Medical care demand identification method and system based on information fusion

Abstract

The invention relates to the field of nursing demand identification, and discloses a medical nursing demand identification method and system based on information fusion, and the method comprises the steps: obtaining historical rehabilitation data, historical psychological monitoring data and historical nursing feedback data of a target patient; through a rehabilitation state detection unit, time sequence rehabilitation characteristics of the target patient are determined according to the historical rehabilitation data; through a psychological monitoring unit, time sequence psychological characteristics of the target patient are determined according to the historical psychological monitoring data; through a nursing feedback detection unit, time sequence nursing feedback characteristics of the target patient are determined according to the historical nursing feedback data; and determining a nursing adjustment scheme of the target patient according to the time sequence rehabilitation features, the time sequence psychological features and the time sequence nursing feedback features of the target patient through a nursing demand adjustment model. According to the method and the device, the nursing requirements can be accurately identified from the features of different dimensions.

Description

Technical Field

[0001] The present application relates to the technical field of nursing needs identification, and more specifically, to a medical nursing needs identification method and system based on information fusion. Background Art

[0002] In the existing medical care field, the needs identification method mainly relies on the subjective judgment of medical staff and the self-report of patients. Existing needs identification methods usually include regular health assessments, patient interviews, and inferring patients' care needs by observing their physiological and behavioral responses. Medical staff will comprehensively assess the patient's health status based on indicators such as the patient's medical history, clinical symptoms, and vital signs to determine the required level of care and services. However, this highly subjective method often has certain limitations. For example, differences in the work experience of medical staff may lead to inconsistencies in needs identification.

[0003] With the development of information technology, some emerging technologies have begun to be applied to the identification of medical care needs. For example, by using big data analysis and machine learning algorithms, patients' potential care needs can be mined from massive amounts of medical data. These technologies can predict patients' possible health problems by analyzing their electronic health records, laboratory test results, and physiological data collected by wearable devices, so as to formulate corresponding care plans in advance. Although these methods have shown potential in improving the accuracy and efficiency of care needs identification, they are difficult to accurately identify care needs from different dimensions in practical applications. Summary of the invention

[0004] The purpose of this application is to provide a method and system for identifying medical care needs based on information fusion, which solves the technical problem that it is difficult to accurately identify care needs from different dimensions, and achieves the technical effect of accurately identifying care needs based on characteristics from different dimensions.

[0005] An embodiment of the present application provides a method for identifying medical care needs based on information fusion, the method comprising: acquiring historical rehabilitation data, historical psychological monitoring data and historical nursing feedback data of a target patient; determining the temporal rehabilitation characteristics of the target patient according to the historical rehabilitation data through a rehabilitation state detection unit; determining the temporal psychological characteristics of the target patient according to the historical psychological monitoring data through a psychological monitoring unit; and determining the temporal nursing feedback characteristics of the target patient according to the historical nursing feedback data through a nursing feedback detection unit; and determining the nursing adjustment plan for the target patient according to the temporal rehabilitation characteristics, temporal psychological characteristics and temporal nursing feedback characteristics of the target patient through a nursing needs adjustment model.

[0006] In a possible implementation, the method also includes: determining the psychological-nursing feedback confidence through a confidence detection unit according to the temporal psychological characteristics and the temporal nursing feedback characteristics; when the psychological-nursing feedback confidence is greater than or equal to the preset psychological-nursing feedback confidence, determining the nursing adjustment plan for the target patient through a nursing needs adjustment model according to the temporal rehabilitation characteristics, temporal psychological characteristics and temporal nursing feedback characteristics of the target patient; when the psychological-nursing feedback confidence is less than the preset psychological-nursing feedback confidence, determining the nursing adjustment plan for the target patient through a nursing needs adjustment model according to the temporal rehabilitation characteristics of the target patient.

[0007] In another possible implementation, the method also includes: when the psychological-nursing feedback confidence is less than the preset psychological-nursing feedback confidence, determining, through the confidence segmentation unit, multiple first time periods in which the psychological-nursing feedback confidence is greater than or equal to the preset psychological-nursing feedback confidence, and determining the nursing adjustment plan for the target patient based on the temporal rehabilitation characteristics, temporal psychological characteristics and temporal nursing feedback characteristics of the target patient in the multiple first time periods.

[0008] In another possible implementation, the method also includes: obtaining rehabilitation data, psychological monitoring data and nursing feedback data corresponding to the target patient's application of multiple nursing adjustment plans, and determining the psychological-nursing feedback confidences corresponding to the multiple nursing adjustment plans respectively according to the psychological monitoring data and nursing feedback data corresponding to the multiple nursing adjustment plans through a confidence detection unit; determining the difference between the psychological-nursing feedback confidence after the application of each nursing adjustment plan and the psychological-nursing feedback confidence before the application of each nursing adjustment plan as the psychological-nursing feedback confidence difference corresponding to each nursing adjustment plan; when the first psychological-nursing feedback confidence difference corresponding to the first nursing adjustment plan is greater than or equal to the preset psychological-nursing feedback confidence difference, determining the first nursing optimization plan corresponding to the first nursing adjustment plan according to the rehabilitation data, psychological monitoring data and nursing feedback data corresponding to the first nursing adjustment plan.

[0009] In another possible implementation, the psychological-nursing feedback confidences corresponding to the multiple nursing adjustment plans are determined according to the psychological monitoring data and nursing feedback data corresponding to the multiple nursing adjustment plans, including: obtaining and determining multiple first time periods corresponding to the temporal rehabilitation characteristics, temporal psychological characteristics and temporal nursing feedback characteristics of each nursing adjustment plan, and determining the time overlap of the multiple first time periods corresponding to each nursing adjustment plan; wherein the time overlap is the ratio of the duration of the overlapping time period in the multiple first time periods to the total duration of the multiple first time periods; determining the psychological-nursing feedback confidences corresponding to the multiple nursing adjustment plans according to the psychological monitoring data and nursing feedback data corresponding to the multiple nursing adjustment plans, and multiplying the psychological-nursing feedback confidence corresponding to each nursing adjustment plan by the time overlap to adjust the psychological-nursing feedback confidence corresponding to each nursing adjustment plan.

[0010] In another possible implementation, the method also includes: when a first psychological-nursing feedback confidence difference corresponding to the first nursing adjustment plan is less than a preset psychological-nursing feedback confidence difference, through a nursing level adjustment unit, based on the rehabilitation data, psychological monitoring data and nursing feedback data corresponding to the first nursing adjustment plan, determining the nursing level adjustment information corresponding to the first nursing adjustment plan, and adjusting the nursing level of the target patient according to the nursing level adjustment information.

