Early warning method and system for organ failure, electronic equipment and storage medium
A technology of organ failure and early warning model, which is applied in the field of artificial intelligence to reduce the mortality rate, realize early diagnosis and early intervention and treatment.
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Embodiment 1
[0068] This embodiment provides an early warning method for organ failure, referring to figure 1 , the early warning method of the present embodiment includes:
[0069] S11. Extracting characteristic data of the target case;
[0070] S12. Input the characteristic data into the early warning model of organ failure to output the probability of the target case being positive for organ failure after a preset period of time.
[0071] In this embodiment, the early warning model of organ failure is trained from the characteristic data of positive cases and characteristic data of negative cases of organ failure. Among them, the characteristic data of the positive case includes the characteristic data collected before the prediction time, and the interval between the prediction time and the positive onset of organ failure is a preset time length. For example, in order to predict the onset probability of positive organ failure after 2 hours, we have If the onset time of case A positiv...
Embodiment 2
[0128] This embodiment provides an early warning system for organ failure, referring to Figure 6 , the early warning system of the present embodiment includes:
[0129] Extraction module 1, used to extract the feature data of the target case;
[0130] The early warning module 2 is used to input the characteristic data into the early warning model of organ failure, so as to output the onset probability of the target case being positive for organ failure after a preset period of time.
[0131] In this embodiment, the early warning model of organ failure is trained from the characteristic data of positive cases and characteristic data of negative cases of organ failure. Among them, the characteristic data of the positive case includes the characteristic data collected before the prediction time, and the interval between the prediction time and the positive onset of organ failure is a preset time length. For example, in order to predict the onset probability of positive organ fa...
Embodiment 3
[0176] This embodiment provides an electronic device, which can be expressed in the form of a computing device (for example, it can be a server device), including a memory, a processor, and a computer program stored on the memory and operable on the processor, wherein the processor The method for early warning of organ failure provided by Embodiment 1 can be realized when the computer program is executed.
[0177] Figure 7 A schematic diagram of the hardware structure of this embodiment is shown, as Figure 7 As shown, the electronic device 9 specifically includes:
[0178] At least one processor 91, at least one memory 92, and a bus 93 for connecting different system components, including the processor 91 and the memory 92, wherein:
[0179] The bus 93 includes a data bus, an address bus, and a control bus.
[0180] The memory 92 includes a volatile memory, such as a random access memory (RAM) 921 and / or a cache memory 922 , and may further include a read only memory (ROM...
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