Traditional Chinese medicine practitioner-oriented knowledge base construction method

Abstract

The invention relates to the technical field of knowledge base construction, and discloses a knowledge base construction method for traditional Chinese medicine practitioners, and the design process of the knowledge base construction method sequentially comprises the steps of multi-dimensional data source integration, AI auxiliary knowledge classification and association, dynamic updating and personalized recommendation, interactive learning platform and privacy protection and copyright management. According to the traditional Chinese medicine practitioner-oriented knowledge base construction method, by comprehensively implementing multi-dimensional data source integration, AI-assisted knowledge classification and association, dynamic updating and personalized recommendation, an interactive learning platform and privacy protection and copyright management, efficient integration, intelligent retrieval, continuous updating and personalized learning of traditional Chinese medicine knowledge are realized; the method not only greatly improves the professional quality and clinical skills of traditional Chinese medicine practitioners, but also promotes the inheritance and innovation of traditional Chinese medicine knowledge, and injects new vitality to the development of the traditional Chinese medicine field.

Description

Technical Field

[0001] The present invention relates to the technical field of knowledge base construction, and in particular to a knowledge base construction method for practitioners of traditional Chinese medicine. Background Art

[0002] In the field of TCM, with the continuous accumulation and inheritance of knowledge, building a comprehensive and efficient knowledge base is crucial for TCM practitioners.

[0003] Traditional TCM knowledge management methods mostly rely on paper documents and master-apprentice teaching. This method is not only inefficient, but also difficult to adapt to the needs of the modern information age. Although some TCM knowledge base systems have been launched, most of them have problems such as single data source, imprecise knowledge classification, slow update speed, lack of personalized recommendation, and insufficient privacy protection and copyright management. Therefore, a knowledge base construction method for TCM practitioners is proposed to solve the above problems. Summary of the invention

[0004] 1. Technical issues to be resolved

[0005] In view of the shortcomings of the existing technology, the present invention provides a knowledge base construction method for TCM practitioners, which has the advantages of multi-dimensional data source integration, intelligent classification and association, dynamic update and personalized recommendation, interactive learning platform, strict privacy protection and copyright management, etc., and solves the problems of low efficiency of TCM knowledge management, slow knowledge updating, difficulty in meeting personalized learning needs and insufficient privacy and copyright protection.

[0006] (II) Technical solution

[0007] To achieve the above object, the present invention provides the following technical solutions:

[0008] A knowledge base construction method for TCM practitioners, whose design process is multi-dimensional data source integration, AI-assisted knowledge classification and association, dynamic update and personalized recommendation, interactive learning platform, and privacy protection and copyright management.

[0009] As a preferred technical solution of the present invention, the multi-dimensional data source integration includes digitization of ancient books, incorporation of research results and collection of expert experience. The digitization of ancient books includes using OCR (optical character recognition) technology and natural language processing technology to digitize ancient Chinese medical books, classic medical cases and other literature materials to extract key information.

[0010] As a preferred technical solution of the present invention, the modern research results include regularly crawling modern research results such as Chinese medicine research papers and clinical trial reports at home and abroad to ensure the timeliness and scientificity of the knowledge base. The expert experience collection includes collecting and organizing the clinical experience and insights of Chinese medicine experts through online questionnaires, interviews, etc. to form an expert knowledge base.

[0011] As a preferred technical solution of the present invention, the AI-assisted knowledge classification and association includes intelligent classification and knowledge graph construction. The intelligent classification refers to the use of machine learning algorithms to automatically classify the collected traditional Chinese medicine knowledge, such as by viscera, meridians, diseases, etc., to improve retrieval efficiency.

[0012] As a preferred technical solution of the present invention, the knowledge graph is constructed based on graph database technology to construct a traditional Chinese medicine knowledge graph to achieve association and reasoning between knowledge points, such as drug incompatibility, correspondence between symptoms and prescriptions, etc.

[0013] As a preferred technical solution of the present invention, the dynamic update and personalized recommendation include a real-time update mechanism and user behavior analysis. The real-time update mechanism establishes a knowledge base update system to monitor and integrate newly released TCM research results and clinical practice cases in real time to ensure the timeliness of the knowledge base.

[0014] As a preferred technical solution of the present invention, the user behavior analysis uses big data analysis technology through user search, browsing, collection and other behavior data to provide users with personalized knowledge recommendations and learning path planning.