[0011] In another possible implementation, the nursing level adjustment information corresponding to the first nursing adjustment plan is determined through a nursing level adjustment unit according to the rehabilitation data, psychological monitoring data and nursing feedback data corresponding to the first nursing adjustment plan, including: obtaining multiple first time periods corresponding to the temporal rehabilitation characteristics, temporal psychological characteristics and temporal nursing feedback characteristics of the first nursing adjustment plan, and obtaining the first nursing resource values ​​within the multiple first time periods corresponding to the first nursing adjustment plan; determining the nursing level adjustment information corresponding to the first nursing adjustment plan according to the rehabilitation data, psychological monitoring data, nursing feedback data and first nursing resource values ​​within the multiple first time periods corresponding to the first nursing adjustment plan through the nursing level adjustment unit, and adjusting the nursing level of the first nursing adjustment plan according to the nursing level adjustment information.

[0012] In another possible implementation, the nursing level adjustment unit determines the nursing level adjustment information corresponding to the first nursing adjustment plan according to the rehabilitation data, psychological monitoring data and nursing feedback data corresponding to the first nursing adjustment plan, and further includes: determining the remaining time period of the time period corresponding to the first nursing adjustment plan except for the multiple first time periods, and obtaining the second nursing resource value in the remaining time period, and determining the nursing resource ratio of the first nursing resource value and the second nursing resource value; when the nursing resource ratio is within the preset nursing resource ratio range, the nursing level adjustment information corresponding to the first nursing adjustment plan is determined by the nursing level adjustment unit according to the rehabilitation data, psychological monitoring data, nursing feedback data and the first nursing resource value in the multiple first time periods corresponding to the first nursing adjustment plan, and the nursing level of the first nursing adjustment plan is adjusted according to the nursing level adjustment information. When the nursing resource ratio is not within the preset nursing resource ratio range, it is prompted to adjust the nursing resources of the multiple first time periods and the remaining time periods; wherein the preset nursing resource ratio range is 0.7 to 1.5.

[0013] In another possible implementation, the method also includes: when the nursing resource ratio is not within the preset nursing resource ratio range, after balancing the nursing resources of multiple first time periods and remaining time periods, through the nursing level adjustment unit, according to the rehabilitation data, psychological monitoring data, nursing feedback data and first nursing resource values ​​in multiple first time periods corresponding to the first nursing adjustment plan, determine the nursing level adjustment information corresponding to the first nursing adjustment plan, and adjust the nursing level of the first nursing adjustment plan according to the nursing level adjustment information.

[0014] An embodiment of the present application also provides a medical care needs identification system based on information fusion. The medical care needs identification system based on information fusion includes a unit for executing any of the methods described above.

[0015] Compared with the prior art, the embodiments of the present invention have the following beneficial effects: The embodiment of the present application provides a method for identifying medical care needs based on information fusion, and the method includes: obtaining historical rehabilitation data, historical psychological monitoring data, and historical nursing feedback data of the target patient; determining the temporal rehabilitation characteristics of the target patient according to the historical rehabilitation data through a rehabilitation state detection unit; determining the temporal psychological characteristics of the target patient according to the historical psychological monitoring data through a psychological monitoring unit; and determining the temporal nursing feedback characteristics of the target patient according to the historical nursing feedback data through a nursing feedback detection unit; determining the nursing adjustment plan of the target patient according to the temporal rehabilitation characteristics, temporal psychological characteristics, and temporal nursing feedback characteristics of the target patient through a nursing needs adjustment model. In the embodiment of the present application, the historical rehabilitation data, historical psychological monitoring data, and historical nursing feedback data in the nursing process can be combined to accurately identify nursing needs from the rehabilitation dimension, psychological dimension, and nursing feedback dimension, thereby improving the recognition effect of medical care needs. BRIEF DESCRIPTION OF THE DRAWINGS

[0016] In order to more clearly illustrate the technical solutions in the embodiments of the present application, the drawings required for use in the embodiments or the description of the prior art will be briefly introduced below. Obviously, the drawings described below are only some embodiments of the present application. For ordinary technicians in this field, other drawings can be obtained based on these drawings without paying creative labor.

[0017] Figure 1 A flowchart of a first method for identifying medical care needs based on information fusion provided in an embodiment of the present application; Figure 2 A schematic diagram of a workflow of a method for identifying medical care needs based on information fusion provided in an embodiment of the present application; Figure 3 A flowchart of a second method for identifying medical care needs based on information fusion provided in an embodiment of the present application; Figure 4 A flowchart of a third method for identifying medical care needs based on information fusion provided in an embodiment of the present application; Figure 5 A flowchart of a fourth method for identifying medical care needs based on information fusion provided in an embodiment of the present application; Figure 6 A flowchart of a fourth method for identifying medical care needs based on information fusion provided in an embodiment of the present application; Figure 7 A schematic diagram of the logical structure of a medical care needs identification system based on information fusion provided in an embodiment of the present application. DETAILED DESCRIPTION

[0018] It should be understood that when used in the present specification and the appended claims, the term "comprising" indicates the presence of described features, wholes, steps, operations, elements and / or components, but does not exclude the presence or addition of one or more other features, wholes, steps, operations, elements, components and / or combinations thereof.

[0019] It should also be understood that the term “and / or” used in the specification and appended claims refers to any and all possible combinations of one or more of the associated listed items, and includes these combinations.

[0020] As used in the specification and appended claims of this application, the term "if" can be interpreted as "when" or "uponce" or "in response to determining" or "in response to detecting", depending on the context. Similarly, the phrase "if it is determined" or "if [described condition or event] is detected" can be interpreted as meaning "uponce it is determined" or "in response to determining" or "uponce [described condition or event] is detected" or "in response to detecting [described condition or event]", depending on the context.

[0021] In addition, in the description of the present application specification and the appended claims, the terms "first", "second", "third", etc. are only used to distinguish the descriptions and cannot be understood as indicating or implying relative importance.

[0022] References to "one embodiment" or "some embodiments" etc. described in the specification of this application mean that one or more embodiments of the present application include specific features, structures or characteristics described in conjunction with the embodiment. Therefore, the statements "in one embodiment", "in some embodiments", "in some other embodiments", "in some other embodiments", etc. that appear in different places in this specification do not necessarily refer to the same embodiment, but mean "one or more but not all embodiments", unless otherwise specifically emphasized in other ways. The terms "including", "comprising", "having" and their variations all mean "including but not limited to", unless otherwise specifically emphasized in other ways.

[0023] Existing nursing needs identification methods show potential in improving the accuracy and efficiency of nursing needs identification, but they are difficult to accurately identify nursing needs from different dimensions in practical applications.

[0024] Based on the above reasons, the embodiment of the present application provides a method for identifying medical care needs based on information fusion, and the method includes: obtaining the historical rehabilitation data, historical psychological monitoring data and historical nursing feedback data of the target patient; determining the temporal rehabilitation characteristics of the target patient according to the historical rehabilitation data through the rehabilitation state detection unit; determining the temporal psychological characteristics of the target patient according to the historical psychological monitoring data through the psychological monitoring unit; and determining the temporal nursing feedback characteristics of the target patient according to the historical nursing feedback data through the nursing feedback detection unit; determining the nursing adjustment plan of the target patient according to the temporal rehabilitation characteristics, temporal psychological characteristics and temporal nursing feedback characteristics of the target patient through the nursing needs adjustment model. In the embodiment of the present application, the historical rehabilitation data, historical psychological monitoring data and historical nursing feedback data in the nursing process can be combined to accurately identify the nursing needs from the rehabilitation dimension, psychological dimension and nursing feedback dimension, thereby improving the identification effect of medical care needs.

