Clinical nursing work plan management method and system

Abstract

The invention provides a clinical nursing work plan management method and system, and the method comprises the steps: obtaining nursing demands of a plurality of nursing objects corresponding to a current nursing period, obtaining corresponding nursing resources based on the nursing demands, forming a nursing scheme template, and generating a plurality of nursing schemes according to the nursing scheme template; generating a plurality of nursing plans according to the nursing scheme; monitoring each nursing schedule in the nursing plan in real time, obtaining an execution completion condition of the nursing plan, calculating a completion difference value between the nursing plan and the plan completion time, and adjusting the nursing schedule based on the completion difference value; the same basic information, disease information and body state form a cluster of demands, and the nursing resources corresponding to each cluster of demands are acquired to form the nursing scheme, so that the nursing scheme is quickly formulated and adjusted, and the smooth execution of the nursing scheme is ensured.

Description

Technical Field

[0001] The present application relates to the technical field of clinical nursing management, and in particular to a clinical nursing work plan management method and system thereof. Background Art

[0002] Nursing work is a dynamic process that needs to be adjusted at any time according to changes in the condition. However, the current nursing work is complicated. Nurses need to perform daily nursing work, including ward rounds, intravenous infusions, various dressing changes, disinfection and isolation, maintaining water and electricity balance, various monitoring, traditional Chinese medicine external treatments, bottle collection, blood drawing, specimen collection, intravenous catheterization, intravenous blood collection tubes, oral medication distribution, treatment, education, vital sign measurement, night care, pick-up and drop-off inspections, pain measurement, bed unit management, etc. With the advancement of science and technology and the application of new technologies, the demand for nursing robots in clinical nursing has gradually increased, but the current nursing robots cannot formulate scientific and reasonable nursing plans because they cannot realize the statistics of nurses' workload. The diversity of clinical nursing needs makes it difficult to formulate nursing plans.

[0003] Therefore, developing a clinical nursing work plan management method and system has important practical significance and broad application prospects. Summary of the invention

[0004] The purpose of this application is to provide a clinical nursing work plan management method and system to quickly formulate and adjust nursing plans to ensure the smooth implementation of nursing plans.

[0005] In a first aspect, an embodiment of the present application provides a clinical nursing work plan management method, comprising:

[0006] A clinical nursing work plan management method comprises the following steps:

[0007] Obtain the nursing needs of several nursing objects corresponding to the current nursing cycle, obtain corresponding nursing resources based on the nursing needs, form a nursing plan template, and generate several nursing plans based on the nursing plan template;

[0008] Generate several nursing plans according to the nursing scheme, each nursing plan includes several nursing schedules;

[0009] Monitor the various nursing schedules in the nursing plan in real time, obtain the execution status of the nursing plan, calculate the completion difference between the nursing plan and the planned completion time, and adjust the nursing schedule based on the completion difference;

[0010] The nursing needs include basic information, disease information and physical condition of the nursing object; the nursing plan template includes nursing schedule and nursing resources;

[0011] Group needs with the same basic information, disease information and physical condition into a cluster, obtain the nursing resources corresponding to each cluster of needs, and form a nursing plan.

[0012] Optionally, the process of forming the nursing plan includes:

[0013] Obtaining a plan sequence formed by the nursing resources corresponding to each cluster demand, wherein the plan sequence is formed by arranging a number of nursing schedules and their corresponding nursing resources in order from the beginning to the end according to the establishment time;

[0014] Select a nursing schedule with the least number of nursing schedule types in the plan sequence, obtain an associated schedule corresponding to the nursing schedule, and form a nursing plan corresponding to the associated schedule based on the association relationship between the nursing schedule and the associated schedule;

[0015] The nursing plans are combined based on the demand clusters of the nursing objects to obtain the nursing scheme. If there is an overlap in the nursing schedules among the nursing plans, a plan sequence of nursing resources corresponding to the nursing schedules is formed based on the overlap of the nursing schedules of the nursing plans;

[0016] Based on the nursing schedule adjusted by the nursing plan, obtain the time occupied by each nursing resource in different combined nursing plans;

[0017] Nursing resources are screened based on occupied time, and nursing resources corresponding to each combined nursing plan are obtained to form a nursing plan.

