 2020-12-26 2021-04-02 中国农业银行股份有限公司 Intelligent question and answer implementation method, device and equipment
CN112863627B (en) * 2021-03-12 2023-11-03 云知声智能科技股份有限公司 Medical quality control information detection method, system and storage medium
CN113434629A (en) * 2021-06-23 2021-09-24 平安科技(深圳)有限公司 Question-answer pair input method, device, equipment and medium based on vector matching
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CN115964471B (en) * 2023-03-16 2023-06-02 成都安哲斯生物医药科技有限公司 Medical data approximate query method
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CN117312512A (en) * 2023-09-25 2023-12-29 星环信息科技(上海)股份有限公司 Question and answer method and device based on large model, electronic equipment and storage medium
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CN103577556B (en) * 2013-10-21 2017-01-18 北京奇虎科技有限公司 Device and method for obtaining association degree of question and answer pair
CN104965992B (en) * 2015-07-13 2018-01-09 南开大学 A kind of text mining method based on online medical question and answer information
CN106845061A (en) * 2016-11-02 2017-06-13 百度在线网络技术(北京)有限公司 Intelligent interrogation system and method
CN107368547A (en) * 2017-06-28 2017-11-21 西安交通大学 A kind of intelligent medical automatic question-answering method based on deep learning
CN108182262B (en) * 2018-01-04 2022-03-04 华侨大学 Intelligent question-answering system construction method and system based on deep learning and knowledge graph
CN108932349B (en) * 2018-08-17 2019-03-26 齐鲁工业大学 Medical automatic question-answering method and device, storage medium, electronic equipment

Cited By (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN112085158A (en) * 2020-07-21 2020-12-15 西安工程大学 Book recommendation method based on stack noise reduction self-encoder
CN112966518A (en) * 2020-12-22 2021-06-15 西安交通大学 High-quality answer identification method for large-scale online learning platform
CN112966518B (en) * 2020-12-22 2023-12-19 西安交通大学 High-quality answer identification method for large-scale online learning platform
EP4187404A1 (en) * 2021-12-29 2023-05-31 Beijing Baidu Netcom Science Technology Co., Ltd. Method and apparatus for question answering based on table, and electronic device

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CN108932349B (en) 2019-03-26
CN108932349A (en) 2018-12-04
AU2019322953A1 (en) 2020-09-03
WO2020034642A1 (en) 2020-02-20

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Effective date: 20191129