[0025] In some scenarios, a medical care needs identification method based on information fusion of an embodiment of the present application can be applied to medical care identification in hospitals, and can efficiently identify care needs in hospital care scenarios and improve the effectiveness of hospital care.

[0026] In other scenarios, a medical care needs identification method based on information fusion of an embodiment of the present application can also be applied to care identification in professional nursing institutions, which can accurately identify the care needs of the elderly and disabled people and improve the care effects for the elderly and disabled people.

[0027] The following is a detailed description of a medical care needs identification method based on information fusion provided in an embodiment of the present application with reference to specific examples.

[0028] Figure 1 A flowchart of the first method for identifying medical care needs based on information fusion provided in the embodiment of the present application is shown in FIG. Figure 1 As shown, the method includes S110 to S120, and S110 to S120 are described in detail below.

[0029] S110, obtaining the historical rehabilitation data, historical psychological monitoring data and historical nursing feedback data of the target patient. Determine the temporal rehabilitation characteristics of the target patient according to the historical rehabilitation data through the rehabilitation state detection unit. Determine the temporal psychological characteristics of the target patient according to the historical psychological monitoring data through the psychological monitoring unit. And determine the temporal nursing feedback characteristics of the target patient according to the historical nursing feedback data through the nursing feedback detection unit.

[0030] Figure 2 A schematic diagram of a workflow of a medical care demand identification method based on information fusion provided in an embodiment of the present application is shown in FIG. Figure 2 As shown, the method can first obtain the historical rehabilitation data, historical psychological monitoring data and historical nursing feedback data of the target patient, the historical rehabilitation data is obtained through the historical data of the medical process, the historical psychological monitoring data is obtained through the psychological assessment data of the target patient, and the historical nursing feedback data is obtained by collecting nursing feedback from the target patient.

[0031] Exemplarily, historical rehabilitation data may include rehabilitation data such as muscle strength test data, walking ability assessment records, joint range of motion and balance ability tests of the target patient. The muscle strength test data records include the patient's muscle strength level at different time points, such as the left hand grip strength increased from 30 Newtons to 50 Newtons; the walking ability assessment records include the patient's walking speed, step length, gait symmetry, etc., such as the patient's initial walking speed was 0.5 m / s, which increased to 0.8 m / s after a period of rehabilitation; joint range of motion includes recording changes in the patient's joint range of motion, such as the shoulder abduction angle increased from 100 degrees to 150 degrees; the balance ability test includes recording the patient's balance scores in different tests, such as the Berg Balance Scale score increased from 40 points to 56 points.

[0032] Exemplarily, historical psychological monitoring data may include a self-rating depression scale (SDS), a self-rating anxiety scale (SAS) and a mental state diary. The self-rating depression scale includes recording data such as the patient's SDS scores at different time points, such as a patient's initial score of 60 points (mild depression), which drops to 45 points (normal) after psychological intervention; the self-rating anxiety scale includes recording data such as the patient's SAS scores at different time points, such as a patient's initial score of 70 points (moderate anxiety), which drops to 50 points (normal) after psychotherapy; the mental state diary includes recording data such as the patient's daily mood changes, sleep quality, appetite, etc., such as a patient's mood fluctuates greatly over a period of time, and his mood gradually stabilizes after psychological counseling.

[0033] Exemplarily, it may include nursing records, nursing satisfaction surveys, and nursing problem feedback. Nursing records include data recording the patient's daily nursing measures, medication status, adverse reactions, and other data. For example, a patient develops a rash after using a certain drug, and the symptoms disappear after adjusting the drug. The nursing satisfaction survey includes data recording the patient's satisfaction score for the nursing service. For example, the patient's initial satisfaction score is 80 points, and the satisfaction score increases to 95 points after improving the nursing measures. Nursing problem feedback includes data recording the problems and suggestions of patients and their families during the nursing process. For example, the patient's family members reported that the temperature in the ward was low, and the patient's comfort level improved after adjustment.

[0034] like Figure 2As shown, in an embodiment of the present application, a rehabilitation state detection unit can be used to determine the temporal rehabilitation characteristics of the target patient based on historical rehabilitation data, and the temporal rehabilitation characteristics represent the rehabilitation characteristics of the target patient in time series; at the same time, a psychological monitoring unit can be used to determine the temporal psychological characteristics of the target patient based on historical psychological monitoring data, and the temporal psychological characteristics represent the psychological state characteristics of the target patient in time series; at the same time, a nursing feedback detection unit can be used to determine the temporal nursing feedback characteristics of the target patient based on historical nursing feedback data, and the temporal nursing feedback characteristics represent the characteristics of the nursing feedback of the target patient in time series, and then the nursing plan for the target patient can be accurately determined through the temporal rehabilitation characteristics, the temporal psychological characteristics and the temporal nursing feedback characteristics.

[0035] Exemplarily, the rehabilitation status detection unit, the psychological monitoring unit and the nursing feedback detection unit can be a LSTM-based time series detection model, so that the rehabilitation status detection unit, the psychological monitoring unit and the nursing feedback detection unit can detect time series rehabilitation characteristics, time series psychological characteristics and time series nursing feedback characteristics.

[0036] S120. Determine the nursing adjustment plan for the target patient through the nursing needs adjustment model according to the target patient's temporal rehabilitation characteristics, temporal psychological characteristics and temporal nursing feedback characteristics.

[0037] After obtaining the temporal rehabilitation characteristics, temporal psychological characteristics and temporal nursing feedback characteristics, the nursing adjustment plan for the target patient can be determined through the nursing needs adjustment model according to the temporal rehabilitation characteristics, temporal psychological characteristics and temporal nursing feedback characteristics of the target patient, so that the nursing adjustment plan can integrate the characteristics of the target patient's rehabilitation status, psychological status and nursing feedback status, thereby improving the recognition effect of the target patient's nursing needs.

[0038] The beneficial effect of the above implementation method is that the nursing adjustment plan can integrate the characteristics of the target patient's rehabilitation status, psychological status, and nursing feedback status, and can improve the recognition effect of the target patient's nursing needs.

[0039] Figure 3 A flow chart of a second method for identifying medical care needs based on information fusion provided in an embodiment of the present application is shown in FIG. Figure 3 As shown, the above method further includes S130 to S140, and S130 to S140 are described in detail below.

[0040] S130. Determine the psychological-nursing feedback confidence by a confidence detection unit according to the temporal psychological characteristics and the temporal nursing feedback characteristics.

[0041] In an embodiment of the present application, in order to improve the accuracy of nursing needs identification, psychological and nursing feedback can be tested first to avoid failure in nursing needs identification due to unstable psychological state of the target patient and distorted nursing feedback data. Then, a confidence detection unit can be used to determine the psychological-nursing feedback confidence based on temporal psychological characteristics and temporal nursing feedback characteristics.

