ICD surgery and operation code automatic matching method based on deep learning

A deep learning and automatic matching technology, applied in the medical field, can solve problems such as overfitting or underfitting, the classification model cannot find a split method, and is prone to errors
CN110895580AActive Publication Date: 2020-03-20SHAN DONG MSUN HEALTH TECH GRP CO LTD
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Patent Information

Authority / Receiving Office
CN · China
Current Assignee / Owner
SHAN DONG MSUN HEALTH TECH GRP CO LTD
Publication Date
2020-03-20

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Abstract

According to the ICD surgery and operation code automatic matching method based on deep learning, a modular modeling method is used. Each module only completes a relatively simple task, the search space of model parameters is greatly reduced, and the required data volume is reduced. The method comprises: using a two-way autoregressive language model to model a natural language sequence; combiningeach operation description with each ICD code; calculating a semantic space weight between the two; reconstructing the operation description by using the semantic space weight, performing ICD code classification matching by using the reconstructed operation description to solve the problem of concept splitting, performing bidirectional autoregression model modeling by using the inherent hierarchical structure of the ICD operation and the operation code in calculation, and fusing business priori knowledge. Problems encountered in clinic are solved, and ICD code matching can be rapidly and accurately carried out.
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Description

technical field

[0001] The invention relates to the field of medical technology, in particular to an ICD operation and operation code automatic matching method based on deep learning. Background technique

[0002] The International Classification of Diseases Surgery and Operation Code (ICD-9-CM-3) is an important tool for the summary and statistics of hospital medical record information, and plays an important role in hospital medical treatment, research, and management. In actual clinical application, how to match the operation description entered by the medical personnel in the electronic medical record to the ICD operation and operation code is a time-consuming and labor-intensive task, requiring a lot of medical record reading work and code review work. Moreover, in the actual electronic medical record, the operation and operation description entered by the medical staff may be relatively short, that is, there are several surgical operation categories in a short descript...

Claims

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