[0018] Optionally, the process of acquiring the associated schedule includes:

[0019] Obtain the nursing schedule closest to the nursing demand cluster in the plan sequence and record it as the first schedule;

[0020] Obtaining a nursing schedule associated with the first schedule, and recording it as an associated schedule;

[0021] Return to execute the operation of obtaining the associated schedule until the time interval between the obtained nursing schedule and the establishment time of the nursing demand cluster exceeds the set time threshold;

[0022] Return to the operation of getting the first schedule until the entire schedule sequence is traversed.

[0023] Optionally, the process of acquiring the associated schedule further includes:

[0024] Get the establishment time between the nursing schedule and the first schedule, sort the nursing schedules according to the order of the establishment time, return to execute the nursing schedule associated with the first schedule, and record it as the operation of associating the schedule, until the nursing schedule in the current order has no associated first schedule.

[0025] Optionally, the overlapping of nursing schedules based on the nursing plan forms a planned sequence of nursing resources corresponding to the nursing schedules, specifically including:

[0026] If there is no overlap in nursing schedules between nursing plans, the nursing schedules in each nursing plan and the corresponding nursing resources respectively constitute a planning sequence of nursing resources;

[0027] If there is an overlap in nursing schedules between nursing plans, and the nursing resources at the overlapping positions of nursing schedules between nursing plans are the same, then the nursing resources at the overlapping positions of nursing schedules in each nursing plan are merged and spliced ​​to form a planned sequence of nursing resources;

[0028] If there is overlap in nursing schedules between the nursing plans, and there is at least one nursing plan whose nursing resources at the overlapping position of the nursing schedule are different from those of other plans, then the same nursing schedules and different nursing resources in each nursing plan are combined into a nursing resource sequence in a preset order, the occupied time of different nursing resources in the nursing resource sequence is obtained, the different nursing resources are sorted according to the occupied time, and the different nursing resources in each nursing plan are spliced ​​according to the sequence to form a planned sequence of nursing resources.

[0029] Optionally, the screening of nursing resources based on the occupied time to obtain corresponding nursing resources specifically includes:

[0030] Compare the relationship between the occupied time of nursing resources in each combined nursing scheme corresponding to the nursing plan and the nursing time threshold of the corresponding nursing resources, obtain the execution probability of the nursing resources corresponding to the nursing object, screen each nursing resource based on the execution probability, and obtain the nursing resources corresponding to each combined nursing scheme;

[0031] The calculation formula for the execution probability of nursing resources is: P=T / T”; where P represents the execution probability of nursing resources for the nursing object, T represents the occupation time of nursing resources for the nursing object in the nursing plan, and T” represents the nursing time threshold of nursing resources for the nursing object in the nursing plan.

[0032] Optionally, the method further comprises:

[0033] Adjust the execution probability of the nursing resources corresponding to the nursing objects according to the changes in the physical conditions of the nursing objects, and obtain the adjusted probability of the nursing resources corresponding to the nursing objects;

[0034] The adjustment process includes: obtaining the physical state change of the nursing object, inputting the physical state change into a trained adjustment model, the adjustment model includes a first branch network and a second branch network, obtaining the adjustment probability of the nursing resources output by the first branch network and the adjustment probability of the nursing resources output by the second branch network;

[0035] Obtaining execution probabilities of all nursing objects output by the first branch network and the second branch network to form an execution probability sequence of the nursing objects;

[0036] Based on the execution probability sequence and the initial execution probability of the nursing resources, obtaining the adjusted probability of the nursing resources corresponding to the nursing object;

[0037] The nursing resources are screened based on the adjusted probability that the nursing objects correspond to each nursing resource, the nursing resources corresponding to each combined nursing plan are obtained, and a nursing plan is formed.

[0038] Optionally, based on the execution probability sequence and the initial execution probability of the nursing resource, obtaining the adjusted probability of the nursing resource corresponding to the nursing object specifically includes:

[0039] The adjustment probability sequence of the nursing resources corresponding to the nursing object is obtained according to the execution probability sequence of the nursing object, and the execution probability corresponding to each nursing resource in the execution probability sequence is divided by the corresponding adjustment probability to obtain the adjustment probability of the nursing resources corresponding to the nursing object.

[0040] Optionally, the training process of the adjustment model includes:

[0041] Taking the historical physical changes of the nursing object as a training set, taking the execution probability changes of the nursing resources of the nursing object as a test set, and inputting the training set and the test set into the adjustment model for training;

[0042] Obtain the loss function value of the adjustment model according to the test set, and randomly search for the hyperparameters in the adjustment model based on the loss function value; verify the searched hyperparameters based on the convergence of the loss function of the adjustment model;

[0043] If the adjustment model loss function converges to a preset convergence threshold or reaches a preset number of iterations, the training is terminated, otherwise the operation of taking the historical physical changes of the nursing object as a training set is returned to be executed;

[0044] Based on the obtained model parameters, an adjustment model is obtained.