[0042] Exemplarily, the confidence detection unit can detect the correlation between the psychological state and the nursing feedback to help evaluate the reliability of the psychological state and the nursing feedback. At a low psychological-nursing feedback confidence, it may mean that the nursing measure feedback is distorted due to fluctuations in the psychological state of the target patient.

[0043] Exemplarily, the confidence detection unit can be trained by annotated data including psychological state, nursing feedback, and confidence levels corresponding to the psychological state and nursing feedback. The psychological state and nursing feedback can be scoring data, the psychological state and nursing feedback can also be natural language text, the confidence levels corresponding to the psychological state and nursing feedback can be scoring values, and the confidence levels corresponding to the psychological state and nursing feedback can be between 0-10.

[0044] S140, when the psychological-nursing feedback confidence is greater than or equal to the preset psychological-nursing feedback confidence, the nursing adjustment plan for the target patient is determined through the nursing demand adjustment model according to the temporal rehabilitation characteristics, temporal psychological characteristics and temporal nursing feedback characteristics of the target patient. When the psychological-nursing feedback confidence is less than the preset psychological-nursing feedback confidence, the nursing adjustment plan for the target patient is determined through the nursing demand adjustment model according to the temporal rehabilitation characteristics of the target patient.

[0045] After obtaining the psychological-nursing feedback confidence, the psychological-nursing feedback confidence can be judged. When the psychological-nursing feedback confidence is greater than or equal to the preset psychological-nursing feedback confidence, it means that the psychological-nursing feedback confidence is relatively large at this time, and there is no distortion in the feedback of nursing measures due to fluctuations in the psychological state of the target patient. Then, the nursing needs adjustment model can be used to determine the nursing adjustment plan for the target patient according to the target patient's temporal rehabilitation characteristics, temporal psychological characteristics and temporal nursing feedback characteristics.

[0046] For example, when the target patient's psychological state fluctuates greatly and the nursing feedback data fluctuates greatly, it means that the target patient's psychological state fluctuations may cause large fluctuations in the nursing feedback data. At this time, it can be determined that the psychological-nursing feedback confidence is small; when the target patient's psychological state fluctuates slightly and the nursing feedback data fluctuates greatly, it means that the target patient's nursing feedback data does not fluctuate due to fluctuations in the psychological state. At this time, it can be determined that the psychological-nursing feedback confidence is large.

[0047] After obtaining the psychological-nursing feedback confidence, when the psychological-nursing feedback confidence is less than the preset psychological-nursing feedback confidence, it means that the psychological-nursing feedback confidence is small at this time, which may cause distorted feedback on nursing measures due to fluctuations in the target patient's psychological state. Then, the nursing needs adjustment model can be used to determine the nursing adjustment plan for the target patient according to the target patient's temporal rehabilitation characteristics.

[0048] The beneficial effect of the above-mentioned implementation method is that when there is no distortion in the feedback of nursing measures due to fluctuations in the target patient's psychological state, the nursing needs adjustment model can be used to determine the nursing adjustment plan for the target patient based on the target patient's temporal rehabilitation characteristics, temporal psychological characteristics and temporal nursing feedback characteristics, thereby ensuring the accuracy of the nursing adjustment plan.

[0049] The beneficial effect of the above-mentioned implementation method is that when the feedback on nursing measures is distorted due to fluctuations in the target patient's psychological state, the nursing needs adjustment model is used to determine the target patient's nursing adjustment plan based on the target patient's temporal rehabilitation characteristics, thereby ensuring the accuracy of the nursing adjustment plan.

[0050] In some implementations, the above method also includes: when the psychological-nursing feedback confidence is less than the preset psychological-nursing feedback confidence, determining, through the confidence segmentation unit, multiple first time periods in which the psychological-nursing feedback confidence is greater than or equal to the preset psychological-nursing feedback confidence, and determining the nursing adjustment plan for the target patient based on the temporal rehabilitation characteristics, temporal psychological characteristics and temporal nursing feedback characteristics of the target patient in the multiple first time periods.

[0051] After obtaining the psychological-nursing feedback confidence, when the psychological-nursing feedback confidence is less than the preset psychological-nursing feedback confidence, a confidence segmentation unit can be further used to determine multiple first time periods in which the psychological-nursing feedback confidence is greater than or equal to the preset psychological-nursing feedback confidence, so as to ensure that the temporal psychological characteristics and temporal nursing feedback characteristics within the multiple first time periods do not have fluctuations in the psychological state of the target patient, resulting in distortion of the feedback on the nursing measures.

[0052] After determining multiple first time periods, a nursing adjustment plan for the target patient can be determined based on the temporal rehabilitation characteristics, temporal psychological characteristics and temporal nursing feedback characteristics of the target patient within the multiple first time periods to ensure the accuracy of the nursing adjustment plan.

[0053] The beneficial effect of the above-mentioned implementation method is that by determining multiple first time periods in which the psychological-nursing feedback confidence is greater than or equal to the preset psychological-nursing feedback confidence, it is ensured that the temporal psychological characteristics and temporal nursing feedback characteristics within the multiple first time periods do not have fluctuations in the psychological state of the target patient that lead to distortion of the feedback on nursing measures, and the accuracy of the nursing adjustment plan is ensured by the temporal rehabilitation characteristics, temporal psychological characteristics and temporal nursing feedback characteristics within the multiple first time periods.

[0054] Figure 4 A flowchart of a third method for identifying medical care needs based on information fusion provided in an embodiment of the present application is shown in FIG. Figure 4 As shown, the above method further includes S210 to S220, and S210 to S220 are described in detail below.

[0055] S210, obtaining the rehabilitation data, psychological monitoring data and nursing feedback data corresponding to the target patient's application of multiple nursing adjustment plans, and determining the psychological-nursing feedback confidences corresponding to the multiple nursing adjustment plans according to the psychological monitoring data and nursing feedback data corresponding to the multiple nursing adjustment plans through the confidence detection unit. Determine the difference between the psychological-nursing feedback confidence after the application of each nursing adjustment plan and the psychological-nursing feedback confidence before the application of each nursing adjustment plan as the psychological-nursing feedback confidence difference corresponding to each nursing adjustment plan.

[0056] During the nursing process, after multiple nursing adjustment plans have been used to care for the target patient, the multiple nursing adjustment plans can be evaluated to further improve the identification effect of nursing needs.

[0057] When evaluating multiple nursing adjustment plans, the rehabilitation data, psychological monitoring data and nursing feedback data corresponding to the target patients applying the multiple nursing adjustment plans can be obtained, and then the subsequent nursing plan for the target patient can be adjusted based on the rehabilitation data, psychological monitoring data and nursing feedback data corresponding to the target patients applying the multiple nursing adjustment plans.