[0015] As a preferred technical solution of the present invention, the interactive learning platform includes a simulated diagnosis and treatment environment and a community communication function. The simulated diagnosis and treatment environment develops a virtual diagnosis and treatment scenario, allowing TCM practitioners to perform practical operations such as diagnosis and prescription through simulated cases to improve their clinical skills. The community communication function establishes a communication platform for TCM practitioners to promote experience sharing and problem solving, thereby forming a learning community.

[0016] As a preferred technical solution of the present invention, the privacy protection and copyright management include data encryption and copyright protection. The data encryption includes encrypting sensitive data and expert information to ensure user privacy and data security. The copyright protection includes establishing a copyright management mechanism, clarifying the source of knowledge, and respecting and protecting the intellectual property rights of the original author.

[0017] (III) Beneficial effects

[0018] Compared with the prior art, the present invention provides a method for constructing a knowledge base for TCM practitioners, which has the following beneficial effects:

[0019] This knowledge base construction method for TCM practitioners achieves efficient integration, intelligent retrieval, continuous updating and personalized learning of TCM knowledge through the comprehensive implementation of multi-dimensional data source integration (including digitization of ancient books, incorporation of research results and collection of expert experience, especially the use of OCR technology and natural language processing technology to deeply explore the essence of ancient books), AI-assisted knowledge classification and association (intelligent classification combined with knowledge graph construction to accurately improve retrieval efficiency and knowledge reasoning ability), dynamic update and personalized recommendation (real-time update mechanism to ensure timeliness, big data analysis technology to achieve personalized learning path planning), interactive learning platform (simulated diagnosis and treatment environment and community communication function in parallel to enhance practical skills and promote knowledge sharing) and privacy protection and copyright management (data encryption and copyright management mechanism in parallel to fully protect user privacy and intellectual property rights). It not only greatly improves the professional quality and clinical skills of TCM practitioners, but also promotes the inheritance and innovation of TCM knowledge, injecting new vitality into the development of the TCM field. BRIEF DESCRIPTION OF THE DRAWINGS

[0020] Figure 1 It is a flow chart of the present invention. DETAILED DESCRIPTION

[0021] The following will be combined with the drawings in the embodiments of the present invention to clearly and completely describe the technical solutions in the embodiments of the present invention. Obviously, the described embodiments are only part of the embodiments of the present invention, not all of the embodiments. Based on the embodiments of the present invention, all other embodiments obtained by ordinary technicians in this field without creative work are within the scope of protection of the present invention.

[0022] In the description of the present invention, it should be understood that the terms "center", "up", "down", "front", "back", "left", "right", "vertical", "horizontal", "top", "bottom", "inside", "outside", etc., indicating the orientation or position relationship are based on the orientation or position relationship shown in the drawings, and are only for the convenience of describing the present invention and simplifying the description, rather than indicating or implying that the device or element referred to must have a specific orientation, be constructed and operated in a specific orientation, and therefore cannot be understood as a limitation on the present invention.

[0023] In the description of the present invention, it should be noted that, unless otherwise clearly specified and limited, the terms "installed", "connected", and "connected" should be understood in a broad sense, for example, it can be a fixed connection, a detachable connection, or an integral connection; it can be a direct connection, or an indirect connection through an intermediate medium, or it can be the internal communication of two components. For ordinary technicians in this field, the specific meanings of the above terms in the present invention can be understood according to specific circumstances.

[0024] See also Figure 1, a knowledge base construction method for TCM practitioners, whose design process is multi-dimensional data source integration, AI-assisted knowledge classification and association, dynamic update and personalized recommendation, interactive learning platform, and privacy protection and copyright management.

[0025] In the present invention, the integration of multi-dimensional data sources includes the digitization of ancient books, the incorporation of research results and the collection of expert experience. The digitization of ancient books includes the use of OCR (optical character recognition) technology and natural language processing technology to digitize ancient Chinese medical books, classic medical cases and other literature materials to extract key information.

[0026] It should be noted that in addition to the digitization of ancient books, the incorporation of research results and the collection of expert experience, the present invention also emphasizes the diversity and complementarity of data sources. By comprehensively utilizing these three data sources, the present invention ensures the comprehensiveness and depth of the knowledge base, and provides practitioners of traditional Chinese medicine with richer and more comprehensive knowledge resources. In the process of digitizing ancient books, the present invention pays special attention to the accuracy of OCR technology and the comprehension of natural language processing technology to ensure that information loss in the digitization process is minimized, while extracting the most critical and practical information for modern practitioners of traditional Chinese medicine. This processing method not only improves the utilization rate of ancient books, but also promotes the modern inheritance of traditional Chinese medicine knowledge.