[0045] In a second aspect, an embodiment of the present application provides a clinical nursing work plan management system, including:

[0046] An acquisition module is used to acquire the nursing needs of several nursing objects corresponding to the current nursing cycle, acquire corresponding nursing resources based on the nursing needs, form a nursing plan template, and generate several nursing plans according to the nursing plan template;

[0047] A generation module is used to generate a number of nursing plans according to the nursing plan, each of which includes a number of nursing schedules;

[0048] The calculation module is used to monitor the various nursing schedules in the nursing plan in real time, obtain the execution completion status of the nursing plan, calculate the completion difference between the nursing plan and the planned completion time, and adjust the nursing schedule based on the completion difference;

[0049] The nursing needs include basic information, disease information and physical condition of the nursing object; the nursing plan template includes the nursing schedule, nursing resources and the relationship between the nursing schedule;

[0050] The formation module is used to group needs with the same basic information, disease information and physical condition into a cluster, obtain the nursing resources corresponding to each cluster of needs, and form a nursing plan.

[0051] Compared with the prior art, the present application provides a clinical nursing work plan management method and system thereof, which obtains the nursing needs of several nursing objects corresponding to the current nursing cycle, obtains the corresponding nursing resources based on the nursing needs, forms a nursing plan template, and generates several nursing plans according to the nursing plan template; generates several nursing plans according to the nursing plan, each nursing plan includes several nursing schedules; monitors the various nursing schedules in the nursing plan in real time, obtains the execution completion status of the nursing plan, calculates the completion difference between the nursing plan and the planned completion time, and adjusts the nursing schedule based on the completion difference; the nursing needs include the basic information, disease information and physical condition of the nursing object status; the nursing plan template includes nursing schedule and nursing resources; grouping needs with the same basic information, disease information and physical status into a cluster, obtaining the nursing resources corresponding to each cluster of needs, and forming a nursing plan; generating a corresponding nursing plan based on the nursing schedule in the nursing plan, and at the same time establishing completion statistics for each nursing schedule of each nursing object, and dynamically updating the nursing schedule according to the completion status, so that the arrangement of the nursing work plan can be quickly completed based on the nursing schedule of each nursing object, and the nursing plan can be adjusted in real time by recording and updating the completion status in real time, improving the dynamic management ability of the nursing plan, and combining artificial intelligence technology to realize the intelligent management of clinical nursing work. In the process of generating the nursing plan, the nursing schedule is associated according to the nursing resource occupancy of each nursing schedule of each nursing object, and the associated nursing schedule is combined in combination with the physical status of the nursing object, so as to form a more reasonable nursing work plan, reduce the conflict of nursing resources and improve the overall efficiency of nursing work. BRIEF DESCRIPTION OF THE DRAWINGS

[0052] Various other advantages and benefits will become apparent to those of ordinary skill in the art by reading the detailed description of the preferred embodiments below. The accompanying drawings are only for the purpose of illustrating the preferred embodiments and are not to be considered as limiting the present application. Also, the same reference symbols are used throughout the accompanying drawings to represent the same components. In the accompanying drawings:

[0053] Figure 1 A flowchart of a clinical nursing work plan management method provided by the present application is shown;

[0054] Figure 2 A schematic diagram of a clinical nursing work plan management system provided by the present application is shown;

[0055] Figure 3 A schematic diagram of an electronic device provided by the present application is shown. DETAILED DESCRIPTION

[0056] The exemplary embodiments of the present disclosure will be described in more detail below with reference to the accompanying drawings. Although the exemplary embodiments of the present disclosure are shown in the accompanying drawings, it should be understood that the present disclosure can be implemented in various forms and should not be limited by the embodiments described herein. On the contrary, these embodiments are provided in order to enable a more thorough understanding of the present disclosure and to fully convey the scope of the present disclosure to those skilled in the art.

[0057] It should be noted that, unless otherwise specified, the technical terms or scientific terms used in this application should have the common meanings understood by technicians in the field to which this application belongs.

