Operation risk assessment interactive display method and device

Abstract

The invention discloses an operation risk assessment interactive display method and device, and is applied to the technical field of intelligent medical treatment, the method comprises the steps that a terminal main interface is displayed, and the terminal main interface comprises a comprehensive control group, a postoperative prediction control and a risk assessment control; in response to a trigger instruction for the comprehensive control group, comprehensive information of the target patient is acquired; wherein the comprehensive information comprises target basic information, target examination information and target operation information; in response to a trigger instruction for the postoperative prediction control, obtaining postoperative information of the target patient according to the comprehensive information; wherein the postoperative information comprises postoperative complication information and survival prediction information; and in response to a trigger instruction for the risk assessment control, obtaining an operation risk assessment result of the target patient according to the comprehensive information and the postoperative information. The method can effectively improve the evaluation precision and evaluation efficiency of the operation risk.

Description

Technical Field

[0001] The present application relates to the field of intelligent medical technology, and in particular, to a surgical risk assessment interaction display method and device. Background Art

[0002] Surgical risk assessment is an important link to ensure surgical safety, improve the success rate of surgery, and reduce postoperative complications. In related technologies, the surgical risk level of a patient is usually obtained by combining the patient's clinical data with a pre-trained neural network model, so as to achieve surgical risk assessment. However, related technologies are limited to single-type data and ignore other key factors that affect surgical risk, resulting in a reduction in the accuracy of surgical risk assessment. In addition, related technologies have relatively high requirements for the professional knowledge of medical staff in artificial intelligence and relatively low convenience, resulting in a reduction in the efficiency of surgical risk assessment. Summary of the Invention

[0003] Embodiments of the present application provide a surgical risk assessment interaction display method and device for effectively improving the accuracy and efficiency of surgical risk assessment.

[0004] On the one hand, embodiments of the present application provide a surgical risk assessment interaction display method, including the following steps: Display the main interface of the terminal, where the main interface of the terminal includes a comprehensive control group, a postoperative prediction control, and a risk assessment control; In response to a trigger instruction for the comprehensive control group, obtain the comprehensive information of the target patient; wherein, the comprehensive information includes target basic information, target examination information, and target surgical information; In response to a trigger instruction for the postoperative prediction control, obtain the postoperative information of the target patient according to the comprehensive information; wherein, the postoperative information includes postoperative complication information and survival prediction information; In response to a trigger instruction for the risk assessment control, obtain the surgical risk assessment result of the target patient according to the comprehensive information and the postoperative information.

[0005] On the other hand, embodiments of the present application provide a surgical risk assessment interaction display device, including: A first processing module for displaying the main interface of the terminal, where the main interface of the terminal includes a comprehensive control group, a postoperative prediction control, and a risk assessment control; A second processing module for obtaining the comprehensive information of the target patient in response to a trigger instruction for the comprehensive control group; wherein, the comprehensive information includes target basic information, target examination information, and target surgical information; A third processing module, configured to obtain postoperative information of a target patient according to the comprehensive information in response to a trigger instruction for the postoperative prediction control; wherein, the postoperative information includes postoperative complication information and survival prediction information. A fourth processing module, configured to obtain a surgical risk assessment result of the target patient according to the comprehensive information and the postoperative information in response to a trigger instruction for the risk assessment control.

[0006] The beneficial effects of the present application are as follows: A surgical risk assessment interaction display method and device are provided. First, a main interface of a display terminal is displayed, and the main interface of the terminal includes a comprehensive control group, a postoperative prediction control, and a risk assessment control. Then, in response to a trigger instruction for the comprehensive control group, comprehensive information of the target patient is obtained; wherein, the comprehensive information includes target basic information, target examination information, and target surgical information. After that, in response to a trigger instruction for the postoperative prediction control, postoperative information of the target patient is obtained according to the comprehensive information; wherein, the postoperative information includes postoperative complication information and survival prediction information. Finally, in response to a trigger instruction for the risk assessment control, a surgical risk assessment result of the target patient is obtained according to the comprehensive information and the postoperative information. The present application can effectively improve the assessment accuracy and assessment efficiency of surgical risks. Description of the Drawings

[0007] Figure 1 is a flowchart of a surgical risk assessment interaction display method provided by the present application; Figure 2 is an example diagram of the main interface of the terminal provided by the present application; Figure 3 is an example diagram of the first sub-interface provided by the present application; Figure 4 is an example diagram of the second sub-interface provided by the present application; Figure 5 is an example diagram of the third sub-interface provided by the present application; Figure 6 is an example diagram of the fourth sub-interface provided by the present application; Figure 7 is an example diagram of the fifth sub-interface provided by the present application; Figure 8 is an example diagram of the basic information import window provided by the present application; Figure 9 is an example diagram of the basic information viewing window provided by the present application; Figure 10 is an example diagram of the radiomics import window provided by the present application; Figure 11 is an example diagram of the laboratory import window provided by the present application; Figure 12It is a structural diagram of a surgical risk assessment interactive display device provided by this application. Detailed implementation manners

[0008] In order to make the objectives, technical solutions and advantages of this application more clear and understandable, the following further elaborates on this application in combination with the accompanying drawings and embodiments. It should be understood that the specific embodiments described herein are only used to explain this application and are not used to limit this application. The following further explains this application in combination with the drawings of the specification and specific embodiments. The described embodiments should not be regarded as a limitation of this application. All other embodiments obtained by those of ordinary skill in the art without creative efforts fall within the scope of protection of this application. In the following description, reference is made to "some embodiments", which describe a subset of all possible embodiments. However, it can be understood that "some embodiments" can be the same subset or different subsets of all possible embodiments and can be combined with each other without conflict. Unless otherwise defined, all technical and scientific terms used herein have the same meaning as commonly understood by those skilled in the technical field to which this application belongs. The terms used herein are only for the purpose of describing the embodiments of this application and are not intended to limit this application.

[0009] In view of the problems and defects existing in the related art, the embodiments of this application provide a surgical risk assessment interactive display method and device, aiming to effectively improve the assessment accuracy and efficiency of surgical risks.

[0010] First, a surgical risk assessment interactive display method provided by the embodiments of this application will be elaborated in detail below with reference to the accompanying drawings.

[0011] A surgical risk assessment interactive display method provided by the embodiments of this application can be applied to a terminal, can also be applied to a server, or can be software running on a terminal or a server, etc. The terminal can be a tablet computer, a notebook computer, a desktop computer, etc., but is not limited thereto. The server can be an independent physical server, can also be a server cluster or a distributed system composed of multiple physical servers, or can be a cloud server providing basic cloud computing services such as cloud services, cloud databases, cloud computing, cloud functions, cloud storage, network services, cloud communications, middleware services, domain name services, security services, content delivery networks (CDNs), and big data and artificial intelligence platforms. In addition, the server can also be a node server in a blockchain network, but is not limited thereto. Among them, blockchain is a new application mode of computer technologies such as distributed data storage, peer-to-peer transmission, consensus mechanism, and encryption algorithms.

[0012] Refer to Figure 1 , Figure 1It is a flowchart of a surgical risk assessment interactive display method provided by this application. The surgical risk assessment interactive display method may include, but is not limited to, the following steps S101 - S104.

[0013] S101, display the main interface of the terminal; wherein, the main interface of the terminal includes a comprehensive control group, a postoperative prediction control, and a risk assessment control.

[0014] In this step, the main interface 100 of the terminal as shown in Figure 2 is displayed in the terminal, which includes a comprehensive control group, a postoperative prediction control 110, and a risk assessment control 120.

[0015] S102, in response to a trigger instruction for the comprehensive control group, obtain the comprehensive information of the target patient; wherein, the comprehensive information includes target basic information, target examination information, and target surgical information.

[0016] It should be noted that the target basic information is used to indicate the basic situation of the target patient, which may include, but is not limited to, name, age, outpatient and inpatient information, department, past medical history, past medication history, current diagnosis information, and current medication information. The outpatient and inpatient information may include, but is not limited to, outpatient number and inpatient number. Furthermore, the target examination information is used to indicate the preoperative examination situation of the target patient, which may include, but is not limited to, laboratory examination information and radiomics examination information. Among them, the laboratory examination information is used to indicate the laboratory examination situation of the target patient, which refers to the examination information processed by laboratory tests, such as blood routine examination information, liver function examination information, electrocardiogram examination information, thyroid function three - item examination information, etc.; the radiomics examination information is used to indicate the radiomics examination situation of the target patient, which may include, but is not limited to, at least one of Computed Tomography (CT) images, ultrasound images, Magnetic Resonance Imaging (MRI) images, or X - ray images. In addition, the target surgical information is used to indicate the surgical situation of the target patient, which may include, but is not limited to, target surgical plan information and target anesthesia information. Among them, the target surgical plan information is used to indicate the surgical plan situation of the target patient, which refers to the information associated with the surgical plan of the target patient, which may include, but is not limited to, surgical department, surgical level, surgical site, surgical type, estimated surgical time, and proposed surgical plan; the target anesthesia information is used to indicate the anesthesia situation of the target patient, which refers to the information associated with the anesthesia plan of the target patient, which may include, but is not limited to, anesthesia type, anesthesia method, and anesthetic drugs.

