Dialogue representation-based triage method, apparatus and device, and storage medium

Abstract

The invention relates to the field of big data, and discloses a triage method and device based on dialogue representation, equipment and a storage medium. The method comprises the steps of obtaining inquiry data input by a to-be-triage object in each round of dialogue, and performing data cleaning on the inquiry data to obtain target inquiry data; performing intention recognition on the target inquiry data to obtain sentence pairs contained in the target inquiry data; calling a preset target BERT network model to perform feature extraction on the sentence pair and the chief complaint information to obtain a sentence pair vector and a chief complaint vector; respectively calculating the Euclidean distance between the chief complaint vector and the sentence pair vector, and determining a dialogue representation vector corresponding to each round of dialogue in multiple rounds of dialogue based on the Euclidean distance; and inputting the dialogue representation vector of each round of dialogue into a preset triage model for identification to obtain triage information. According to the scheme, the technical problem of low triage accuracy is solved by representing the chief complaint information and multiple rounds of dialogues; and the inquiry data can be stored in the block chain.

Description

technical field [0001] The present invention relates to the field of big data, in particular to a dialogue representation-based triage method, device, equipment and storage medium. Background technique [0002] my country has a huge population base, and the number of people seeking medical treatment is among the highest in the world. However, limited by limited medical resources, there are still many problems in the process of national medical treatment, one of which occurs during the initial triage of medical treatment. Triage is to divide patients into different departments for treatment according to their condition, which is of great significance for improving the efficiency of treatment. [0003] Triage is the initial link for patients to seek medical treatment. Choosing the right department is directly related to the effect of treatment or whether effective treatment can be obtained. However, with the deepening of medical research, the division of labor in medicine has...

AI Technical Summary

Problems solved by technology

[0004] The main purpose of the present invention is to improve the accuracy of triage based on dialogue representation, and solve the technical problem of low accuracy of triage based on dialogue representation

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