[0058] In addition, the terms "first" and "second" etc. are used to distinguish different objects, rather than to describe a specific order. In addition, the terms "including" and "having" and any variations thereof are intended to cover non-exclusive inclusions. For example, a process, method, system, product or device that includes a series of steps or units is not limited to the listed steps or units, but may optionally include steps or units that are not listed, or may optionally include other steps or units that are inherent to these processes, methods, products or devices.

[0059] Please refer to Figure 1 , Figure 1 A clinical nursing work plan management method provided in an embodiment of the present application comprises the following steps:

[0060] S101, obtaining nursing needs of several nursing objects corresponding to the current nursing cycle, obtaining corresponding nursing resources based on the nursing needs, forming a nursing plan template, and generating several nursing plans according to the nursing plan template;

[0061] S102, generating several nursing plans according to the nursing scheme, each nursing plan including several nursing schedules (such as medication time, dressing change time, rehabilitation training, etc.);

[0062] S103, real-time monitoring of various nursing schedules in the nursing plan, obtaining the execution completion status of the nursing plan, and calculating the completion difference between the nursing plan and the planned completion time, and adjusting the nursing schedule based on the completion difference;

[0063] The nursing needs include basic information of the nursing object (such as age, gender), disease information (such as diagnosis, medical history) and physical condition (such as vital signs, mobility); the nursing plan template includes nursing schedule and nursing resources (such as nursing staff, equipment, drugs, etc.);

[0064] S104. Group the needs with the same basic information, disease information and physical condition into a cluster, that is, classify the care objects, group the objects with similar characteristics (basic information, disease information and physical condition), obtain the care resources corresponding to each cluster of needs, and form a care plan.

[0065] The present application allocates nursing work to each nursing object through the above method, ensuring that each nursing object receives corresponding care and that each nursing object can receive care in a timely manner, avoiding the accumulation of nursing needs in the current nursing cycle into the next nursing cycle, thereby reducing the difficulty of nursing in the next nursing cycle, achieving a match between nursing resource demand and nursing resource supply, and by monitoring the nursing resources of each department, timely discovering the adjustment of nursing resources, thereby ensuring timely care for the nursing objects.

[0066] In step S104, the process of forming the nursing plan includes:

[0067] Obtaining a plan sequence formed by the nursing resources corresponding to each cluster demand, wherein the plan sequence is formed by arranging a number of nursing schedules and their corresponding nursing resources in order from the beginning to the end according to the establishment time;

[0068] Select a nursing schedule with the least number of nursing schedule types in the plan sequence, obtain an associated schedule corresponding to the nursing schedule, and form a nursing plan corresponding to the associated schedule based on the association relationship between the nursing schedule and the associated schedule;

[0069] The nursing plans are combined based on the demand clusters of the nursing objects to obtain the nursing scheme. If there is an overlap in the nursing schedules among the nursing plans, a plan sequence of nursing resources corresponding to the nursing schedules is formed based on the overlap of the nursing schedules of the nursing plans;

[0070] Based on the nursing schedule adjusted by the nursing plan, obtain the time occupied by each nursing resource in different combined nursing plans;

[0071] Screen nursing resources based on occupied time, obtain nursing resources corresponding to each combined nursing plan, and form a nursing plan;

[0072] The above method obtains associated nursing schedules by sorting the nursing schedules in the needs of each nursing object and finding a nursing schedule with the least number of types of nursing schedules in the plan sequence, obtains a nursing plan based on the resources of associated nursing, merges the nursing schedules based on the overlap of nursing schedules in the nursing plan, screens nursing resources based on the time proportion, and forms a nursing plan, thereby ensuring that the nursing object can get all the required care and meet the shortest nursing time requirements as much as possible, saving the waiting time of the nursing object for the execution of the nursing plan.

[0073] In some implementations, the process of obtaining the associated schedule specifically includes:

[0074] Obtain the nursing schedule closest to the nursing demand cluster in the plan sequence and record it as the first schedule;

[0075] Obtaining a nursing schedule associated with the first schedule, and recording it as an associated schedule;

[0076] Return to execute the operation of obtaining the associated schedule until the time interval between the obtained nursing schedule and the establishment time of the nursing demand cluster exceeds the set time threshold;

[0077] Return to execute the operation of obtaining the first schedule until the entire plan sequence is traversed; obtain the nursing schedule close to the nursing demand cluster in the plan sequence, thereby obtaining the corresponding associated schedule, find all the associated schedules according to the association relationship, and sort the nursing schedules in the plan sequence, ensuring that each schedule in the nursing plan can be properly identified and processed according to its relevance to the nursing demand cluster and time sequence, thereby effectively organizing nursing activities and ensuring the continuity and timeliness of nursing services.