[0017] It can be understood that the target patient refers to the application object of the surgical risk assessment interactive display method in the embodiments of this application.

[0018] In this step, when the user wants to obtain the comprehensive information of the target patient, the user can trigger the comprehensive control group. When the comprehensive control group is triggered, the first sub-interface 200 shown in Figure 3 , the second sub-interface 500 shown in Figure 4 , or any one of the third sub-interfaces 800 shown in Figure 5 will be displayed. The user can respectively obtain the target basic information, target examination information, and target surgical information of the target patient through interaction operations with these sub-interfaces.

[0019] S103. In response to the trigger instruction for the postoperative prediction control, based on the comprehensive information, obtain the postoperative information of the target patient; where the postoperative information includes postoperative complication information and survival prediction information.

[0020] It should be noted that the postoperative information is used to indicate the postoperative situation of the target patient. Among them, the postoperative complication information is used to indicate the possible postoperative complications that the target patient may have after the operation for the target patient, and the survival prediction information is used to indicate the survival probability of the target patient after the operation for the target patient.

[0021] In this step, when the user wants to obtain the postoperative information of the target patient, the user can trigger the postoperative prediction control 110. When the postoperative prediction control 110 is triggered, the fourth sub-interface 900 shown in Figure 6 will be displayed. The user can, based on the comprehensive information of the target patient, predict and obtain the postoperative complication information and survival prediction information of the target patient through interaction operations with the fourth sub-interface 900.

[0022] S104. In response to the trigger instruction for the risk assessment control, based on the comprehensive information and the postoperative information, obtain the surgical risk assessment result of the target patient.

[0023] It should be noted that the surgical risk assessment result may include, but is not limited to, the surgical risk level of the target patient and the prognosis strategy information. Among them, the surgical risk level refers to the risk level of the operation performed on the target patient, and the prognosis strategy information is used to indicate the strategy information for the surgical risk level.

[0024] In this step, when the user wants to perform a surgical risk assessment, the user can trigger the risk assessment control 120. When the risk assessment control 120 is triggered, the fifth sub-interface 1000 shown in Figure 7 will be displayed. The user can, based on the comprehensive information and the postoperative information of the target patient, determine the surgical risk assessment result of the target patient through interaction operations with the fifth sub-interface 1000, thereby realizing the surgical risk assessment.

[0025] It can be seen that in the embodiments of the present application, when fully considering key factors such as the patient's basic information, examination information, surgical information, postoperative complications, and survival prediction information, the assessment and processing of the patient's surgical risk are realized. In this way, it is not limited to a single-dimensional data source, thereby effectively improving the accuracy of surgical risk assessment. In addition, in the surgical risk assessment method of the embodiments of the present application, an interactive display technology is introduced to achieve intuitive, transparent, and traceable results, what you see is what you get. In this way, the professional knowledge requirements of medical staff in artificial intelligence can be effectively reduced, the learning cost can be reduced, and the convenience of surgical risk assessment can be improved, thereby effectively improving the efficiency of surgical risk assessment.

[0026] In some embodiments, referring to Figure 3 and Figure 8 , the above-mentioned comprehensive control group may include a basic information control 130; the implementation process of the above step S102 may include the following steps S201-S203.

[0027] S201, in response to a trigger instruction for the basic information control, display a first sub-interface; wherein, the first sub-interface includes a first import control, a first save control, and a basic information display area.

[0028] In this step, when the user wants to obtain the target basic information of the target patient, the user can trigger the basic information control 130. When the basic information control 130 is triggered, the first sub-interface 200 as shown in Figure 3 is displayed. The first sub-interface 200 includes a first import control 210, a first save control 220, and a basic information display area 230. The user can obtain the target basic information of the target patient through interactive operations with the first sub-interface 200.

[0029] S202, in response to a trigger instruction for the first import control, display a basic information import window; wherein, the basic information import window is used to obtain the proposed basic information of the target patient, and the proposed basic information is synchronously displayed in the basic information display area.

[0030] It should be noted that the meaning of the proposed basic information can follow the meaning of the target basic information in the above-mentioned embodiments, that is, the proposed basic information may include, but is not limited to, name, age, outpatient and inpatient information, department, past medical history, past medication history, current diagnosis information, and current medication information.

[0031] In this step, after the first sub-interface 200 as shown in Figure 3 is displayed, when the user wants to obtain the target basic information of the target patient, the user can trigger the first import control 210. When the first import control 210 is triggered, the display is as shown in Figure 8The basic information import window 300 shown in FIG. 1 is used to obtain the proposed basic information of the target patient, and returns to display the proposed basic information after obtaining the proposed basic information. Figure 3 The user can determine the target patient and obtain the proposed basic information of the target patient by interacting with the basic information import window 300, and the proposed basic information of the target patient will be synchronously displayed in the basic information display area 230, such as Figure 3 shown.

[0032] S203: In response to a trigger instruction to the first save control, the proposed basic information is determined as the target basic information.

[0033] In this step, after obtaining the proposed basic information of the target patient, when the user wants to determine the final target patient and his / her target basic information, the user can trigger the first save control 220. When the first save control 220 is triggered, the proposed basic information of the target patient is determined as the target basic information of the target patient, which includes name, age, outpatient and inpatient information, department, past medical history, past medication history, current diagnosis information, current medication information and other information, thereby realizing the acquisition and processing of the patient's basic information.

[0034] It can be seen that the present embodiment uses interactive display technology to obtain the patient's target basic information, which can not only dig out more detailed information related to the patient's basic condition, achieve intuitive, transparent and traceable, and what you see is what you get, but also effectively reduce the learning cost of medical staff in artificial intelligence, improve operational convenience, and improve the efficiency of obtaining target basic information, which is conducive to improving the efficiency of surgical risk assessment.

[0035] In some embodiments, reference Figure 8 The basic information import window 300 may include a first search input area 310, a first search control 320 and a first result display area 330; after the basic information import window is displayed in the step S202, the method may further include the following steps A01-A03.

[0036] A01, in response to an input instruction in a first search input area, obtaining basic information search parameters corresponding to the input instruction in the first search input area, and displaying the basic information search parameters in the first search input area.

[0037] It should be noted that the basic information search parameters may include but are not limited to at least one of the name, outpatient and inpatient information, or department to which the patient belongs.

[0038] In this step, Figure 8After the basic information import window 300 shown, when the user wants to search for a specific patient, the user can enter relevant information of the patient to be searched in the first search input area 310, such as the patient's name, outpatient and inpatient information (i.e., outpatient number, inpatient number), and department to which the patient belongs. The first search input area 310 will synchronously display the information entered by the user, that is, the basic information search parameters.

[0039] A02, in response to a trigger instruction for the first search control, obtain at least one preset patient corresponding to the basic information search parameters, and display the brief basic information of each preset patient in the first result display area; wherein, each preset patient is configured with a corresponding first sub-import control.

[0040] It should be noted that a preset patient refers to a patient whose corresponding proposed basic information is stored in the database in advance and corresponds to the basic information search parameters, and the brief basic information of the preset patient may include, but is not limited to, the name, age, outpatient and inpatient information, department to which the patient belongs, and chief complaint information of the preset patient.

[0041] In this step, after the user enters relevant information of the patient to be searched in the first search input area 310, the user can trigger the first search control 320. When the first search control 320 is triggered, a preset database will be retrieved, aiming to search for at least one preset patient corresponding to the basic information search parameters from it, and display the brief basic information of each searched preset patient in the first result display area 330, so that the user can view the brief situation of the searched patient and determine whether it is the patient they expect to search for. Among them, each preset patient is configured with a corresponding first sub-import control 340 for the user to select the desired patient as the target patient.

[0042] A03, in response to a trigger instruction for any one of the first sub-import controls, determine the preset patient corresponding to the trigger instruction of the first sub-import control as the target patient, obtain the proposed basic information of the target patient, and return to display the first sub-interface 200.

[0043] In this step, after the user searches for the desired patient, for the patient that the user needs to lock, the user can trigger the first sub-import control 340 of this patient. When the first sub-import control 340 of this patient is triggered, this patient will be determined as the target patient, and at the same time, the proposed basic information of this patient will be obtained. Subsequently, return to display the Figure 3 first sub-interface 200 shown, and the proposed basic information of this patient will be synchronously displayed in the basic information display area 230.

