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Data mining system, method and device

A technology of data mining and medical data, applied in the field of data mining system, can solve the problems of delayed treatment, time-consuming and laborious, wrong treatment direction, etc.

Pending Publication Date: 2022-08-05
BEIJING R&W ELECTRONICS TECH
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0002] In the current medical service, it is time-consuming and labor-intensive to assign patients to the correct department. Professional medical staff are required to act as guides to assign patients to corresponding departments according to the description of each patient's condition.
However, most of the patients who visit the doctor cannot accurately express their condition, and can only briefly describe the onset of the disease. It often happens that a patient can only confirm the correct department after seeing a doctor in multiple departments, thus delaying treatment, and in severe cases, even life-threatening due to wrong treatment direction Case

Method used

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  • Data mining system, method and device
  • Data mining system, method and device
  • Data mining system, method and device

Examples

Experimental program
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Embodiment 1

[0030] The present invention also provides a data mining system 100 . see figure 1 , preferably, the data mining system 100 includes at least a user terminal 110 , a medical terminal 120 and a server 130 . The client 110 can obtain the patient's condition description and upload it to the server 130 . The medical terminal 120 can upload the historical medical data to the server 130 . Preferably, the historical medical data includes historical condition descriptions and corresponding historical departments. The server 130 establishes a department classification model based on the historical medical data, and inputs the disease description into the department classification model to determine the corresponding department.

[0031] see figure 2 , the server 130 at least includes: a training module 131 , an evaluation module 132 , an adjustment module 133 , a generation module 134 , a storage module 135 and a transmission module 136 . The training module 131 is used to input ...

Embodiment 2

[0045] This embodiment is a further improvement to Embodiment 1, and repeated content will not be repeated.

[0046] This embodiment provides a data mining method. The data mining method at least includes obtaining historical medical data to train the memory network model to establish and update the department classification model. The establishment and update of the department classification model includes at least the following steps: input the historical disease description into the memory network model for training, and obtain the probability of the historical disease description corresponding to each department; evaluate the training effect of the memory network model, and determine whether or not according to the evaluation results Stop training; if the evaluation result is invalid training, it is determined that the result is retraining, and the parameters of the memory network model are updated for the next training; in the case that the evaluation result is good train...

Embodiment 3

[0054] This embodiment is a further improvement of Embodiment 1 and Embodiment 3, and repeated content will not be repeated. This embodiment provides a data mining apparatus. The data mining apparatus at least includes: a training module 131 , an evaluation module 132 , an adjustment module 133 , a generation module 134 , a storage module 135 and a transmission module 136 . The training module 131 is used for inputting the historical condition description into the memory network model for training to obtain the probability that the historical condition description corresponds to each department. The evaluation module 132 is configured to evaluate the training effect of the training module 131, and determine whether to stop the training according to the evaluation result. The adjustment module 133 is configured to update the parameters of the memory network model for the next training when the evaluation module 132 determines that the result is retraining. The generating modu...

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Abstract

The invention relates to a data mining method and system and a related device. The data mining method at least comprises the steps of obtaining historical medical data and training a memory network model to realize establishment and updating of a department classification model. The establishment and updating of the department classification model at least comprise the following steps; inputting the historical illness description into a memory network model for training to obtain the probability of the historical illness description corresponding to each department; evaluating a training effect of the memory network model, and judging whether training is stopped or not according to an evaluation result; under the condition that the evaluation result is invalid training, updating parameters of the memory network model so as to carry out next training; and under the condition that the evaluation result is that training is stopped, generating the department classification model by using the current memory network model.

Description

technical field [0001] The invention relates to the technical field of data mining, in particular to a data mining system, method and device. Background technique [0002] In current medical services, it is time-consuming and labor-intensive to assign patients to the correct departments, and professional medical staff are required as guides to assign patients to corresponding departments according to the description of each patient's condition. However, most of the patients who seek medical treatment cannot accurately describe their condition and can only briefly describe the condition of the disease. It is often the case that a patient only determines the correct department to visit after seeing a doctor in multiple departments, thus delaying treatment, and even in severe cases, it may even endanger life due to the wrong direction of treatment. Case. [0003] In summary, the present invention provides a data mining system, method and apparatus to solve the problems existin...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G16H50/70G06N3/04G06K9/62G06F16/23G06F16/2458
CPCG16H40/20G16H80/00G06Q10/047
Inventor 何晓俊张亚然严玉
Owner BEIJING R&W ELECTRONICS TECH
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