[0058] When adjusting the subsequent nursing plan for the benchmark patient, the confidence detection unit can be used to determine the psychological-nursing feedback confidences corresponding to the multiple nursing adjustment plans based on the psychological monitoring data and nursing feedback data corresponding to the multiple nursing adjustment plans, and then the subsequent nursing plan can be optimized based on the psychological-nursing feedback confidences corresponding to the multiple nursing adjustment plans.

[0059] When optimizing subsequent nursing plans according to the psychological-nursing feedback confidences corresponding to multiple nursing adjustment plans, the difference between the psychological-nursing feedback confidence after each nursing adjustment plan is applied and the psychological-nursing feedback confidence before each nursing adjustment plan is applied can be determined as the psychological-nursing feedback confidence difference corresponding to each nursing adjustment plan. The psychological-nursing feedback confidence difference corresponding to each nursing adjustment plan can characterize the changes in the psychological state data and the credibility of the nursing feedback data of the target patient before and after the application of the nursing adjustment plan, and then the nursing adjustment plan can be determined according to the psychological state data and the nursing feedback data.

[0060] S220. When the first psychological-nursing feedback confidence difference corresponding to the first nursing adjustment plan is greater than or equal to the preset psychological-nursing feedback confidence difference, determine the first nursing optimization plan corresponding to the first nursing adjustment plan based on the rehabilitation data, psychological monitoring data and nursing feedback data corresponding to the first nursing adjustment plan.

[0061] After obtaining the first psychological-nursing feedback confidence difference corresponding to the first nursing adjustment plan, when the first psychological-nursing feedback confidence difference corresponding to the first nursing adjustment plan is greater than or equal to the preset psychological-nursing feedback confidence difference, it means that the psychological-nursing feedback confidence of the target patient after applying the nursing adjustment plan has increased, which further means that the nursing effect of the target patient after applying the nursing adjustment plan is better, and the first nursing adjustment plan can be further optimized at this time.

[0062] When optimizing the first nursing adjustment plan, the first nursing optimization plan corresponding to the first nursing adjustment plan can be determined based on the rehabilitation data, psychological monitoring data and nursing feedback data corresponding to the first nursing adjustment plan to further improve the nursing effect of the nursing plan.

[0063] The beneficial effect of the above-mentioned implementation method is that when the first psychological-nursing feedback confidence difference corresponding to the first nursing adjustment plan is greater than or equal to the preset psychological-nursing feedback confidence difference, the first nursing adjustment plan is optimized to obtain the first nursing optimization plan to further improve the nursing effect of the nursing plan.

[0064] In some implementations, in the above-mentioned S210, the psychological-nursing feedback confidences corresponding to multiple nursing adjustment plans are determined according to the psychological monitoring data and nursing feedback data corresponding to the multiple nursing adjustment plans, including S211 to S212. S211 to S212 are described in detail below.

[0065] S211, obtaining and determining multiple first time periods corresponding to the temporal rehabilitation characteristics, temporal psychological characteristics, and temporal nursing feedback characteristics of each nursing adjustment plan, and determining the time overlap of the multiple first time periods corresponding to each nursing adjustment plan. The time overlap is the ratio of the duration of the overlapping time period in the multiple first time periods to the total duration of the multiple first time periods.

[0066] When optimizing the nursing adjustment plan, multiple first time periods corresponding to the temporal rehabilitation characteristics, temporal psychological characteristics and temporal nursing feedback characteristics of each nursing adjustment plan can be obtained, and the time overlap of the multiple first time periods corresponding to each nursing adjustment plan can be determined. The time overlap of the multiple first time periods is used to evaluate the optimization credibility of the nursing adjustment plan.

[0067] When calculating the time overlap, the time overlap is the ratio of the duration of the overlapping time periods in the multiple first time periods to the total duration of the multiple first time periods. The time overlap represents the credibility of the evaluation of the nursing adjustment plan being evaluated.

[0068] Exemplarily, the time overlap degree may be the overlap degree of specific time periods of multiple first time periods within 24 hours of a day. When calculating the ratio of the duration of the overlapping time periods in multiple first time periods to the total duration of the multiple first time periods, the ratio of the duration of the overlapping time periods in multiple first time periods within 24 hours to the total duration of the multiple first time periods may be calculated. For example, the overlapping time period in multiple first time periods may be from 9:00 to 12:00 within 24 hours of different dates, and there are multiple mutually overlapping first time periods within 9:00 to 12:00 within 24 hours of different dates, and the total duration of the multiple first time periods may be the total duration within 24 hours of different dates.

[0069] S212. Determine the psychological-nursing feedback confidences corresponding to the multiple nursing adjustment plans respectively according to the psychological monitoring data and nursing feedback data corresponding to the multiple nursing adjustment plans respectively, and multiply the psychological-nursing feedback confidence corresponding to each nursing adjustment plan by the time overlap to adjust the psychological-nursing feedback confidence corresponding to each nursing adjustment plan.

[0070] When determining the psychological-nursing feedback confidences corresponding to multiple nursing adjustment plans, the psychological-nursing feedback confidences corresponding to the multiple nursing adjustment plans can be determined according to the psychological monitoring data and nursing feedback data corresponding to the multiple nursing adjustment plans, and the psychological-nursing feedback confidence corresponding to each nursing adjustment plan is multiplied by the time overlap to adjust the psychological-nursing feedback confidence corresponding to each nursing adjustment plan. When the time overlap is greater (that is, the length of the overlapping time period in the multiple first time periods is greater), the time interference with the calculation of the psychological-nursing feedback confidence is smaller; when the time overlap is smaller (that is, the length of the overlapping time period in the multiple first time periods is greater), the time interference with the calculation of the psychological-nursing feedback confidence is greater, thereby further improving the reliability of the psychological-nursing feedback confidence.

[0071] The beneficial effect of the above-mentioned implementation method is that, when the time overlap is greater, the time interference to the calculation of the psychological-nursing feedback confidence is smaller; when the time overlap is smaller, the time interference to the calculation of the psychological-nursing feedback confidence is greater. The psychological-nursing feedback confidence corresponding to each nursing adjustment plan is multiplied by the time overlap, which improves the reliability of the psychological-nursing feedback confidence.

[0072] In some implementations, the above method also includes: when the first psychological-nursing feedback confidence difference corresponding to the first nursing adjustment plan is less than the preset psychological-nursing feedback confidence difference, through the nursing level adjustment unit, according to the rehabilitation data, psychological monitoring data and nursing feedback data corresponding to the first nursing adjustment plan, the nursing level adjustment information corresponding to the first nursing adjustment plan is determined, and the nursing level of the target patient is adjusted according to the nursing level adjustment information.

[0073] After obtaining the first psychological-nursing feedback confidence difference corresponding to the first nursing adjustment plan, when the first psychological-nursing feedback confidence difference corresponding to the first nursing adjustment plan is less than the preset psychological-nursing feedback confidence difference, it means that the psychological-nursing feedback confidence of the target patient after applying the nursing adjustment plan is reduced, and then the nursing level can be adjusted to improve the nursing effect and avoid the target patient's deterioration of the psychological state and nursing feedback on the nursing adjustment plan to ensure the nursing effect.