[0044] It can be seen that this embodiment uses the interactive display technology to select the target patient and obtain the proposed basic information of the target patient. In this way, not only can more comprehensive detailed information related to the patient's basic situation be mined, achieving intuitive, transparent and traceable, what you see is what you get, but also the learning cost of medical staff in artificial intelligence can be effectively reduced, the convenience of selecting the target patient and obtaining the proposed basic information can be improved, the efficiency of selecting the target patient and obtaining the proposed basic information can be improved, which is conducive to improving the evaluation efficiency of surgical risks.

[0045] In some embodiments, referring to Figure 8 and Figure 9 , each of the above-mentioned preset patients is also configured with a corresponding first viewing control 350; after the brief basic information of each preset patient is displayed in the first result display area in the above step A02, the method may further include the following steps A11-A13.

[0046] A11, in response to a trigger instruction for any one of the first viewing controls, display a basic information viewing window corresponding to the trigger instruction of the first viewing control; wherein, the basic information viewing window may include, but is not limited to, a sub-information display area and a first confirmation control.

[0047] In this step, after the basic information import window 300 as shown in Figure 8 is displayed, when the user wants to edit or view the proposed basic information of a specific patient, the user can trigger the first viewing control 350 corresponding to this patient. When the first viewing control 350 of this patient is triggered, this patient is determined as the patient to be edited, and a basic information viewing window 400 as shown in Figure 9 is displayed. The proposed basic information of this patient is displayed in the basic information viewing window 400. The basic information viewing window 400 may include a sub-information display area 410 and a first confirmation control 420. Among them, the patient to be edited refers to the patient whose proposed basic information is viewed or edited. In this embodiment, the patient to be edited is defined as the preset patient corresponding to the trigger instruction of the first viewing control 350.

[0048] A12, in response to an edit instruction in the sub-information display area, update the proposed basic information of the patient to be edited to obtain the updated proposed basic information of the patient to be edited.

[0049] In this step, after the display as shown in Figure 9After the basic information viewing window 400 shown, the sub-information display area 410 synchronously displays the proposed basic information of the patient to be edited, and the user can view the proposed basic information of the patient to be edited through the sub-information display area 410. In addition, when the user wants to edit the proposed basic information of the patient to be edited, the user can edit the existing proposed basic information or input new proposed basic information in the sub-information display area 410. When the sub-information display area 410 is edited, the proposed basic information corresponding to the edit instruction of the sub-information display area 410 is used as the updated proposed basic information of the patient to be edited, so as to update the proposed basic information, and the sub-information display area 410 will synchronously display the updated proposed basic information of the patient to be edited.

[0050] Optionally, referring to Figure 9 , the sub-information display area 410 may include a first display area 411, a second display area 412, a third display area 413, and a fourth display area 414. Among them: The first display area 411 is used to display the past medical history of the patient to be edited, such as "once suffered from hypertension and diabetes", that is, in response to the edit instruction of the first display area 411, the past medical history corresponding to the edit instruction of the first display area 411 is determined as the updated past medical history of the patient to be edited, so as to update the past medical history. The second display area 412 is used to display the past medication history of the patient to be edited, such as "used a certain drug on a certain date, three times a day, 0.5 grams each time", that is, in response to the edit instruction of the second display area 412, the past medication history corresponding to the edit instruction of the second display area 412 is determined as the updated past medication history of the patient to be edited, so as to update the past medication history. The third display area 413 is used to display the current diagnosis information of the patient to be edited, such as "the current diagnosis is an open fracture", that is, in response to the edit instruction of the third display area 413, the current diagnosis information corresponding to the edit instruction of the third display area 413 is determined as the updated current diagnosis information of the patient to be edited, so as to update the diagnosis information. The fourth display area 414 is used to display the current medication information of the patient to be edited, such as "the current medication is a certain drug, twice a day, 0.5 grams each time", that is, in response to the edit instruction of the fourth display area 414, the current medication information corresponding to the edit instruction of the fourth display area 414 is determined as the updated current medication information of the patient to be edited, so as to update the medication information.

[0051] A13. In response to the trigger instruction for the first determination control, the updated proposed basic information of the patient to be edited is determined as the new proposed basic information of the patient to be edited, and the basic information import window is returned for display.

[0052] In this step, after the user finishes editing the proposed basic information of the patient to be edited and wants to save the edited content, the user can trigger the first confirmation control 420. When the first confirmation control 420 is triggered, the updated proposed basic information of the patient to be edited is determined as the new proposed basic information of the patient to be edited, and then the basic information import window 300 as shown in Figure 8 is returned for display, thus completing the viewing and editing process of the proposed basic information.

[0053] Optionally, referring to Figure 9 , the above basic information viewing window 400 may further include, but is not limited to, a first closing control 430 and a second sub-import control 440, where: in response to a trigger instruction for the first closing control 430, the basic information viewing window 400 as shown in Figure 9 is closed, and the basic information import window 300 as shown in Figure 8 is returned for display. The user can close the basic information viewing window 400 by triggering the first closing control 430; and, in response to a trigger instruction for the second sub-import control 440, the patient to be edited is determined as the target patient, and the updated proposed basic information of the patient to be edited is determined as the target basic information of the target patient, and the first sub-interface 200 as shown in Figure 3 is returned for display. The user can directly import the updated proposed basic information of the patient to be edited as the target basic information of the target patient by triggering the second sub-import control 440, thereby effectively improving the acquisition efficiency of the target basic information.

[0054] It can be seen that this embodiment uses interactive display technology to view and update the proposed basic information of the preset patient, which can not only dig out more comprehensive detailed information related to the patient's basic situation, achieve intuitive, transparent and traceable, what you see is what you get, but also effectively reduce the learning cost of medical staff in artificial intelligence, improve the operation convenience, improve the viewing efficiency and update efficiency of the proposed basic information, and thus is beneficial to improving the evaluation efficiency of surgical risks.

[0055] In some embodiments, referring to Figure 4 , the above comprehensive control group may further include a preoperative examination control 140, and the above target examination information may include laboratory examination information and radiomics examination information; the implementation process of the above step S102 may further include the following steps S301 - S304.

[0056] S301, in response to a trigger instruction for the preoperative examination control, display a second sub-interface; wherein, the second sub-interface includes a second import control, an image information display area, a third import control, a laboratory information display area and a second save control.

[0057] In this step, when the user wants to obtain the target examination information of the target patient, the user can trigger the preoperative examination control 140. When the preoperative examination control 140 is triggered, the second sub-interface 500 as shown in Figure 4 is displayed. The second sub-interface 500 includes a second import control 510, an image information display area 520, a third import control 530, a laboratory information display area 540, and a second save control 550. The user can obtain the laboratory examination information and radiomics examination information of the target patient through the interaction operation with the second sub-interface 500.

[0058] S302. In response to the trigger instruction for the second import control, a radiomics import window is displayed; wherein, the radiomics import window is used to obtain the first proposed examination information of the target patient, and the first proposed examination information is synchronously displayed in the image information display area.

[0059] It should be noted that the meaning of the first proposed examination information can follow the meaning of the radiomics examination information in the above embodiment, that is, the first proposed examination information may include, but is not limited to, at least one of computed tomography images, ultrasound images, magnetic resonance imaging images, or X-ray images.

[0060] In this step, after the second sub-interface 500 as shown in Figure 4 is displayed, when the user wants to obtain the information associated with the radiomics examination situation of the target patient, the user can trigger the second import control 510. When the second import control 510 is triggered, the radiomics import window 600 as shown in Figure 10 is displayed. Among them, the radiomics import window 600 is used to obtain the first proposed examination information of the target patient and return to display the second sub-interface 500 as shown in Figure 4 after obtaining the first proposed examination information. The first proposed examination information is associated with the radiomics examination situation; the user can obtain the first proposed examination information of the target patient through the interaction operation with the radiomics import window 600, and the first proposed examination information will be synchronously displayed in the image information display area 520.

[0061] Optionally, referring to Figure 4 , the image information display area 520 may include a fifth display area 521, a sixth display area 522, a seventh display area 523, and an eighth display area 524. The fifth display area 521 is used to display the thumbnail of the proposed computed tomography image, the sixth display area 522 is used to display the thumbnail of the proposed ultrasound image, the seventh display area 523 is used to display the thumbnail of the proposed magnetic resonance imaging image, and the eighth display area 524 is used to display the thumbnail of the proposed X-ray image for the user to view the radiomics examination situation of the target patient.

[0062] S303. In response to a trigger instruction for the third import control, display a laboratory import window; wherein, the laboratory import window is used to obtain the second proposed examination information of the target patient, and the second proposed examination information is synchronously displayed in the laboratory information display area.