[0027] In the present invention, modern research results are incorporated, including regularly crawling modern research results such as Chinese medicine research papers and clinical trial reports at home and abroad to ensure the timeliness and scientificity of the knowledge base. Expert experience collection includes collecting and collating the clinical experience and insights of Chinese medicine experts through online questionnaires, interviews, etc. to form an expert knowledge base.

[0028] It should be noted that regularly crawling domestic and foreign TCM research papers and clinical trial reports not only ensures the timeliness of the knowledge base, but also improves the scientificity and authority of the knowledge base by incorporating the latest scientific research results. This process ensures that TCM practitioners can promptly understand and apply the latest research results, and promote the continuous advancement of TCM diagnosis and treatment techniques. Through online questionnaires and interviews, the present invention not only collects the clinical experience and insights of TCM experts, but also focuses on the systematic organization and classification of these experiences. This method not only retains the valuable experience of experts, but also makes these experiences easier to be learned and referenced by other practitioners, thereby promoting the inheritance and development of TCM knowledge.

[0029] In the present invention, AI-assisted knowledge classification and association include intelligent classification and knowledge graph construction. Intelligent classification refers to the use of machine learning algorithms to automatically classify the collected traditional Chinese medicine knowledge, such as by viscera, meridians, diseases, etc., to improve retrieval efficiency.

[0030] In the present invention, the knowledge graph is constructed based on graph database technology to construct a traditional Chinese medicine knowledge graph to achieve association and reasoning between knowledge points, such as drug incompatibility, correspondence between symptoms and prescriptions, etc.

[0031] It should be noted that intelligent classification not only improves retrieval efficiency, but also achieves more accurate and detailed classification of TCM knowledge through continuous optimization of machine learning algorithms. At the same time, the construction of knowledge graphs further enhances the association and reasoning ability between knowledge points, enabling TCM practitioners to better understand and apply TCM knowledge.

[0032] In the present invention, dynamic updating and personalized recommendation include real-time updating mechanism and user behavior analysis. The real-time updating mechanism ensures the timeliness of the knowledge base by establishing a knowledge base updating system, monitoring and integrating newly released TCM research results and clinical practice cases in real time.

[0033] In the present invention, user behavior analysis uses big data analysis technology through user search, browsing, collection and other behavior data to provide users with personalized knowledge recommendations and learning path planning.

[0034] It should be noted that the real-time update mechanism ensures the timeliness of the knowledge base, while user behavior analysis provides personalized knowledge recommendations and learning path planning for TCM practitioners through big data analysis technology. This personalized service not only meets the learning needs of different practitioners, but also improves learning efficiency and learning outcomes.

[0035] In the present invention, the interactive learning platform includes a simulated diagnosis and treatment environment and a community communication function. The simulated diagnosis and treatment environment develops a virtual diagnosis and treatment scenario, allowing TCM practitioners to perform practical operations such as diagnosis and prescription through simulated cases to improve their clinical skills. The community communication function establishes a communication platform for TCM practitioners to promote experience sharing and problem solving, thereby forming a learning community.

[0036] It should be noted that the simulated diagnosis and treatment environment provides a platform for TCM practitioners to practice. Through simulated cases for diagnosis, prescription and other practical operations, the clinical skills of practitioners are effectively improved. The community communication function promotes experience sharing and problem solving among TCM practitioners, forming a good learning community atmosphere.

[0037] In the present invention, privacy protection and copyright management include data encryption and copyright protection. Data encryption includes encrypting sensitive data and expert information to ensure user privacy and data security. Copyright protection includes establishing a copyright management mechanism, clarifying the source of knowledge, and respecting and protecting the intellectual property rights of the original author.

[0038] It should be noted that data encryption and copyright protection are an indispensable part of the present invention. By encrypting sensitive data and expert information, user privacy and data security are ensured; and by establishing a copyright management mechanism, the source of knowledge is clarified and the intellectual property rights of the original author are respected, thus maintaining the legitimacy and authority of TCM knowledge. This protection measure not only protects the legitimate rights and interests of practitioners, but also promotes the healthy dissemination and development of TCM knowledge.