[0074] When adjusting the nursing level, the nursing level adjustment unit can determine the nursing level adjustment information corresponding to the first nursing adjustment plan based on the rehabilitation data, psychological monitoring data and nursing feedback data corresponding to the first nursing adjustment plan, and adjust the nursing level of the target patient based on the nursing level adjustment information.

[0075] It should be noted that when adjusting the nursing level of the target patient, the adjustment range of the nursing level is larger than that of the nursing adjustment plan. The adjustment of the nursing level can improve the nursing effect of the nursing plan from a larger adjustment range.

[0076] It should be noted that the first psychological-nursing feedback confidence difference corresponding to the first nursing adjustment plan is less than the preset psychological-nursing feedback confidence difference, including the first psychological-nursing feedback confidence difference being a negative value. When the first psychological-nursing feedback confidence difference is a negative value, the psychological-nursing feedback confidence of the first nursing adjustment plan is reduced before and after the nursing plan is adjusted.

[0077] The beneficial effect of the above implementation is that when the psychological-nursing feedback confidence of the target patient decreases after the nursing adjustment plan is applied, the nursing level can be adjusted, which can improve the nursing effect.

[0078] Figure 5 A flowchart of a fourth method for identifying medical care needs based on information fusion provided in an embodiment of the present application is shown in FIG. Figure 5 As shown, in the above method, the nursing level adjustment information corresponding to the first nursing adjustment plan is determined through the nursing level adjustment unit according to the rehabilitation data, psychological monitoring data and nursing feedback data corresponding to the first nursing adjustment plan, including S310 to S320. S310 to S320 are specifically explained below.

[0079] S310, obtaining multiple first time periods corresponding to the temporal rehabilitation characteristics, temporal psychological characteristics and temporal nursing feedback characteristics for determining the first nursing adjustment plan, and obtaining first nursing resource values ​​within the multiple first time periods corresponding to the first nursing adjustment plan.

[0080] Obtain multiple first time periods corresponding to the temporal rehabilitation characteristics, temporal psychological characteristics and temporal nursing feedback characteristics of the first nursing adjustment plan, and obtain first nursing resource values ​​within the multiple first time periods corresponding to the first nursing adjustment plan. The first nursing resource value may be the number of nursing staff, nursing equipment, nursing space and other nursing resources that can be used for nursing within the first time period. The first nursing resource value may then be used to guide the construction process of the first nursing adjustment plan, thereby improving the scientific nature of the first nursing adjustment plan.

[0081] S320. Through the nursing level adjustment unit, the nursing level adjustment information corresponding to the first nursing adjustment plan is determined according to the rehabilitation data, psychological monitoring data, nursing feedback data and first nursing resource values ​​in multiple first time periods corresponding to the first nursing adjustment plan, and the nursing level of the first nursing adjustment plan is adjusted according to the nursing level adjustment information.

[0082] After obtaining the first nursing resource values ​​within multiple first time periods, the nursing level adjustment unit can determine the nursing level adjustment information corresponding to the first nursing adjustment plan according to the rehabilitation data, psychological monitoring data, nursing feedback data and first nursing resource values ​​within multiple first time periods corresponding to the first nursing adjustment plan, and adjust the nursing level of the first nursing adjustment plan according to the nursing level adjustment information, so that the nursing level adjustment information is restricted by the constraint conditions of the first nursing resource value, thereby improving the scientific nature of the nursing level adjustment information.

[0083] The beneficial effect of the above-mentioned implementation method is that when the psychological-nursing feedback confidence of the target patient decreases after the nursing adjustment plan is applied, when the nursing level is adjusted, the nursing level adjustment information is restricted by combining the constraint conditions of the first nursing resource value, thereby improving the scientific nature of the nursing level adjustment information.

[0084] Figure 6 A flowchart of a fourth method for identifying medical care needs based on information fusion provided in an embodiment of the present application is shown in FIG. Figure 6 As shown, in the above method, the nursing level adjustment information corresponding to the first nursing adjustment plan is determined through the nursing level adjustment unit according to the rehabilitation data, psychological monitoring data and nursing feedback data corresponding to the first nursing adjustment plan, and also includes S410 to S420. S410 to S420 are specifically explained below.

[0085] S410, determining the remaining time periods of the time periods corresponding to the first nursing adjustment plan except for the multiple first time periods, obtaining the second nursing resource value in the remaining time periods, and determining the nursing resource ratio of the first nursing resource value to the second nursing resource value.

[0086] When determining the adjustment information of the nursing level of the first nursing adjustment plan, the remaining time period corresponding to the first nursing adjustment plan excluding multiple first time periods can be determined, wherein the time period corresponding to the first nursing adjustment plan is the time span range of the multiple first time periods corresponding to the first nursing adjustment plan, and the remaining time period is the time period excluding the multiple first time periods within the time span range of the multiple first time periods corresponding to the first nursing adjustment plan. Since the nursing resource values ​​in multiple first time periods and the remaining time periods may be different due to factors such as time, the first nursing adjustment plan can be accurately determined by the nursing resources of multiple first time periods and the remaining time periods.

[0087] When determining the nursing level of the first nursing adjustment plan, the second nursing resource value in the remaining time period can be obtained, and the nursing resource ratio between the first nursing resource value and the second nursing resource value can be determined. The nursing resource ratio represents the difference between the nursing resource values ​​in multiple first time periods and the remaining time period, and the nursing level of the first nursing adjustment plan can be accurately adjusted through the nursing resource ratio.

[0088] S420. When the nursing resource ratio is within the preset nursing resource ratio range, the nursing level adjustment information corresponding to the first nursing adjustment scheme is determined by the nursing level adjustment unit according to the rehabilitation data, psychological monitoring data, nursing feedback data and the first nursing resource value in the multiple first time periods corresponding to the first nursing adjustment scheme, and the nursing level of the first nursing adjustment scheme is adjusted according to the nursing level adjustment information. When the nursing resource ratio is not within the preset nursing resource ratio range, a prompt is given to adjust the nursing resources of the multiple first time periods and the remaining time periods; wherein the preset nursing resource ratio range is 0.7 to 1.5.

[0089] When adjusting the nursing level of the first nursing adjustment plan, when the nursing resource ratio is within the preset nursing resource ratio range, it means that the difference between the nursing resource values ​​in multiple first time periods and the remaining time periods is within the preset range, that is, the nursing resource values ​​in multiple first time periods and the remaining time periods are relatively balanced. At this time, the nursing level adjustment unit can be used to determine the nursing level adjustment information corresponding to the first nursing adjustment plan according to the rehabilitation data, psychological monitoring data, nursing feedback data and first nursing resource values ​​in multiple first time periods corresponding to the first nursing adjustment plan, and adjust the nursing level of the first nursing adjustment plan according to the nursing level adjustment information.

[0090] Exemplarily, the preset nursing resource ratio ranges from 0.7 to 1.5.