[0063] It should be noted that the meaning of the second proposed examination information can follow the meaning of the laboratory examination information in the above-mentioned embodiments, that is, the second proposed examination information refers to the examination information processed by laboratory tests, such as blood routine examination information, liver function examination information, electrocardiogram examination information, thyroid function three-item examination information, etc.

[0064] In this step, after displaying the second sub-interface 500 as shown in Figure 4 , when the user wants to obtain information related to the laboratory examination situation of the target patient, the user can trigger the third import control 530. When the third import control 530 is triggered, the laboratory import window 700 as shown in Figure 11 is displayed. Among them, the laboratory import window 700 is used to obtain the second proposed examination information of the target patient, and after obtaining the second proposed examination information, it returns to display the second sub-interface 500 as shown in Figure 4 . The second proposed examination information is associated with the laboratory examination situation; the user can obtain the second proposed examination information of the target patient through interactive operations with the laboratory import window 700, and the second proposed examination information will be synchronously displayed in the laboratory information display area 540.

[0065] S304. In response to a trigger instruction for the second save control, determine the first proposed examination information as radiomics examination information and the second proposed examination information as laboratory examination information.

[0066] In this step, after obtaining the first proposed examination information and the second proposed examination information, when the user wants to determine the final radiomics examination information and laboratory examination information, the user can trigger the second save control 550. When the second save control 550 is triggered, the first proposed examination information of the target patient is determined as the radiomics examination information of the target patient, which includes computed tomography images, ultrasound images, magnetic resonance imaging images, X-ray images, etc., and the second proposed examination information of the target patient is determined as the laboratory examination information of the target patient, such as blood routine examination information, liver function examination information, electrocardiogram examination information, etc., so as to realize the acquisition and processing of the patient's preoperative examination information.

[0067] It can be seen that this embodiment uses interactive display technology to obtain the target examination information of the patient, which can not only mine more comprehensive detailed information associated with the patient's preoperative examination situation, achieve intuitive transparency and traceability, what you see is what you get, but also effectively reduce the learning cost of medical staff in artificial intelligence, improve the operation convenience, and improve the acquisition efficiency of the target examination information, thus contributing to improving the evaluation efficiency of surgical risks.

[0068] In some embodiments, referring to Figure 10 , the above-mentioned radiomics import window 600 may include but is not limited to a second search input area 610, a second search control 620, a second result display area 630, a first selection display area 640, and a third sub-import control 650; after the radiomics import window is displayed in the above step S302, the above method may further include the following steps B01-B04.

[0069] B01. In response to the input instruction of the second search input area, obtain the radiomics search parameters corresponding to the input instruction of the second search input area and display them in the second search input area.

[0070] It should be noted that the radiomics search parameters may include but are not limited to at least one of the radiomics examination time or the radiomics examination type. Among them, the radiomics examination time refers to the time period when the radiomics examination is carried out, and the radiomics examination type may include but is not limited to ultrasound type, CT type, MRI type, X-ray type, etc.

[0071] In this step, after the radiomics import window 600 as shown in Figure 10 is displayed, when the user wants to search for specific radiomics images of the target patient, the user can input the relevant information of the radiomics images to be searched in the second search input area 610, such as the radiomics examination time and radiomics examination type of the target patient, etc. The second search input area 610 will synchronously display the information input by the user, that is, the radiomics search parameters.

[0072] B02. In response to the trigger instruction of the second search control, obtain at least one radiomics image corresponding to the radiomics search parameters and the target patient, and display the brief image information of each radiomics image in the second result display area; each radiomics image is configured with a corresponding first sub-selection control.

[0073] It should be noted that the radiomics images can include, but are not limited to, any one of computed tomography images, ultrasound images, magnetic resonance imaging images, or X-ray images. The brief image information of the radiomics images can include, but is not limited to, outpatient and inpatient information, radiomics examination time, radiomics examination type, and radiomics examination items, etc. The radiomics examination item refers to the organ part where the radiomics examination is performed on the target patient, such as the chest cavity, etc.

[0074] In this step, after the user enters the relevant information of the radiomics image to be searched in the second search input area 610, the user can trigger the second search control 620. When the second search control 620 is triggered, a preset database will be retrieved to search for at least one radiomics image corresponding to the radiomics search information and the target patient, and the brief image information of each radiomics image will be displayed in the second result display area 630 for the user to view the brief situation of the searched radiomics image and determine whether it is the radiomics image expected to be searched. Among them, each radiomics image is configured with a corresponding first sub-selection control 660 for the user to select one or more radiomics images.

[0075] B03, in response to the trigger instruction for at least one first sub-selection control, display the brief image information of the radiomics image corresponding to the trigger instruction of at least one first sub-selection control in the first selection display area.

[0076] In this step, after the user searches for the required radiomics image, when the user wants to select a specific radiomics image, the user can trigger the first sub-selection control 660 of the radiomics image. When the first sub-selection control 660 of the radiomics image is triggered, the brief image information of the radiomics image will be displayed in the first selection display area 640 for the user to view the radiomics image they have selected.

[0077] B04, in response to the trigger instruction for the third sub-import control, determine all the radiomics images whose brief image information is displayed in the first selection display area as the first proposed examination information and return to display the second sub-interface.

[0078] In this step, after the user selects one or more radiomics images, for the one or more radiomics images selected by the user, the brief image information of these radiomics images is displayed in the first selection display area 640. The user can trigger the third sub-import control 650. When the third sub-import control 650 is triggered, all the radiomics images whose brief image information is displayed in the first selection display area are determined as the first proposed examination information, and then return to display as Figure 4The second sub-interface 500 shown, and the first proposed inspection information will be synchronously displayed in the image information display area 520.

[0079] Optionally, referring to Figure 10 , each radiomics image is also configured with a corresponding second viewing control 670, where: in response to a trigger instruction for any second viewing control 670, a radiomics viewing window corresponding to the trigger instruction of the second viewing control 670 is displayed. The radiomics viewing window is used to display the inspection details of the radiomics image corresponding to the trigger instruction of the second viewing control 670. The inspection details may include, but are not limited to, radiomics inspection items (such as cervical spine 3.0T plain scan, etc.), findings (such as cervical spine physiological curvature deviation, sequences showing a stepped and slightly posterior shift... etc.), inspection conclusions (such as cervical spine degenerative changes, cervical spine instability... etc.), inspection time, and inspector, etc. The user can view the detailed inspection situation of a specific radiomics image by triggering the second viewing control 670. In addition, the radiomics viewing window may also include a third viewing control. In response to a trigger instruction for the third viewing control, a radiomics image window is displayed. The radiomics image window is used to display the radiomics image. The user can view a specific radiomics image by triggering the third viewing control.

[0080] Optionally, in the first selection display area 640, each radiomics image is configured with a corresponding first deletion control 680, where: in response to a trigger instruction for any first deletion control 680, the brief image information of the radiomics image corresponding to the trigger instruction of the first deletion control 680 is cancelled from display in the first selection display area 640. When the user finds that a certain radiomics image is not the radiomics image they need, the user can cancel the selection of the radiomics image by triggering the first deletion control 680 of the radiomics image. At this time, the brief image information of the radiomics image is cancelled from display in the first selection display area 640.

[0081] Thus, this embodiment uses interactive display technology to select the first proposed inspection information of the target patient, and the first proposed inspection information is associated with the patient's radiomics inspection situation. In this way, not only can more comprehensive detail information related to the patient's radiomics inspection situation be mined, achieving intuitive, transparent, traceable, and what you see is what you get, but also the learning cost of medical staff in artificial intelligence can be effectively reduced, the operation convenience can be improved, the acquisition efficiency of radiomics-related information can be enhanced, and thus the evaluation efficiency of surgical risks can be improved.

[0082] In some embodiments, referring to Figure 11, the above laboratory import window 700 may include a third search input area 710, a third search control 720, a third result display area 730, a second selection display area 740, and a fourth sub-import control 750; after the laboratory import window is displayed in step S303, the method may further include the following steps B11-B14.

[0083] B11. In response to an input instruction in the third search input area, obtain laboratory search parameters corresponding to the input instruction in the third search input area and display them in the third search input area.

[0084] It should be noted that the laboratory search parameters may include, but are not limited to, at least one of the laboratory examination time or the laboratory examination type. Among them, the laboratory examination time may be the time period when the laboratory test is performed, and the laboratory examination type refers to the specific type of the test, such as blood routine, liver function, electrocardiogram, etc.

[0085] In this step, after the laboratory import window 700 as shown Figure 11 is displayed, when the user wants to search for specific laboratory test information of the target patient, the user can enter relevant information about the laboratory test information to be searched in the third search input area 710, such as the laboratory examination time and laboratory examination type of the target patient, etc. The third search input area 710 will synchronously display the information entered by the user, that is, the laboratory search parameters.

