Medical experience summarizing model establishing method, medical experience summarizing model establishing device and data evaluation method

Abstract

The invention discloses a medical experience summarizing model establishing method, a medical experience summarizing model establishing device and a data evaluation method. The medical experience summarizing model establishing method includes training a preset generative model according to target data of a historical medical record sample; generating first falsification data of the trained generative model, and training a preset discriminative model according to the target data and the first falsification data; generating second falsification data according to the trained generative model, adjusting parameters of the generative model according to discrimination results of the trained discriminative model for the second falsification data, and taking the generative model meeting preset balance conditions after adjustment as a medical experience summarizing model. The medical experience summarizing model establishing method has the advantages that through combination of the generative model and the discriminative model, the generative model is capable of not only well fitting real medical record data but also well summarizing data not covered in the historical medical record sample.

Description

technical field [0001] The embodiments of the present invention relate to the technical field of computer applications, and in particular to a method and device for establishing a medical experience summary model and a data evaluation method. Background technique [0002] Medical records are written records made by medical personnel on the occurrence, development, outcome, examination, diagnosis, treatment and other medical activities of patients. Medical records are not only a summary of clinical practice, but also a legal basis for exploring the law of diseases and handling medical disputes. They are the precious wealth of the country. [0003] In clinical medicine, it is of great significance to medical progress to effectively sort out medical records and dig out doctors' clinical medical experience from them. In actual diagnosis and treatment, due to the differences in knowledge reserve and clinical experience of medical personnel, different medical personnel often have...

AI Technical Summary

Problems solved by technology

In actual diagnosis and treatment, due to the differences in knowledge reserve and clinical experience of medical personnel, different medical personnel often have different diagnosis methods and medication habits for the same disease or symptom, and some have achieve

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