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Life state prediction method and device, electronic equipment and storage medium

A technology of life state and prediction method, applied in the field of machine learning, which can solve problems such as difficulty in determining life state

Pending Publication Date: 2020-09-01
戴松世
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  • Abstract
  • Description
  • Claims
  • Application Information

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Problems solved by technology

[0004] In view of this, the purpose of the embodiment of the present application is to provide a life state prediction method, device, electronic equipment and storage medium to improve the prediction results in the prior art only for a certain ending moment, and the current life state is difficult to determine. question

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  • Life state prediction method and device, electronic equipment and storage medium
  • Life state prediction method and device, electronic equipment and storage medium
  • Life state prediction method and device, electronic equipment and storage medium

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Embodiment Construction

[0040] The technical solutions in the embodiments of the present application will be described below with reference to the drawings in the embodiments of the present application.

[0041] The applicant found that the existing prediction methods for patients with certain diseases such as acute kidney injury cannot accurately determine the current life state of the patient, and cannot perform continuous life state judgment based on the data of the patient within a short period of time, such as Komorowski et al. Clustering vital state solution, because it is data homogeneity clustering, it cannot reflect the actual intrinsic medical vital state.

[0042] The embodiment of this application provides a life state prediction method, please refer to figure 1 , figure 1 It is a schematic flowchart of a life state prediction method provided in the embodiment of the present application. The specific steps of the life state prediction method can be as follows:

[0043] Step S12: Obtain...

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Abstract

The invention provides a life state prediction method and device, electronic equipment and a storage medium, and relates to the technical field of machine learning. The method comprises the steps of acquiring a patient data set, wherein the patient data set comprises a plurality of specified physiological characteristics of a patient; performing earlier-stage processing on the patient data set toobtain a standard patient data set; inputting the standard patient data set into a life state prediction model, acquiring a life state prediction result output by the life state prediction model, andthe life state prediction result indicating that the hospital outcome of the patient is cure outcome or death, and the time from the hospital outcome to the current moment is short or long. Accordingto the method, the current life state of the patient is directly determined by adopting the life state prediction model based on the physiological characteristics of the patient, and the dynamic and instant life state of the patient at each moment in a certain period of time can be continuously given through the life state prediction model.

Description

technical field [0001] The present application relates to the technical field of machine learning, in particular, to a life state prediction method, device, electronic equipment and storage medium. Background technique [0002] When performing medical treatment on patients, especially the timing of surgery, taking special drugs or using some special treatments will also have a major impact on the treatment effect, so combined with the patient's current physical state and medical progress, start at the right time The treatment also greatly improves the patient's expectations for treatment and rehabilitation. [0003] However, due to the high clinical heterogeneity and uncertainty of physiological characteristics of critically ill patients, it is still difficult to determine the physiological state of patients and predict recovery in clinical practice, such as for patients with acute kidney injury. The technologies used in the prior art to predict the physiological and therap...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06Q10/04G16H10/60G06N3/08G06K9/62G06N3/04
CPCG06Q10/04G16H10/60G06N3/084G06N3/045G06F18/23G06F18/214
Inventor 戴松世
Owner 戴松世