[0086] B12. In response to a trigger instruction for the third search control, obtain at least one laboratory test information corresponding to the laboratory search parameters and the target patient, and display the brief test information of each laboratory test information in the third result display area; among them, each laboratory test information is configured with a corresponding second sub-selection control.

[0087] It should be noted that the laboratory test information is used to indicate the examination information processed by laboratory tests, such as blood routine examination information, liver function examination information, electrocardiogram examination information, thyroid function three-item examination information, etc. The brief test information of the laboratory test information may include, but is not limited to, outpatient and inpatient information, laboratory examination time, and laboratory examination type, etc.

[0088] In this step, after the user enters the relevant information of the laboratory test information to be searched in the third search input area 710, the user can trigger the third search control 720. When the third search control 720 is triggered, a preset database will be retrieved, aiming to search for at least one laboratory test information corresponding to the laboratory search information and the target patient, and display the brief test information of each laboratory test information in the third result display area 730, so that the user can view the brief situation of the searched laboratory test information and determine whether it is the expected laboratory test information to be searched. Among them, each laboratory test information is configured with a corresponding second sub-selection control 760 for the user to select at least one laboratory test information.

[0089] B13. In response to the trigger instruction for at least one second sub-selection control, display the brief test information of the laboratory test information corresponding to the trigger instruction of at least one second sub-selection control in the second selection display area.

[0090] In this step, after the user searches for the required laboratory test information, when the user wants to select a specific laboratory test information, the user can trigger the second sub-selection control 760 of the laboratory test information. When the second sub-selection control 760 of the laboratory test information is triggered, the brief test information of the laboratory test information will be displayed in the second selection display area 740 for the user to view the selected laboratory test information.

[0091] B14. In response to the trigger instruction for the fourth sub-import control, determine all the laboratory test information with the brief test information displayed in the second selection display area as the second proposed examination information and return to display the second sub-interface.

[0092] In this step, after the user selects one or more laboratory test information, for the one or more laboratory test information selected by the user, the brief test information of these laboratory test information is displayed in the second selection display area 740. The user can trigger the fourth sub-import control 750. When the fourth sub-import control 750 is triggered, all the laboratory test information with the brief test information displayed in the second selection display area 740 is determined as the second proposed examination information, and then return to display the second sub-interface 500 as shown in Figure 4 The second proposed examination information will be synchronously displayed in the laboratory information display area 540.

[0093] Optionally, refer to Figure 11, each laboratory test information is also configured with a corresponding fourth viewing control 770, where: in response to a trigger instruction for any one of the fourth viewing controls 770, a laboratory viewing window corresponding to the trigger instruction of the fourth viewing control 770 is displayed. The laboratory viewing window is used to display the inspection details of the laboratory test information corresponding to the trigger instruction of the fourth viewing control 770. The inspection details may include, but are not limited to, laboratory inspection items (such as multi-channel routine electrocardiogram and eighteen-lead electrocardiogram), inspection findings (such as no abnormalities in P, QRS, and ST-T), inspection conclusions (such as first-degree sinus rhythm, atrioventricular block, etc.), inspection time, and inspector. Users can view the detailed inspection situation of specific laboratory test information by triggering the fourth viewing control 770. In addition, the laboratory viewing window may further include a fifth viewing control. In response to a trigger instruction for the fifth viewing control, a laboratory information window is displayed. The laboratory information window is used to display laboratory test information. For example, for the inspection item of multi-channel routine electrocardiogram and eighteen-lead electrocardiogram, the laboratory test information may be an electrocardiogram. Another example is that for the inspection item of three thyroid function tests, the laboratory test information may be free triiodothyronine value, free thyroxine value, and thyroid stimulating hormone value, etc. Users can view specific laboratory test information by triggering the fifth viewing control.

[0094] Optionally, in the second selection display area 740, each laboratory test information is configured with a corresponding second deletion control 780, where: in response to a trigger instruction for any one of the second deletion controls 780, the brief test information of the laboratory test information corresponding to the trigger instruction of the second deletion control 780 is cancelled from display in the first selection display area 740. When a user finds that a certain laboratory test information is not the laboratory test information they need, the user can cancel the selection of the laboratory test information by triggering the second deletion control 780 of the laboratory test information. At this time, the brief test information of the laboratory test information is cancelled from display in the second selection display area 740.

[0095] Thus, this embodiment uses interactive display technology to select the second proposed inspection information of the target patient, and the second proposed inspection information is associated with the patient's laboratory inspection situation. In this way, not only can more comprehensive detailed information related to the patient's laboratory inspection situation be mined, achieving intuitive, transparent, traceable, and what you see is what you get, but also the learning cost of medical staff in artificial intelligence can be effectively reduced, the operation convenience can be improved, and the acquisition efficiency of laboratory-related information can be enhanced, thus being beneficial to improving the evaluation efficiency of surgical risks.

[0096] In some embodiments, referring to Figure 5, the above-mentioned comprehensive control group may include a surgical information control 150, and the above-mentioned target surgical information may include target surgical plan information and target anesthesia information; the implementation process of step S102 may further include the following steps S401-S404.

[0097] S401, in response to a trigger instruction for the surgical information control, display a third sub-interface; wherein, the third sub-interface includes a third save control, a surgical information selection area, and an anesthesia information selection area.

[0098] In this step, when the user wants to obtain the target surgical information of the target patient, the user can trigger the surgical information control 150. When the surgical information control 150 is triggered, the third sub-interface 800 as shown Figure 5 is displayed. The third sub-interface 800 includes a third save control 810, a surgical information selection area 820, and an anesthesia information selection area 830. The user can obtain the target surgical plan information and target anesthesia information of the target patient through interactive operations with the third sub-interface 800.

[0099] S402, in response to a selection instruction for the surgical information selection area, obtain the proposed surgical plan information corresponding to the trigger instruction for the surgical information selection area and display it in the surgical information selection area.

[0100] It should be noted that the meaning of the proposed surgical plan information can follow the meaning of the target surgical plan information in the above-mentioned embodiment, that is, the proposed surgical plan information may include but is not limited to the surgical department, surgical level, surgical site, surgical type, estimated surgical time, and proposed surgical plan, etc.

[0101] In this step, after the third sub-interface 800 as shown Figure 5 is displayed, when the user wants to obtain the proposed surgical plan information of the target patient, the user can select the surgical information selection area 820 to select contents such as the surgical department, surgical level, surgical site, surgical type, estimated surgical time, and proposed surgical plan. When the surgical information selection area 820 is selected, the content information selected by the user, that is, the proposed surgical plan information, will be obtained and synchronously displayed in the surgical information selection area 820.

[0102] Optionally, the surgical information selection area 820 may include a first selection area 821, a second selection area 822, a third selection area 823, a fourth selection area 824, a fifth selection area 825, and a sixth selection area 826, where: The first selection area 821 is used to obtain the surgical department when selected, such as the orthopedics department. That is, in response to the selection instruction for the first selection area 821, the surgical department corresponding to the selection instruction for the first selection area 821 is obtained and displayed in the first selection area 821. The user can select the required surgical department by selecting the first selection area 821; The second selection area 822 is used to obtain the surgical level when selected, such as level two. That is, in response to the selection instruction for the second selection area 822, the surgical level corresponding to the selection instruction for the second selection area 822 is obtained and displayed in the second selection area 822. The user can select the required surgical level by selecting the second selection area 822; The third selection area 823 is used to obtain the surgical site when selected, such as the leg. That is, in response to the selection instruction for the third selection area 823, the surgical site corresponding to the selection instruction for the third selection area 823 is obtained and displayed in the third selection area 823. The user can select the required surgical site by selecting the third selection area 823; The fourth selection area 824 is used to obtain the surgical type when selected, such as an open fracture surgery. That is, in response to the selection instruction for the fourth selection area 824, the surgical type corresponding to the selection instruction for the fourth selection area 824 is obtained and displayed in the fourth selection area 824. The user can select the required surgical type by selecting the fourth selection area 824; The fifth selection area 825 is used to obtain the estimated surgical time when selected. That is, in response to the selection instruction for the fifth selection area 825, the estimated surgical time corresponding to the selection instruction for the fifth selection area 825 is obtained and displayed in the fifth selection area 825; The sixth selection area 826 is used to edit the proposed surgical plan. That is, in response to the selected input instruction for the sixth selection area 826, the proposed surgical plan corresponding to the selected input instruction for the sixth selection area 826 is obtained. The user can input the required proposed surgical plan in the sixth selection area 826.

[0103] S403. In response to the selection instruction for the anesthesia information selection area, obtain the proposed anesthesia information corresponding to the trigger instruction for the anesthesia information selection area and display it in the anesthesia information selection area.

[0104] It should be noted that the meaning of the proposed anesthesia information can follow the meaning of the target anesthesia information in the above embodiment. That is, the proposed anesthesia information may include, but is not limited to, anesthesia type, anesthesia method, anesthesia drugs, etc.