[0091] After obtaining the nursing resource ratio, when the nursing resource ratio is not within the preset nursing resource ratio range, a prompt is given to adjust the nursing resources of multiple first time periods and remaining time periods, thereby improving the balance of nursing resources of multiple first time periods and remaining time periods to ensure the reliability of subsequent adjustments to the nursing level of the first nursing adjustment plan.

[0092] The beneficial effect of the above-mentioned implementation method is that it can judge the difference between the nursing resource values ​​in multiple first time periods and the remaining time periods. When the nursing resource values ​​in multiple first time periods and the remaining time periods are relatively balanced, the nursing level of the first nursing adjustment plan is adjusted, thereby ensuring the reliability of adjusting the nursing level of the first nursing adjustment plan.

[0093] The beneficial effect of the above implementation method is that when the nursing resource values ​​in multiple first time periods and remaining time periods are unbalanced, the nursing resources in multiple first time periods and remaining time periods are adjusted to ensure the reliability of subsequent adjustments to the nursing level of the first nursing adjustment plan.

[0094] In some implementations, the above method also includes: when the nursing resource ratio is not within the preset nursing resource ratio range, after balancing the nursing resources of multiple first time periods and remaining time periods, through the nursing level adjustment unit, according to the rehabilitation data, psychological monitoring data, nursing feedback data and first nursing resource values ​​in multiple first time periods corresponding to the first nursing adjustment plan, determine the nursing level adjustment information corresponding to the first nursing adjustment plan, and adjust the nursing level of the first nursing adjustment plan according to the nursing level adjustment information.

[0095] When adjusting the nursing level of the first nursing adjustment plan, when the nursing resource ratio is not within the preset nursing resource ratio range, the nursing resources of multiple first time periods and remaining time periods are balanced and adjusted to improve the balance of nursing resources of multiple first time periods and remaining time periods. Then, the nursing level adjustment unit can determine the nursing level adjustment information corresponding to the first nursing adjustment plan according to the rehabilitation data, psychological monitoring data, nursing feedback data and first nursing resource values ​​in multiple first time periods corresponding to the first nursing adjustment plan, and adjust the nursing level of the first nursing adjustment plan according to the nursing level adjustment information.

[0096] The beneficial effect of the above-mentioned implementation method is that when the nursing resource values ​​in multiple first time periods and remaining time periods are unbalanced, the nursing resources in multiple first time periods and remaining time periods are balanced, which can improve the reliability of adjusting the nursing level of the first nursing adjustment plan.

[0097] Figure 7 A logical structure diagram of a medical care demand identification system based on information fusion provided in an embodiment of the present application is as follows: Figure 7 As shown, the medical care needs identification system based on information fusion includes a unit for executing any of the methods described above.

[0098] Figure 7 A logical structure diagram of a medical care demand identification system based on information fusion provided in an embodiment of the present application is as follows: Figure 7As shown, the system 1 of this embodiment includes a processing unit 11, a storage unit 12 and a transceiver unit 13. The processing unit 11 is used to process data, the storage unit 12 is used to store data, and the transceiver unit 13 is used to send and receive data. The processing unit 11, the storage unit 12 and the transceiver unit 13 cooperate with each other to implement the above method. The beneficial effects of the embodiment of the present application have been described in the above method and will not be repeated here.

[0099] It should be noted that the information interaction, execution process, etc. between the above-mentioned devices / units are based on the same concept as the method embodiment of the present application. Their specific functions and technical effects can be found in the method embodiment part and will not be repeated here.

[0100] The technicians in the relevant field can clearly understand that for the convenience and simplicity of description, only the division of the above-mentioned functional units and modules is used as an example for illustration. In practical applications, the above-mentioned function allocation can be completed by different functional units and modules as needed, that is, the internal structure of the device can be divided into different functional units or modules to complete all or part of the functions described above. The functional units and modules in the embodiment can be integrated in a processing unit, or each unit can exist physically separately, or two or more units can be integrated in one unit. The above-mentioned integrated unit can be implemented in the form of hardware or in the form of software functional units. In addition, the specific names of the functional units and modules are only for the convenience of distinguishing each other, and are not used to limit the scope of protection of this application. The specific working process of the units and modules in the above-mentioned system can refer to the corresponding process in the aforementioned method embodiment, which will not be repeated here.

[0101] If the integrated unit is implemented in the form of a software functional unit and sold or used as an independent product, it can be stored in a computer-readable storage medium. Based on this understanding, the present application implements all or part of the processes in the above-mentioned embodiment method, which can be completed by instructing the relevant hardware through a computer program. The computer program can be stored in a computer-readable storage medium, and the computer program can implement the steps of the above-mentioned various method embodiments when executed by the processor. Among them, the computer program includes computer program code, and the computer program code can be in source code form, object code form, executable file or some intermediate form. The computer-readable medium can at least include: any entity or device that can carry the computer program code to the camera / terminal device, recording medium, computer memory, read-only memory (ROM, Read-Only Memory), random access memory (RAM, RandomAccess Memory), electric carrier signal, telecommunication signal and software distribution medium. For example, a USB flash drive, a mobile hard disk, a magnetic disk or an optical disk. In some jurisdictions, according to legislation and patent practice, computer-readable media cannot be electric carrier signals and telecommunication signals.

[0102] In the above embodiments, the description of each embodiment has its own emphasis. For parts that are not described or recorded in detail in a certain embodiment, reference can be made to the relevant descriptions of other embodiments.

[0103] Those of ordinary skill in the art will appreciate that the units and algorithm steps of each example described in conjunction with the embodiments disclosed herein can be implemented in electronic hardware, or a combination of computer software and electronic hardware. Whether these functions are performed in hardware or software depends on the specific application and design constraints of the technical solution. Professional and technical personnel can use different methods to implement the described functions for each specific application, but such implementation should not be considered to be beyond the scope of this application.

[0104] In the embodiments provided in the present application, it should be understood that the disclosed devices and methods can be implemented in other ways. For example, the device embodiments described above are only schematic. For example, the division of the modules or units is only a logical function division. There may be other division methods in actual implementation, such as multiple units or components can be combined or integrated into another system, or some features can be ignored or not executed. Another point is that the mutual coupling or direct coupling or communication connection shown or discussed can be through some interfaces, indirect coupling or communication connection of devices or units, which can be electrical, mechanical or other forms.

[0105] The units described as separate components may or may not be physically separated, and the components shown as units may or may not be physical units, that is, they may be located in one place or distributed on multiple network units. Some or all of the units may be selected according to actual needs to achieve the purpose of the solution of this embodiment.

[0106] The embodiments described above are only used to illustrate the technical solutions of the present application, rather than to limit them. Although the present application has been described in detail with reference to the aforementioned embodiments, a person skilled in the art should understand that the technical solutions described in the aforementioned embodiments may still be modified, or some of the technical features may be replaced by equivalents. Such modifications or replacements do not deviate the essence of the corresponding technical solutions from the spirit and scope of the technical solutions of the embodiments of the present application, and should all be included in the protection scope of the present application.

