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Method and device for verifying data standardization, electronic equipment and storage medium

A technology for testing data and standards, applied in the field of data processing, can solve problems such as delay in treatment time, economic loss of patients, and inability to timely feedback accurate information on terminology

Pending Publication Date: 2021-12-17
联仁健康医疗大数据科技股份有限公司
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0003] At present, most of the existing methods for testing terms are statistically scored through literal features, and only rely on name similarity to obtain data matching with terms. This traditional matching result obtained only by using literal features loses usefulness in the test text. Information, can not timely feedback term accurate information, great consumption of manpower and material resources, and delay the precious treatment time, but also cause unnecessary economic losses to patients

Method used

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  • Method and device for verifying data standardization, electronic equipment and storage medium
  • Method and device for verifying data standardization, electronic equipment and storage medium
  • Method and device for verifying data standardization, electronic equipment and storage medium

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Embodiment 1

[0029] figure 1 It is a flow chart of a method for checking data standardization provided by Embodiment 1 of the present invention. This embodiment is applicable to the case of performing standardized processing on data and outputting standardized sentences when verifying data. This method can be implemented in the embodiment of the present invention The device for standardizing the inspection data can be implemented by means of software and / or hardware. Optionally, it can be implemented by electronic equipment. The electronic equipment can be a mobile terminal, PC or server. The device can be configured in a computing device, and the method for standardizing test data provided in this embodiment specifically includes the following steps:

[0030] S110. Obtain the text to be processed of the standardized term to be determined.

[0031] Wherein, the entry can be a character, a phrase, or data information composed of a character, a phrase, etc., and is used for explaining conce...

Embodiment 2

[0055] figure 2 It is a flowchart of a method for standardizing test data provided by Embodiment 2 of the present invention. In this embodiment, before the text to be processed is processed according to the predetermined knowledge base of testing terms, it is necessary to determine the knowledge base of testing terms in advance. Therefore, the technical solution of this embodiment is based on the above-mentioned technical solution. The refinement mainly includes the following steps:

[0056] S210. Determine the inspection term knowledge base.

[0057] Wherein, the determination of the test term knowledge base includes: obtaining at least one test term corpus to be processed, and based on a predetermined splitting rule, obtaining the term to be processed corresponding to each test term corpus to be processed; Inspection terms determine the inspection term knowledge base.

[0058] Among them, the corpus of terminology to be processed refers to the terminology information use...

Embodiment 3

[0064] image 3 It is a flowchart of a method for standardizing test data provided by Embodiment 3 of the present invention. In this embodiment, before processing the text to be processed based on the pre-trained contrastive learning model, the comparative learning model needs to be trained in advance. Therefore, the technical solution of this embodiment is based on the above technical solution In further detail, it mainly includes the following steps:

[0065] S310. Determine the inspection term knowledge base.

[0066] S320. Train to obtain the comparison learning model.

[0067] Wherein, the training to obtain the comparative learning model includes: obtaining a training sample set, wherein the training sample set includes a plurality of training samples, and each training sample includes a plurality of test term corpus to be processed; for each training Sample, at least one positive sample and a reference sample corresponding to each positive sample are obtained accordi...

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Abstract

The invention discloses a method and a device for verifying data standardization, electronic equipment and a storage medium. The method comprises the steps of obtaining a to-be-processed text of a to-be-determined standardized entry; processing the to-be-processed text according to a predetermined inspection term knowledge base to obtain a first to-be-determined standard entry corresponding to the to-be-processed text; and / or, processing the to-be-processed text based on a comparison learning model obtained by pre-training to obtain a second to-be-determined standard entry corresponding to the to-be-processed text; and determining a target standardized entry corresponding to the to-be-processed text according to the first to-be-determined standard entry and / or the second to-be-determined standard entry. According to the embodiment of the invention, the problem that the existing test term matching method does not consider term interpretation of a semantic level to cause low test effect is solved, and the test term matching effect is improved.

Description

technical field [0001] The embodiments of the present invention relate to data processing technologies, and in particular, to a method, device, electronic device and storage medium for standardizing inspection data. Background technique [0002] At present, there are a large amount of unstructured text and structured text data in the medical field, and the data differences of regional medical data are becoming more and more obvious. When performing data inspection on medical data, terminology standardization has become the primary problem to be solved urgently. [0003] At present, most of the existing methods for testing terms are statistically scored through literal features, and only rely on name similarity to obtain data matching with terms. This traditional matching result obtained only by using literal features loses the usefulness of the test text If information cannot be fed back in a timely manner and accurate information, it will consume a lot of manpower and mater...

Claims

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Application Information

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IPC IPC(8): G16H70/00G06F16/33G06N5/02
CPCG16H70/00G06F16/334G06N5/02
Inventor 刘霄晨罗永贵肖劲尹芳张晓璐马晶
Owner 联仁健康医疗大数据科技股份有限公司
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