[0105] In this step, when displaying as Figure 6After the third sub-interface 800 shown, when the user wants to obtain the proposed anesthesia information of the target patient, the user can select the anesthesia information selection area 830 to select the content such as anesthesia type, anesthesia method, and anesthetic drugs. When the anesthesia information selection area 830 is selected, the content information selected by the user, that is, the proposed anesthesia information, will be obtained and synchronously displayed in the anesthesia information selection area 830.

[0106] Optionally, the anesthesia information selection area 830 may include a seventh selection area 831, an eighth selection area 832, and a ninth selection area 833, where: the seventh selection area 831 is used to obtain the anesthesia type when selected, such as general anesthesia, etc., that is, in response to the selection instruction for the seventh selection area 831, the anesthesia type corresponding to the selection instruction for the seventh selection area 831 is obtained and displayed in the seventh selection area 831, and the user can select the required anesthesia type by selecting the seventh selection area 831; the eighth selection area 832 is used to obtain the anesthesia method when selected, such as inhalation, etc., that is, in response to the selection instruction for the eighth selection area 832, the anesthesia method corresponding to the selection instruction for the eighth selection area 832 is obtained and displayed in the eighth selection area 832, and the user can select the required anesthesia method by selecting the eighth selection area 832; the ninth selection area 833 is used to obtain the anesthetic drug when selected, that is, in response to the selection instruction for the ninth selection area 833, the anesthetic drug corresponding to the selection instruction for the ninth selection area 833 is obtained and displayed in the ninth selection area 833, and the user can select the required anesthetic drug by selecting the ninth selection area 833.

[0107] S404, in response to the trigger instruction for the third save control, determine the proposed surgical plan information as the target surgical plan information and the proposed anesthesia information as the target anesthesia information.

[0108] In this step, after selecting the proposed surgical plan information and the proposed anesthesia information, when the user wants to determine the final target surgical information, the user can trigger the third save control 810. When the third save control 810 is triggered, the proposed surgical plan information is determined as the target surgical plan information, and the proposed anesthesia information is determined as the target anesthesia information, so as to realize the acquisition and processing of the patient's surgical information.

[0109] Thus, this embodiment uses the interactive display technology to obtain the target surgical information of the patient, which can not only dig out more comprehensive detail information related to the patient's surgical situation, realize intuitive, transparent, and traceable, what you see is what you get, but also effectively reduce the learning cost of medical staff in artificial intelligence, improve the operation convenience, and improve the acquisition efficiency of the target surgical information, thereby being beneficial to improving the evaluation efficiency of surgical risks.

[0110] In some embodiments, refer toFigure 6 , the implementation process of the above step S103 may include the following steps S501 - S504.

[0111] S501, in response to a trigger instruction for the postoperative prediction control, display a fourth sub - interface; wherein, the fourth sub - interface includes a first processing control, a second processing control, a complication display area, a survival prediction display area, and a fourth save control.

[0112] In this step, when the user wants to obtain the postoperative information of the target patient, the user can trigger the preoperative prediction control. When the preoperative prediction control is triggered, the fourth sub - interface 900 as shown Figure 6 is displayed. The fourth sub - interface 900 includes a first processing control 910, a second processing control 920, a complication display area 930, a survival prediction display area 940, and a fourth save control 950. The user can obtain the postoperative complication information and survival prediction information of the target patient through interactive operations with the fourth sub - interface 900.

[0113] S502, in response to a trigger instruction for the first processing control, perform postoperative complication prediction based on the comprehensive information, obtain postoperative complication information, and display it in the complication display area.

[0114] It should be noted that the postoperative complication information may include, but is not limited to, the type of postoperative complication and the probability of postoperative complication. The probability of postoperative complication refers to the predicted probability of the type of postoperative complication.

[0115] In this step, considering that the postoperative complications of the patient are closely related to the patient's basic condition, preoperative examination situation, and surgical situation, after the fourth sub - interface 900 as shown Figure 6 is displayed, when the user wants to obtain the postoperative complication information of the target patient, the user can trigger the first processing control 910. When the first processing control 910 is triggered, the postoperative complication prediction process will be carried out by combining the comprehensive information of the target patient obtained in the previous steps with a pre - trained first neural network model, so as to obtain the type of postoperative complication and the probability of postoperative complication as the postoperative complication information, and synchronously display it in the complication display area 930.

[0116] Optionally, the type of the first neural network model can be set according to the actual situation, and this embodiment does not make specific limitations. For example, the first neural network model can be a convolutional neural network model, but is not limited thereto.

[0117] S503, in response to a trigger instruction for the second processing control, perform survival prediction based on the comprehensive information and the postoperative complication information, obtain survival prediction information, and display it in the survival prediction display area.

[0118] In this step, considering that the survival probability of the patient is closely related to the patient's basic condition, preoperative examination conditions, surgical conditions, and postoperative complication conditions, after the postoperative complication information is displayed in the complication display area 930, when the user wants to obtain the survival prediction information of the target patient, the user can trigger the second processing control 920. When the second processing control 920 is triggered, survival prediction processing will be performed based on the comprehensive information of the target patient and the postoperative complication information obtained in the previous steps in combination with a pre-trained second neural network model, so as to obtain the survival prediction information and synchronously display it in the survival prediction display area 940.

[0119] Optionally, the type of the second neural network model can be set according to the actual situation, and this embodiment does not make specific limitations in this regard. For example, the second neural network model can be a convolutional neural network model, but it is not limited thereto.

[0120] Optionally, the implementation processes of the above-mentioned postoperative complication prediction and the above-mentioned survival prediction are as follows: In the first step, use the BERT model to extract features from the target basic information, target surgical information, and laboratory examination information respectively to obtain the target basic features, target surgical features, and laboratory examination features, and use the convolutional neural network model to extract features from the radiomics examination information to obtain radiomics examination features.

[0121] Step 2: First, splice the radiomics examination features and laboratory examination features to obtain the target examination features. Then, using the target basic features as the query and the target examination features as the key values, the target basic features and the target examination features are fused by means of the attention mechanism to obtain the first fusion feature, so as to promote the feature interaction between the detailed features associated with the patient's basic conditions and the detailed features associated with the patient's preoperative examination conditions, and capture the feature information associated with the surgical risk therein. Using the target examination features as the query and the target surgical features as the key values, the target examination features and the target surgical features are fused by means of the attention mechanism to obtain the second fusion feature, so as to promote the feature interaction between the detailed features associated with the patient's preoperative examination conditions and the detailed features associated with the patient's surgical conditions, and capture the feature information associated with the surgical risk therein. Using the target surgical features as the query and the target basic features as the key values, the target surgical features and the target basic features are fused by means of the attention mechanism to obtain the third fusion feature, so as to promote the feature interaction between the detailed features associated with the patient's basic conditions and the detailed features associated with the patient's surgical conditions, and capture the feature information associated with the surgical risk therein. Finally, the first fusion feature, the second fusion feature and the third fusion feature are weighted and fused to obtain the final target fusion feature. In this way, through feature fusion, the detailed features associated with postoperative complication prediction and survival prediction hidden in the information such as the patient's basic conditions, preoperative examination conditions and surgical conditions can be effectively captured, and the detailed features of different dimensions can be effectively fused.

[0122] Step 3: Postoperative complication prediction: Invoke the pre-trained first convolutional neural network model, and input the target fusion feature into the first convolutional neural network model to predict the postoperative complication type and the postoperative complication probability. Among them, the first convolutional neural network model is trained by a plurality of preset fusion features (whose essence is the same as the target fusion feature) and the postoperative complication type corresponding to each preset fusion feature.

[0123] Step 4: Survival prediction: Invoke the pre-trained second convolutional neural network model, and input the target fusion feature, the postoperative complication type and the postoperative complication probability into the second convolutional neural network model to predict the survival prediction information. Among them, the second convolutional neural network model is trained by a plurality of preset composite parameters and the survival probability corresponding to each preset composite parameter, and the composite parameters include fusion features (whose essence is the same as the target fusion feature), postoperative complication types and postoperative complication probabilities.

[0124] S504, in response to the trigger instruction for the fourth save control, determine the postoperative complication information and the survival prediction information as the postoperative information.

[0125] In this step, after obtaining the postoperative complication information and survival prediction information, when the user wants to determine the final postoperative information, the user can trigger the fourth save control 950. When the fourth save control 950 is triggered, the postoperative complication information and survival prediction information are determined as the postoperative information, thereby realizing the acquisition and processing of the patient's postoperative information.

