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Doctor technical level rating method

A technology of technical level and skill level, applied in the field of doctor's technical level rating, which can solve problems such as difficult doctor's technical level

Active Publication Date: 2020-03-27
北京雅丁信息技术有限公司
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  • Abstract
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Problems solved by technology

However, in the current evaluation system, how to fairly measure the technical level of doctors in the same department in the same hospital, and the technical level of doctors in the same department in different hospitals is still a difficult problem

Method used

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Embodiment Construction

[0042] Embodiments of the present invention are described in detail below, and examples of the embodiments are shown in the drawings, wherein the same or similar reference numerals denote the same or similar elements or elements having the same or similar functions throughout. The embodiments described below by referring to the figures are exemplary and are intended to explain the present invention and should not be construed as limiting the present invention.

[0043] The invention provides a method for grading doctors' technical levels. Based on the Drgs index, the present invention adopts the strategy of maximizing the consistency of the segmentation structure on the basis of satisfying the assumption that "all the diseases encountered by doctors in the process of diagnosis and treatment are consistent", and finally avoids the problem of unreasonable segmentation of the weight of drgs .

[0044] Based on this, the present invention proposes a kind of doctor's technical lev...

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Abstract

The invention provides a doctor technical level rating method. The method comprises the steps of collecting a certain specialty, names of all doctors under the specialty, and Drgs groups and weight values of all cases under each doctor name; cleaning all the acquired data; training a Drgs weight segmentation model; extracting an optimal segmentation result; calculating a case combination index ofeach doctor; taking the case combination index of each doctor and the case number cumulative proportion under each weight segment of the doctor as input features through a clustering method, substituting the input features into a clustering model, performing space division, and dividing different doctors in the same department into 10 categories in advance according to skill levels; extracting a pre-clustering result; performing verification and correction by using a decision tree; carrying out grading, and outputting final ten-level results; and evaluating the skill level of each doctor. Themethod can fairly measure the technical level of doctors in the same department of the same hospital and the technical level of doctors in the same department of different hospitals.

Description

technical field [0001] The invention relates to the field of machine learning, in particular to a method for grading doctors' technical levels. Background technique [0002] DRGs (Diagnosis Related Groups) Chinese translation is (disease) diagnosis related groups, it according to the patient's age, gender, length of hospital stay, clinical diagnosis, symptoms, surgery, disease severity, comorbidities and complications and outcome and other factors to classify patients Divided into 500-600 diagnosis-related groups, its greatest ability is to serve as a ruler to measure the resource consumption of diseases under different conditions. Therefore, the drgs index has become an essential index for evaluating the treatment effect of hospitals, hospital departments, and department doctors. However, in the current evaluation system, how to fairly measure the technical level of doctors in the same department in the same hospital, and the technical level of doctors in the same departme...

Claims

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Application Information

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IPC IPC(8): G06Q10/06G06K9/62G16H40/20
CPCG06Q10/06398G06Q10/06393G16H40/20G06F18/23213
Inventor 张宪录程岚祝伟
Owner 北京雅丁信息技术有限公司
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