Medical knowledge base construction method based on question-and-answer system

A question answering system and medical knowledge technology, applied in the field of medical knowledge base, can solve the problems of low efficiency of knowledge reuse, low practical value, and unsatisfactory results, and achieve the effect of compensating for instability

Active Publication Date: 2017-06-13
XIAMEN UNIV
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AI Technical Summary

Problems solved by technology

[0004] Existing medical knowledge bases are usually constructed using machine learning methods, but due to the obtained wrong entity relationships, the results are not satisfactory and the quality of the knowledge base cannot be improved
Moreover, the functions of existing medical knowledge bases are relatively single, and most of them only carry out simple integration of knowledge, mostly static data, the efficiency of knowledge reuse is not high, and the practical value is not high

Method used

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  • Medical knowledge base construction method based on question-and-answer system
  • Medical knowledge base construction method based on question-and-answer system
  • Medical knowledge base construction method based on question-and-answer system

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Embodiment Construction

[0026] The following embodiments will further illustrate the present invention in conjunction with the accompanying drawings.

[0027] The invention consists of three parts: data processing, data analysis and expert question-and-answer platform, which can update and improve the knowledge base according to the input information. figure 1 Show the overall technical framework of the present invention.

[0028] First of all, in the data processing stage, the structured and unstructured data are processed, and the processing results are stored in the knowledge base. For those uncertain data, the hidden relationship between them is specifically analyzed, and important associations are extracted. information. Finally, an interactive crowdsourcing system (that is, an expert question answering platform) is used to compensate for the instability of machine learning in a dynamic environment, and better output results can be obtained through the obtained expert feedback. Expert Q&A plat...

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Abstract

The invention discloses a medical knowledge base construction method based on a question-and-answer system, and relates to a medical knowledge base. The medical knowledge base construction technology based on the question-answering system mainly includes data processing, data analysis and an expert question-and-answer platform. Firstly, entity and correlation relations are extracted from clinical data by a hierarchical partitioning method at a data processing stage. Secondly, extracted results are analyzed by an association rule algorithm, entity correlation is mined, the mined entity correlation is matched with a medical dictionary, and correctly matched results are directly stored into the knowledge base. Finally, questions are automatically generated from entity correlation which cannot be confirmed by crowd-sourcing technology, the questions are submitted to an expert question-and-answer platform for answering the questions, and final results are selected from answers of experts by a majority voting algorithm and stored into the medical knowledge base.

Description

technical field [0001] The invention relates to a medical knowledge base, in particular to a method for constructing a medical knowledge base based on a question answering system. Background technique [0002] The digitalization and informatization of the medical system is an inevitable trend in the development of medicine. With the development of information technology, the medical industry is experiencing an unprecedented information explosion. In particular, smart medical care has become one of the hot topics in smart cities. Many systems have been applied to Medical information management and retrieval. The data generated in this process, such as electronic health records and electronic medical records, urgently need a powerful information management tool for processing and analysis. [0003] The knowledge base, also known as the artificial intelligence database, is a structured, easy-to-operate, and easy-to-use organized knowledge cluster. It is not just a tool for que...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06F17/30G06N5/02G06F19/00
Inventor 王晓黎林坤辉吴梦桑
Owner XIAMEN UNIV
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