[0126] Thus, this embodiment uses the interactive display technology to obtain the target postoperative information of the patient. It can not only mine more comprehensive detailed information related to the patient's postoperative condition, achieving intuitive, transparent, traceable, and what-you-see-is-what-you-get, but also effectively reduce the learning cost of medical staff in artificial intelligence, improve the operation convenience, and enhance the acquisition efficiency of the target postoperative information, thereby facilitating the improvement of the surgical risk assessment efficiency. In addition, this embodiment obtains the postoperative complication information and survival prediction information in the target postoperative information in a hierarchical manner. First, considering the strong correlation between the patient's postoperative complications and the patient's basic condition, preoperative examination condition, and surgical condition, the patient's comprehensive information is used to predict the type and probability of the patient's postoperative complications. Then, considering the strong correlation between the patient's survival probability and the patient's basic condition, preoperative examination condition, surgical condition, and postoperative complication condition, the patient's comprehensive information and postoperative complication information are used to predict the patient's survival prediction information, thereby realizing the prediction and processing of the patient's postoperative complications and survival probability considering multi-dimensional key factors. In this way, the accuracy of the target postoperative information can be effectively improved, which is conducive to improving the accuracy of the surgical risk assessment.

[0127] In some embodiments, referring to Figure 7 , the above surgical risk assessment result may include the surgical risk level and prognostic strategy information; the implementation process of the above step S104 may include the following steps S601 - S603.

[0128] S601, in response to the trigger instruction for the risk assessment control, display the fifth sub-interface; wherein, the fifth sub-interface includes a risk level display area and a prognostic strategy display area.

[0129] In this step, when the user wants to perform a surgical risk assessment, the user can trigger the risk assessment control 120. When the risk assessment control 120 is triggered, the fifth sub-interface 1000 as shown in Figure 7 is displayed. The fifth sub-interface 1000 includes a risk level display area 1100 and a prognostic strategy display area 1200. The user can achieve the assessment and processing of the surgical risk of the target patient through the interactive operation with the fifth sub-interface 1000.

[0130] S602. Perform surgical risk prediction based on the comprehensive information and postoperative information to obtain the surgical risk level, and display it in the risk level display area.

[0131] In this step, after displaying the fifth sub-interface 1000 as shown Figure 7 Input the comprehensive information and postoperative information of the target patient into the pre-trained third neural network model. Perform surgical risk prediction through this third neural network model to obtain the surgical risk level, and synchronously display it in the risk level display area 1100. Optionally, the surgical risk level may include a high risk level, a medium risk level, and a low risk level, but is not limited thereto.

[0132] Optionally, the implementation process of the above surgical risk prediction is as follows: The first step, feature extraction: Use the BERT model to extract features from the target basic information, target surgical information, postoperative complication information, survival prediction information, and laboratory examination information respectively to obtain the target basic features, target surgical features, laboratory examination features, postoperative complication features, and survival prediction features, and use the convolutional neural network model to extract features from the radiomics examination information to obtain the radiomics examination features.

[0133] Step 2, Feature Fusion: First, concatenate the radiomics examination features and laboratory examination features to obtain the target examination features, and concatenate the postoperative complication features and survival prediction features to obtain the target postoperative features; then, using the target basic features as the query and the target examination features as the key values, utilize the attention mechanism to fuse the target basic features and the target examination features to obtain the first fusion feature, so as to promote the feature interaction between the detailed features associated with the patient's basic situation and the detailed features related to the patient's preoperative examination situation, and capture the feature information associated with the surgical risk therein; using the target examination features as the query and the target surgical features as the key values, utilize the attention mechanism to fuse the target examination features and the target surgical features to obtain the second fusion feature, so as to promote the feature interaction between the detailed features associated with the patient's preoperative examination situation and the detailed features related to the patient's surgical situation, and capture the feature information associated with the surgical risk therein; using the target surgical features as the query and the target basic features as the key values, utilize the attention mechanism to fuse the target surgical features and the target basic features to obtain the third fusion feature, so as to promote the feature interaction between the detailed features associated with the patient's basic situation and the detailed features related to the patient's surgical situation, and capture the feature information associated with the surgical risk therein; afterwards, perform skip connections on the first fusion feature and the target postoperative features to obtain the fourth fusion feature, and perform skip connections on the second fusion feature and the target postoperative features to obtain the fifth fusion feature, and perform skip connections on the third fusion feature and the target postoperative features to obtain the sixth fusion feature, thus integrating the detailed features associated with the patient's postoperative situation into various fusion features to achieve feature interaction; finally, perform weighted fusion on the fourth fusion feature, the fifth fusion feature, and the sixth fusion feature to obtain the final patient fusion feature. In this way, through feature fusion, it is possible to effectively capture the detailed features hidden in the information such as the patient's basic situation, preoperative examination situation, surgical situation, and postoperative situation, and effectively fuse the detailed features of different dimensions, thereby capturing more feature information associated with the surgical risk.

[0134] Step 3, Surgical Risk Prediction: Input the patient fusion feature into a pre-trained support vector machine model, and predict the surgical risk value of the target patient through the support vector machine model. Among them, the support vector machine model is trained with multiple preset fusion features (whose essence is the same as the above patient fusion feature) and the surgical risk values corresponding to each preset fusion feature.

[0135] Step 4, grade classification: If the surgical risk value is within the first preset interval, the high-risk grade is determined as the surgical risk grade; if the surgical risk value is within the second preset interval, the medium-risk grade is determined as the surgical risk grade; if the surgical risk value is within the third preset interval, the low-risk grade is determined as the surgical risk grade. Among them, the second preset interval is located between the first preset interval and the third preset interval, and the lower limit value of the first preset interval is higher than the upper limit value of the third preset interval. Optionally, each preset interval can be set according to the actual situation, and this embodiment does not make specific limitations on this.

[0136] S603, retrieve the prognosis strategy according to the surgical risk grade, comprehensive information, and postoperative information, obtain the prognosis strategy information, and display it in the prognosis strategy display area.

[0137] In this step, after predicting the surgical risk grade, the prognosis strategy will be retrieved based on the surgical risk grade, comprehensive information, and postoperative information, so as to obtain the prognosis strategy information, which will be synchronously displayed in the prognosis strategy display area 1200.

[0138] Optionally, the above prognosis strategy retrieval can be to retrieve a preset strategy database, which pre-stores multiple preset prognosis strategies, and each prognosis strategy corresponds to a surgical risk grade, a comprehensive information, and a postoperative information. Through database retrieval, the prognosis strategy corresponding to the surgical risk grade, comprehensive information, and postoperative information of the target patient can be obtained as the prognosis strategy information. Of course, the above prognosis strategy retrieval can also be to input the preset prompt words and the surgical risk grade, comprehensive information, and postoperative information of the target patient into a large language model, and output the prognosis strategy information through the large language model. Among them, the prompt words can be flexibly set according to the actual situation. For example, "Familiar with clinical guidelines and expert consensus. There is a patient with the following situation: the surgical risk grade is high risk grade, the comprehensive information is..., and the postoperative information is.... Please give the postoperative prognosis strategy for this patient according to these situations.", but it is not limited to this.

[0139] Optionally, the fifth sub-interface 1000 can also include a print control 1300, where: in response to a trigger instruction for the print control 1300, print the comprehensive information, postoperative information, and surgical risk assessment result of the target patient. When the user wants to print the content associated with the surgical risk assessment, the user can trigger the print control 1300 to print the comprehensive information, postoperative information, and surgical risk assessment result of the target patient.

[0140] It can be seen that, in this embodiment, by fully considering key factors such as the patient's basic information, examination information, surgical information, postoperative complications, and survival prediction information, the assessment and processing of the patient's surgical risk are realized. In this way, it is not limited to a single-dimensional data source, thereby effectively improving the accuracy of surgical risk assessment.

[0141] It should be noted that the triggering method of each control in the above embodiment may include, but is not limited to, clicking. Each control may be a click-to-confirm button, or other scrolling / sliding selectors, dropdown menu selection units, etc., but is not limited thereto.

[0142] In addition, referring to Figure 12 , the embodiment of the present application also provides a surgical risk assessment interactive display device, which may include: a first processing module 701, a second processing module 702, a third processing module 703, and a fourth processing module 704. Among them, the first processing module 701 is used to display the terminal main interface, and the terminal main interface includes a comprehensive control group, a postoperative prediction control, and a risk assessment control; the second processing module 702 is used to obtain the comprehensive information of the target patient in response to a trigger instruction for the comprehensive control group; where the comprehensive information includes the target basic information, target examination information, and target surgical information; the third processing module 703 is used to obtain the postoperative information of the target patient according to the comprehensive information in response to a trigger instruction for the postoperative prediction control; where the postoperative information includes postoperative complication information and survival prediction information; the fourth processing module 704 is used to obtain the surgical risk assessment result of the target patient according to the comprehensive information and the postoperative information in response to a trigger instruction for the risk assessment control.