[0039] Beneficial effects:

[0040] This knowledge base construction method for TCM practitioners achieves efficient integration, intelligent retrieval, continuous updating and personalized learning of TCM knowledge through the comprehensive implementation of multi-dimensional data source integration (including digitization of ancient books, incorporation of research results and collection of expert experience, especially the use of OCR technology and natural language processing technology to deeply explore the essence of ancient books), AI-assisted knowledge classification and association (intelligent classification combined with knowledge graph construction to accurately improve retrieval efficiency and knowledge reasoning ability), dynamic update and personalized recommendation (real-time update mechanism to ensure timeliness, big data analysis technology to achieve personalized learning path planning), interactive learning platform (simulated diagnosis and treatment environment and community communication function in parallel to enhance practical skills and promote knowledge sharing) and privacy protection and copyright management (data encryption and copyright management mechanism in parallel to fully protect user privacy and intellectual property rights). It not only greatly improves the professional quality and clinical skills of TCM practitioners, but also promotes the inheritance and innovation of TCM knowledge, injecting new vitality into the development of the TCM field.

[0041] Although embodiments of the present invention have been shown and described, it will be appreciated by those skilled in the art that various changes, modifications, substitutions and variations may be made to the embodiments without departing from the principles and spirit of the present invention, and that the scope of the present invention is defined by the appended claims and their equivalents.

Claims

1. A method for constructing a knowledge base for practitioners of traditional Chinese medicine, characterized by: The design process is multi-dimensional data source integration, AI-assisted knowledge classification and association, dynamic update and personalized recommendation, interactive learning platform, and privacy protection and copyright management.

2. A method for constructing a knowledge base for TCM practitioners according to claim 1, characterized in that: The integration of multi-dimensional data sources includes digitization of ancient books, incorporation of research results and collection of expert experience. The digitization of ancient books includes using OCR (optical character recognition) technology and natural language processing technology to digitize ancient Chinese medical books, classic medical cases and other literature materials to extract key information.

3. A method for constructing a knowledge base for TCM practitioners according to claim 2, characterized in that: The modern research results include regularly crawling domestic and foreign TCM research papers, clinical trial reports and other modern research results to ensure the timeliness and scientificity of the knowledge base; the expert experience collection includes collecting and organizing the clinical experience and insights of TCM experts through online questionnaires, interviews and other forms to form an expert knowledge base.

4. A method for constructing a knowledge base for TCM practitioners according to claim 1, characterized in that: The AI-assisted knowledge classification and association includes intelligent classification and knowledge graph construction. The intelligent classification refers to the use of machine learning algorithms to automatically classify the collected traditional Chinese medicine knowledge, such as by organs, meridians, diseases, etc., to improve retrieval efficiency.

5. A method for constructing a knowledge base for TCM practitioners according to claim 4, characterized in that: The knowledge graph is constructed based on graph database technology to construct a traditional Chinese medicine knowledge graph to achieve association and reasoning between knowledge points, such as drug incompatibility, correspondence between symptoms and prescriptions, etc.

6. A method for constructing a knowledge base for TCM practitioners according to claim 1, characterized in that: The dynamic update and personalized recommendation include a real-time update mechanism and user behavior analysis. The real-time update mechanism establishes a knowledge base update system to monitor and integrate newly released TCM research results and clinical practice cases in real time to ensure the timeliness of the knowledge base.

7. A method for constructing a knowledge base for TCM practitioners according to claim 6, characterized in that: The user behavior analysis uses big data analysis technology to provide users with personalized knowledge recommendations and learning path planning through user search, browsing, collection and other behavior data.

8. The method for constructing a knowledge base for TCM practitioners according to claim 1, characterized in that: The interactive learning platform includes a simulated diagnosis and treatment environment and a community communication function. The simulated diagnosis and treatment environment develops virtual diagnosis and treatment scenarios, allowing TCM practitioners to perform practical operations such as diagnosis and prescription through simulated cases to improve their clinical skills. The community communication function establishes a communication platform for TCM practitioners to promote experience sharing and problem solving, thereby forming a learning community.

9. A method for constructing a knowledge base for TCM practitioners according to claim 1, characterized in that: The privacy protection and copyright management include data encryption and copyright protection. The data encryption includes encrypting sensitive data and expert information to ensure user privacy and data security. The copyright protection includes establishing a copyright management mechanism, clarifying the source of knowledge, and respecting and protecting the intellectual property rights of the original author.

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