Claims

1. A method for identifying medical care needs based on information fusion, characterized in that: The method comprises: Obtain the historical rehabilitation data, historical psychological monitoring data and historical nursing feedback data of the target patient; determine the temporal rehabilitation characteristics of the target patient based on the historical rehabilitation data through the rehabilitation state detection unit; determine the temporal psychological characteristics of the target patient based on the historical psychological monitoring data through the psychological monitoring unit; and determine the temporal nursing feedback characteristics of the target patient based on the historical nursing feedback data through the nursing feedback detection unit; Through the nursing demand adjustment model, the nursing adjustment plan for the target patient is determined according to the target patient's temporal rehabilitation characteristics, temporal psychological characteristics and temporal nursing feedback characteristics; The method further comprises: Determining the psychological-nursing feedback confidence by a confidence detection unit according to the temporal psychological characteristics and the temporal nursing feedback characteristics; When the psychological-nursing feedback confidence is greater than or equal to the preset psychological-nursing feedback confidence, the nursing adjustment plan for the target patient is determined through the nursing needs adjustment model according to the target patient's temporal rehabilitation characteristics, temporal psychological characteristics and temporal nursing feedback characteristics; when the psychological-nursing feedback confidence is less than the preset psychological-nursing feedback confidence, the nursing adjustment plan for the target patient is determined through the nursing needs adjustment model according to the target patient's temporal rehabilitation characteristics.

2. The method according to claim 1, characterized in that The method further comprises: When the psychological-nursing feedback confidence is less than the preset psychological-nursing feedback confidence, a plurality of first time periods in which the psychological-nursing feedback confidence is greater than or equal to the preset psychological-nursing feedback confidence are determined through the confidence segmentation unit, and a nursing adjustment plan for the target patient is determined based on the temporal rehabilitation characteristics, temporal psychological characteristics and temporal nursing feedback characteristics of the target patient in the plurality of first time periods.

3. The method according to claim 2, characterized in that The method further comprises: Acquire rehabilitation data, psychological monitoring data, and nursing feedback data corresponding to the target patient's application of multiple nursing adjustment plans, and determine the psychological-nursing feedback confidences corresponding to the multiple nursing adjustment plans according to the psychological monitoring data and nursing feedback data corresponding to the multiple nursing adjustment plans through a confidence detection unit; determine the difference between the psychological-nursing feedback confidence after the application of each nursing adjustment plan and the psychological-nursing feedback confidence before the application of each nursing adjustment plan as the psychological-nursing feedback confidence difference corresponding to each nursing adjustment plan; When the first psychological-nursing feedback confidence difference corresponding to the first nursing adjustment plan is greater than or equal to the preset psychological-nursing feedback confidence difference, the first nursing optimization plan corresponding to the first nursing adjustment plan is determined according to the rehabilitation data, psychological monitoring data and nursing feedback data corresponding to the first nursing adjustment plan.

4. The method according to claim 3, characterized in that The confidence level detection unit determines the psychological-nursing feedback confidence levels corresponding to the plurality of nursing adjustment plans respectively according to the psychological monitoring data and nursing feedback data corresponding to the plurality of nursing adjustment plans respectively, including: Acquire and determine multiple first time periods corresponding to the temporal rehabilitation characteristics, temporal psychological characteristics, and temporal nursing feedback characteristics of each nursing adjustment plan, and determine the time overlap of the multiple first time periods corresponding to each nursing adjustment plan; wherein the time overlap is the ratio of the duration of the overlapping time period in the multiple first time periods to the total duration of the multiple first time periods; The psychological-nursing feedback confidences corresponding to the multiple nursing adjustment plans are determined according to the psychological monitoring data and nursing feedback data corresponding to the multiple nursing adjustment plans, and the psychological-nursing feedback confidences corresponding to each nursing adjustment plan are multiplied by the time overlap to adjust the psychological-nursing feedback confidences corresponding to each nursing adjustment plan.

5. The method according to claim 4, characterized in that The method further comprises: When the first psychological-nursing feedback confidence difference corresponding to the first nursing adjustment plan is less than the preset psychological-nursing feedback confidence difference, the nursing level adjustment information corresponding to the first nursing adjustment plan is determined through the nursing level adjustment unit according to the rehabilitation data, psychological monitoring data and nursing feedback data corresponding to the first nursing adjustment plan, and the nursing level of the target patient is adjusted according to the nursing level adjustment information.

6. The method according to claim 5, characterized in that The nursing level adjustment unit determines the nursing level adjustment information corresponding to the first nursing adjustment plan according to the rehabilitation data, the psychological monitoring data and the nursing feedback data corresponding to the first nursing adjustment plan, including: Acquire multiple first time periods corresponding to the temporal rehabilitation characteristics, temporal psychological characteristics, and temporal nursing feedback characteristics for determining the first nursing adjustment plan, and acquire first nursing resource values ​​in the multiple first time periods corresponding to the first nursing adjustment plan; Through the nursing level adjustment unit, the nursing level adjustment information corresponding to the first nursing adjustment plan is determined according to the rehabilitation data, psychological monitoring data, nursing feedback data and first nursing resource values ​​in multiple first time periods corresponding to the first nursing adjustment plan, and the nursing level of the first nursing adjustment plan is adjusted according to the nursing level adjustment information.

7. The method according to claim 6, characterized in that Determining, by the nursing level adjustment unit, nursing level adjustment information corresponding to the first nursing adjustment plan according to the rehabilitation data, psychological monitoring data, and nursing feedback data corresponding to the first nursing adjustment plan, further comprising: Determine the remaining time period of the time period corresponding to the first nursing adjustment plan except the multiple first time periods, obtain the second nursing resource value in the remaining time period, and determine the nursing resource ratio between the first nursing resource value and the second nursing resource value; When the nursing resource ratio is within the preset nursing resource ratio range, the nursing level adjustment information corresponding to the first nursing adjustment plan is determined through the nursing level adjustment unit according to the rehabilitation data, psychological monitoring data, nursing feedback data and first nursing resource values ​​in multiple first time periods corresponding to the first nursing adjustment plan, and the nursing level of the first nursing adjustment plan is adjusted according to the nursing level adjustment information; when the nursing resource ratio is not within the preset nursing resource ratio range, a prompt is given to adjust the nursing resources of multiple first time periods and the remaining time periods; wherein, the preset nursing resource ratio range is 0.7 to 1.

5.

8. The method according to claim 7, characterized in that The method further comprises: When the nursing resource ratio is not within the preset nursing resource ratio range, after balancing the nursing resources of multiple first time periods and remaining time periods, the nursing level adjustment unit determines the nursing level adjustment information corresponding to the first nursing adjustment plan based on the rehabilitation data, psychological monitoring data, nursing feedback data and first nursing resource values ​​in multiple first time periods corresponding to the first nursing adjustment plan, and adjusts the nursing level of the first nursing adjustment plan based on the nursing level adjustment information.

9. A medical care demand identification system based on information fusion, characterized in that: Comprising means for performing the method according to any one of claims 1 to 8.

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