Medical ability evaluation method and device based on electronic medical record, equipment and medium

Abstract

The invention discloses a medical ability evaluation method and device based on an electronic medical record, equipment and a medium. The method comprises the steps of obtaining an electronic medical record initial text issued by a to-be-evaluated doctor; performing text preprocessing on the initial text; carrying out chapter division by utilizing a preset rule template; performing entity feature extraction by using a pre-trained deep learning model to obtain a corresponding entity feature extraction result; performing vectorization encoding on the entity feature extraction result to obtain a feature vector; and inputting the feature vector into a preset logistic regression model to obtain a diagnosis and treatment ability score of the doctor. According to the invention, the feature entities in the electronic medical record are extracted through the model, then the treatment capacity of doctors is evaluated through the logistic regression model, the labor cost can be reduced, the mobility performance is good, and diagnosis and treatment guidance can be provided for medical staff. The invention also relates to a medical ability evaluation method based on the electronic medical record realized by the blockchain in a blockchain network.

Description

technical field [0001] This application relates to the field of smart medical technology, in particular to a method, device, computer equipment and readable storage medium for evaluating medical ability based on electronic medical records. Background technique [0002] In medical clinical practice, for medical personnel, especially as inexperienced doctors, it is inevitable to make mistakes in medical practice, which may lead to tension between doctors and patients, and even threaten the lives and health of patients and even themselves. In order to reduce the probability of error and improve work efficiency, a medical ability evaluation system came into being, which can guide medical staff in diagnosis and treatment. [0003] Most of the existing medical ability evaluation schemes based on electronic medical records on the market are model schemes based on knowledge rule extraction. This type of model is based on medical rules to extract case description features for diagnos...

AI Technical Summary

Problems solved by technology

[0004] The main purpose of this application is to provide a medical ability evaluation method, device, computer equipment, and readable storage medium based on electronic medical records, aiming to solve the problem of high cost and poor transferability of the current traditional method of using rules to evaluate doctors' diagnosis and treatment capabilities technical issues

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