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Medical record labeling method and device and storage medium

A medical record and labeling model technology, applied in the field of medical information, can solve the problems of difficult big data analysis, time-consuming, etc., to achieve the effect of improving technical effect, standardization and usability

Pending Publication Date: 2021-05-28
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

However, the information recorded in the existing electronic medical records is usually a modular statement, which is difficult to be directly used for fine big data analysis, modeling, statistics, etc.
Moreover, when medical staff look for the information they care about in the electronic medical record, they also need to browse all the medical record information, which consumes a lot of time

Method used

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  • Medical record labeling method and device and storage medium
  • Medical record labeling method and device and storage medium
  • Medical record labeling method and device and storage medium

Examples

Experimental program
Comparison scheme
Effect test

Embodiment 1

[0030] figure 1 It is a schematic flow chart of a medical record labeling method provided by Embodiment 1 of the present invention. This embodiment is applicable to text labeling of medical records and then analysis and processing based on the text labeling. This method can be executed by a medical record labeling device. The apparatus may be implemented in the form of software and / or hardware, and the hardware may be an electronic device, and optionally, the electronic device may be a mobile terminal or the like.

[0031] Such as figure 1 As described, the method of this embodiment specifically includes the following steps:

[0032] S110. Obtain the medical record data to be processed, and determine at least one target labeling module for the medical record data to be processed.

[0033] Wherein, the medical record data to be processed may be medical record data including doctor inquiry records and diagnosis and treatment records, electronic medical record data, or paper me...

Embodiment 2

[0049] figure 2 It is a schematic flow chart of a medical record labeling method provided by Embodiment 2 of the present invention. On the basis of the above-mentioned embodiments, this embodiment focuses on the extraction method of text information corresponding to each target labeling module, the standardization method of text information and the target Refer to the technical solution of this embodiment for how to use the primary labeling model and the target secondary labeling model. Wherein, explanations of terms that are the same as or corresponding to the above embodiments are not repeated here.

[0050] Such as figure 2 As shown, the method specifically includes the following steps:

[0051] S210. Acquire the medical record data to be processed, and determine at least one target labeling module for the medical record data to be processed.

[0052] S220. Extract keywords in the medical record data to be processed, and determine the corresponding relationship between...

Embodiment 3

[0085] image 3 It is a schematic flow chart of a medical record labeling method provided by Embodiment 3 of the present invention. On the basis of the above-mentioned embodiments, the method for determining the target first-level labeling model and the target two-level labeling model can be referred to in this embodiment. technical solutions. Wherein, explanations of terms that are the same as or corresponding to the above embodiments are not repeated here.

[0086] S310. Determine the target first-level labeling model.

[0087] Specifically, in order to make the target first-level labeling model accurately label the first-level fields, the initial first-level labeling model can be trained to avoid the problem of inaccurate labeling of each first-level field.

[0088] Optionally, determining the target first-level labeling model specifically includes the following steps:

[0089] Step 1. Obtain historical medical record data, and determine at least one target labeling modu...

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PUM

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Abstract

The embodiment of the invention discloses a medical record labeling method and device and a storage medium, and the method comprises the steps: obtaining to-be-processed medical record data, and determining at least one target labeling module of the to-be-processed medical record data; extracting text information corresponding to each target labeling module in the to-be-processed medical record data, and performing standardization processing on the text information based on a preset standardization rule to obtain a to-be-processed text; labeling first-level fields in the to-be-processed text corresponding to each target labeling module on the basis of a pre-trained target first-level labeling model to obtain a preliminary labeled text; and inputting the preliminary labeling text into a pre-trained target secondary labeling model, and labeling secondary fields in the primary fields labeled by the preliminary labeling text to obtain a target labeling text. Through the technical scheme of the embodiment of the invention, structuring and text labeling of the medical record text content are achieved, and the normativity and availability of the medical record data are improved.

Description

technical field [0001] Embodiments of the present invention relate to the field of medical information technology, and in particular to a medical record labeling method, device and storage medium. Background technique [0002] A medical record is a record of medical activities such as inspection, diagnosis, and treatment by medical staff on the occurrence, development, and outcome of a patient's disease. Patient medical health records. With the development of computer and Internet technology, most hospitals have realized the electronicization of clinical medical records. Electronic medical records use electronic equipment to record, save, manage, transmit and reproduce digital medical records, which are safe, reliable and convenient for recording and storage. , sharing and other advantages. [0003] At this stage, valuable and usable information can be extracted from electronic medical records through big data analysis of electronic medical records. However, the informati...

Claims

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Application Information

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IPC IPC(8): G06F16/31G06F40/151G06F40/289G06F40/216G16H10/60
CPCG06F16/313G06F40/151G06F40/289G06F40/216G16H10/60
Inventor 莫国龙
Owner 联仁健康医疗大数据科技股份有限公司