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Method and system for semantic triage

A semantic and consistent technology, applied in the field of department guidance, can solve the problems of small number of guidance staff and long waiting time for patients, and achieve the effect of improving accuracy and efficiency

Active Publication Date: 2022-06-24
HUAZHONG UNIV OF SCI & TECH
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

However, due to the small number of clinic guides in the hospital, patients have to wait for a long time to obtain the results of triage
Moreover, due to the many types of diseases and the different professional fields, the guide may not be able to give the patient a correct department.

Method used

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  • Method and system for semantic triage
  • Method and system for semantic triage
  • Method and system for semantic triage

Examples

Experimental program
Comparison scheme
Effect test

Embodiment approach

[0130] As an optional implementation, it specifically includes:

[0131] The consistency judgment subunit is used to judge whether the department with the largest output probability is consistent with the corresponding historical department for any historical condition description.

[0132] The statistical subunit is used to count the number of historical condition descriptions that are consistent with the corresponding historical department in the department with the highest probability, and obtain the target number.

[0133] The accuracy rate calculation subunit is used to calculate the accuracy rate of the long short-term memory network model under the current training times according to the number of targets and the total number of historical disease descriptions.

[0134] The stop training subunit is used to stop training when the accuracy rate is greater than the set threshold.

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Abstract

The invention discloses a semantic triage method and system. The method includes: obtaining actual consultation data; inputting the actual consultation data into a department classification model to obtain a target department; the establishment method of the department classification model includes: obtaining historical consultation data Data; historical consultation data includes historical condition descriptions and corresponding historical departments; according to historical consultation data, the long-short-term memory network model is trained to obtain a department classification model. The existing triage method requires the medical guide to manually judge the corresponding department according to the disease description, but the manual speed is limited. The present invention uses the department classification model, and only needs to input the disease description, and the target department can be automatically obtained, which improves the classification. The efficiency of the diagnosis; and the guides completely rely on experience to perform department triage, which is prone to errors. The present invention uses a large amount of historical data training to obtain the department classification model for triage operations, which improves the accuracy of the triage.

Description

technical field [0001] The invention relates to the technical field of department guidance, in particular to a semantic triage method and system. Background technique [0002] In hospitals, it is time-consuming and labor-intensive to introduce patients to the correct department, requiring a guide to analyze a patient's condition description and then assign the patient to a department. However, due to the small number of guides in the hospital, patients need to wait a long time for the results of triage. Moreover, due to the variety of diseases and different professional fields, the guide may not be able to give the patient a correct department. SUMMARY OF THE INVENTION [0003] The purpose of the present invention is to provide a semantic triage method and system to improve the efficiency and accuracy of triage. [0004] For achieving the above object, the present invention provides the following scheme: [0005] A semantic triage method, comprising: [0006] Obtain ac...

Claims

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Application Information

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Patent Type & Authority Patents(China)
IPC IPC(8): G16H40/20G16H50/20G06F16/35G06F40/30G06N3/04
CPCG16H40/20G16H50/20G06F16/353G06F40/30G06N3/048G06N3/044
Inventor 张后今曾培基周金龙章昊肖航吴珂仪
Owner HUAZHONG UNIV OF SCI & TECH
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