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Intelligent system for assisting dead cause classification coding

An intelligent system and cause-of-death technology, applied in the field of disease classification and natural language processing, can solve problems such as a single method, and achieve the effect of improving efficiency and accurate technical support

Pending Publication Date: 2021-03-19
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AI Technical Summary

Problems solved by technology

[0005] The technical problem to be solved by the present invention is: most of the existing methods for classification of causes of death are to obtain the codes of suborders or details of diseases by comparing and searching from the original ICD-10 standard code library. The method is single and lacks comprehensive consideration under corresponding restrictive conditions.

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  • Intelligent system for assisting dead cause classification coding
  • Intelligent system for assisting dead cause classification coding
  • Intelligent system for assisting dead cause classification coding

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Embodiment Construction

[0055] Below in conjunction with specific embodiment, further illustrate the present invention. It should be understood that these examples are only used to illustrate the present invention and are not intended to limit the scope of the present invention. In addition, it should be understood that after reading the teachings of the present invention, those skilled in the art can make various changes or modifications to the present invention, and these equivalent forms also fall within the scope defined by the appended claims of the present application.

[0056] Such as figure 1 As shown, the intelligent system of a kind of auxiliary cause of death classification code provided by the present invention includes the following contents:

[0057] The data preprocessing module vectorizes the text information of the input death report;

[0058] The ICD-10 category training module builds a vectorized text information dataset and trains the Multi-Task CNN category prediction model;

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Abstract

The invention provides an intelligent system for assisting dead cause classification coding, which is characterized by comprising the following parts: a data preprocessing module; an ICD-10 category training module; the ICD-10 category prediction module that is used for predicting an ICD-10 category coding result for the vectorized text information obtained by the data preprocessing module; an ICD-10 suborder text training module; the ICD-10 suborder text generation module that is used for generating ICD-10 suborder text information corresponding to a direct death cause, an intermediary deathcause and a root death cause in a death cause chain according to the vectorized text information obtained by the data preprocessing module; an ICD-10 code generation module; and an ICD-10 coding adjustment module. According to the system provided by the invention, the ICD-10 code can be automatically generated according to the text information in the death report, the efficiency of dead cause chain analysis is improved, and accurate technical support is provided for doctors and medical institutions.

Description

technical field [0001] The invention relates to an intelligent system for assisting classification and encoding of causes of death, belonging to the technical fields of disease classification and natural language processing. Background technique [0002] In recent years, the communication between domestic and international medical technology fields has become increasingly frequent, and the unified disease classification standard enables health professionals to exchange health information around the world in a common language. The International Classification of Diseases (ICD) is a standard developed by the World Health Organization to express disease classification by means of coding. It is the basis for medical informatization and extensive communication of medical technology. Revision. At the same time, disease classification has important guiding significance for many aspects such as medical teaching and scientific research, medical data statistics, medical quality evalu...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G16H50/20G16H15/00G06F16/35G06N3/04
CPCG16H50/20G16H15/00G06F16/353G06N3/045
Inventor 丁偕张敬谊王瑜付越张传国路平
Owner WONDERS INFORMATION
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