[0143] The content in the above method embodiment is applicable to the device embodiment of the present application. The functions specifically implemented by the device embodiment of the present application are the same as those in the above method embodiment, and the beneficial effects achieved are also the same as those in the above method embodiment.

[0144] Although the embodiments of the present application have been shown and described, those of ordinary skill in the art can understand that various changes, modifications, substitutions, and variations can be made to these embodiments without departing from the principle and purpose of the present application. The scope of the present application is defined by the claims and their equivalents.

[0145] The above is a specific description of the preferred embodiment of the present application, but the present application is not limited to the described embodiment. Those skilled in the art can also make various equivalent deformations or substitutions without violating the spirit of the present application, and these equivalent deformations or substitutions are all included in the scope defined by the claims of the present application.

Claims

1. A surgical risk assessment interactive display method, characterized in that: include: Display the terminal main interface, which includes a comprehensive control group, a postoperative prediction control, and a risk assessment control; In response to a trigger instruction to the comprehensive control group, comprehensive information of a target patient is acquired; wherein the comprehensive information includes target basic information, target examination information and target surgery information; In response to a trigger instruction for the postoperative prediction control, the postoperative information of the target patient is obtained according to the comprehensive information; wherein the postoperative information includes postoperative complication information and survival prediction information; In response to a trigger instruction for the risk assessment control, a surgical risk assessment result of the target patient is obtained according to the comprehensive information and the postoperative information.

2. The method according to claim 1, characterized in that The comprehensive control group includes a basic information control; the step of obtaining the comprehensive information of the target patient in response to a trigger instruction of the comprehensive control group includes: In response to a trigger instruction for the basic information control, a first sub-interface is displayed; wherein the first sub-interface includes a first import control, a first save control and a basic information display area; In response to a trigger instruction for the first import control, a basic information import window is displayed; wherein the basic information import window is used to obtain the proposed basic information of the target patient, and the proposed basic information is synchronously displayed in the basic information display area; In response to a trigger instruction for the first save control, the proposed basic information is determined as the target basic information.

3. The method according to claim 2, characterized in that The basic information import window includes a first search input area, a first search control and a first result display area; After displaying the basic information import window, the method further includes: In response to an input instruction in the first search input area, acquiring a basic information search parameter corresponding to the input instruction in the first search input area, and displaying the basic information search parameter in the first search input area; In response to a trigger instruction for the first search control, at least one preset patient corresponding to the basic information search parameter is acquired, and brief basic information of each preset patient is displayed in the first result display area; wherein each preset patient is configured with a corresponding first sub-import control; In response to a trigger instruction of any one of the first sub-import controls, a preset patient corresponding to the trigger instruction of the first sub-import control is determined as a target patient, the proposed basic information of the target patient is obtained, and the first sub-interface is returned for display.

4. The method according to claim 1, characterized in that: The comprehensive control group includes a preoperative examination control, and the target examination information includes laboratory examination information and imaging examination information; the obtaining of the comprehensive information of the target patient in response to the trigger instruction of the comprehensive control group includes: In response to a trigger instruction for the preoperative examination control, a second sub-interface is displayed; wherein the second sub-interface includes a second import control, an image information display area, a third import control, a laboratory information display area, and a second save control; In response to a trigger instruction for the second import control, a radiomics import window is displayed; wherein the radiomics import window is used to obtain first planned examination information of a target patient, and the first planned examination information is synchronously displayed in the image information display area; In response to a trigger instruction for the third import control, a laboratory import window is displayed; wherein the laboratory import window is used to obtain the second planned examination information of the target patient, and the second planned examination information is synchronously displayed in the laboratory information display area; In response to a trigger instruction for the second saving control, the first planned examination information is determined as the imaging omics examination information, and the second planned examination information is determined as the laboratory examination information.

5. The method according to claim 4, characterized in that The radiomics import window includes a second search input area, a second search control, a second result display area, a first selection display area, and a third sub-import control; After displaying the radiomics import window, the method further includes: In response to an input instruction in the second search input area, acquiring a radiomics search parameter corresponding to the input instruction in the second search input area, and displaying the parameter in the second search input area; In response to a trigger instruction for the second search control, acquiring at least one radiomics image corresponding to the radiomics search parameter and the target patient, and displaying brief image information of each of the radiomics images in the second result display area; wherein each of the radiomics images is configured with a corresponding first sub-selection control; In response to a trigger instruction of at least one of the first sub-selected controls, displaying brief image information of the radiomics image corresponding to the trigger instruction of at least one of the first sub-selected controls in the first selection display area; In response to a trigger instruction of the third sub-import control, all the radiomics images whose brief image information is displayed in the first selected display area are determined as the first planned examination information, and the second sub-interface is returned to be displayed.

6. The method according to claim 4, characterized in that The laboratory import window includes a third search input area, a third search control, a third result display area, a second selection display area and a fourth sub-import control; After displaying the lab import window, the method further includes: In response to an input instruction in the third search input area, acquiring a laboratory search parameter corresponding to the input instruction in the third search input area, and displaying the laboratory search parameter in the third search input area; In response to a trigger instruction for the third search control, at least one laboratory test information corresponding to the laboratory search parameter and the target patient is acquired, and brief test information of each of the laboratory test information is displayed in the third result display area; wherein each of the laboratory test information is configured with a corresponding second sub-selection control; In response to a trigger instruction for at least one of the second sub-selected controls, displaying brief laboratory test information corresponding to the trigger instruction for at least one of the second sub-selected controls in the second selection display area; In response to the trigger instruction of the fourth sub-import control, all the laboratory test information of the brief test information displayed in the second selection display area is determined as the second planned inspection information, and the second sub-interface is returned to display.

7. The method according to claim 1, characterized in that The comprehensive control group includes a surgical information control, and the target surgical information includes target surgical plan information and target anesthesia information; the step of obtaining the comprehensive information of the target patient in response to a trigger instruction to the comprehensive control group includes: In response to a trigger instruction for the surgery information control, a third sub-interface is displayed; wherein the third sub-interface includes a third save control, a surgery information selection area, and an anesthesia information selection area; In response to a selection instruction for the surgical information selection area, obtaining proposed surgical plan information corresponding to a trigger instruction for the surgical information selection area and displaying the information in the surgical information selection area; In response to a selection instruction of the anesthesia information selection area, acquiring proposed anesthesia information corresponding to the trigger instruction of the anesthesia information selection area and displaying the proposed anesthesia information in the anesthesia information selection area; In response to a trigger instruction to the third saving control, the proposed surgical plan information is determined as the target surgical plan information, and the proposed anesthesia information is determined as the target anesthesia information.

8. The method according to claim 1, characterized in that The step of obtaining the postoperative information of the target patient according to the comprehensive information in response to the trigger instruction of the postoperative prediction control includes: In response to a trigger instruction for the postoperative prediction control, a fourth sub-interface is displayed; wherein the fourth sub-interface includes a first processing control, a second processing control, a complication display area, a survival prediction display area and a fourth saving control; In response to a trigger instruction for the first processing control, predicting postoperative complications according to the comprehensive information, obtaining the postoperative complication information, and displaying the information in the complication display area; In response to a trigger instruction for the second processing control, performing survival prediction according to the comprehensive information and the postoperative complication information, obtaining the survival prediction information, and displaying it in the survival prediction display area; In response to a trigger instruction for the fourth saving control, the postoperative complication information and the survival prediction information are determined as the postoperative information.

9. The method according to claim 1, characterized in that: The surgical risk assessment result includes surgical risk level and prognosis strategy information; the response to the trigger instruction of the risk assessment control, according to the comprehensive information and the postoperative information, obtains the surgical risk assessment result of the target patient, including: In response to a trigger instruction to the risk assessment control, a fifth sub-interface is displayed; wherein the fifth sub-interface includes a risk level display area and a prognosis strategy display area; Performing surgical risk prediction based on the comprehensive information and the postoperative information to obtain the surgical risk level, and displaying it in the risk level display area; The prognosis strategy is retrieved according to the surgical risk level, the comprehensive information and the postoperative information to obtain the prognosis strategy information, and the information is displayed in the prognosis strategy display area.

10. A surgical risk assessment interactive display device, characterized in that: include: A first processing module, used for displaying a terminal main interface, wherein the terminal main interface includes a comprehensive control group, a postoperative prediction control, and a risk assessment control; A second processing module, configured to obtain comprehensive information of a target patient in response to a trigger instruction to the comprehensive control group; wherein the comprehensive information includes target basic information, target examination information and target surgery information; A third processing module, configured to obtain postoperative information of the target patient according to the comprehensive information in response to a trigger instruction of the postoperative prediction control; wherein the postoperative information includes postoperative complication information and survival prediction information; The fourth processing module is used to obtain a surgical risk assessment result of the target patient according to the comprehensive information and the postoperative information in response to a trigger instruction of the risk assessment control.

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