[0078] In some implementations, the process of acquiring the associated schedule further includes:

[0079] Get the establishment time between the nursing schedule and the first schedule, sort the nursing schedules according to the order of establishment time, return to execute the nursing schedule associated with the first schedule, and record it as the operation of associating schedules, until the nursing schedule in the current order does not have an associated first schedule, by sorting the nursing schedules according to the establishment time with the first schedule, so as to ensure the accuracy of the order of establishing the association relationship.

[0080] In order to further ensure that the planned sequence between nursing resources is correctly arranged, the planned sequence of nursing resources corresponding to the nursing schedule is formed based on the overlap of nursing schedules in the nursing plan, which specifically includes:

[0081] If there is no overlap in nursing schedules between nursing plans, the nursing schedules in each nursing plan and the corresponding nursing resources respectively constitute a planning sequence of nursing resources;

[0082] If there is an overlap in nursing schedules between nursing plans, and the nursing resources at the overlapping positions of nursing schedules between nursing plans are the same, then the nursing resources at the overlapping positions of nursing schedules in each nursing plan are merged and spliced ​​to form a planned sequence of nursing resources;

[0083] If there is overlap in nursing schedules between the nursing plans, and there is at least one nursing plan whose nursing resources at the overlapping position of the nursing schedule are different from those of other plans, then the same nursing schedules and different nursing resources in each nursing plan are organized into a nursing resource sequence in a preset order, the occupied time of different nursing resources in the nursing resource sequence is obtained, the different nursing resources are sorted according to the occupied time, and the different nursing resources in each nursing plan are spliced ​​according to the sequence to form a planned sequence of nursing resources, thereby completing the sorting and splicing of the nursing resources at the overlapping positions.

[0084] In some implementations, the screening of nursing resources based on the occupied time to obtain corresponding nursing resources specifically includes:

[0085] Compare the relationship between the occupied time of nursing resources in each combined nursing scheme corresponding to the nursing plan and the nursing time threshold of the corresponding nursing resources, obtain the execution probability of the nursing resources corresponding to the nursing object, screen each nursing resource based on the execution probability, and obtain the nursing resources corresponding to each combined nursing scheme;

[0086] The calculation formula for the execution probability of nursing resources is: P=T / T”; wherein P represents the execution probability of nursing resources for the nursing object, T represents the occupation time of the nursing resources of the nursing plan for the nursing object, and T” represents the nursing time threshold of the nursing resources for the nursing object in the nursing plan. The occupation time of the nursing resources of the nursing plan is compared with the nursing time threshold by the above method to obtain the execution probability of the nursing resources of the nursing plan, and then the nursing plans are screened to obtain more reasonable nursing plans, ensuring that the selected nursing resources can not only meet the nursing needs but also be used efficiently to avoid waste of resources.

[0087] Implementation example:

[0088] Assume that the occupancy time (T) of a nursing resource is 2 hours, and the nursing time threshold (T") of the resource is 1.5 hours.

[0089] Calculate the execution probability (P): = 2 / 1.5 = 1.33

[0090] If the set probability threshold is 1, then the execution probability of this nursing resource is higher than the threshold, and therefore it can be selected for the nursing plan.

[0091] Preferably, the method further comprises:

[0092] Adjust the execution probability of the nursing resources corresponding to the nursing objects according to the changes in the physical condition of each nursing object, and obtain the adjusted probability of the nursing resources corresponding to each nursing object; for example, the physical condition changes of the nursing objects can be monitored by using sensors, medical equipment or through the observation of nursing staff;

[0093] The adjustment process includes: obtaining the physical state change of the nursing object, inputting the physical state change into a trained adjustment model, the adjustment model includes a first branch network and a second branch network, obtaining the adjustment probability of the nursing resources output by the first branch network and the adjustment probability of the nursing resources output by the second branch network;

[0094] Obtaining execution probabilities of all nursing objects output by the first branch network and the second branch network to form an execution probability sequence of the nursing objects;

[0095] Based on the execution probability sequence and the initial execution probability of the nursing resources, obtaining the adjusted probability of the nursing resources corresponding to the nursing object;

[0096] Based on the adjusted probability of each nursing resource corresponding to the nursing object, the nursing resources are screened, the nursing resources corresponding to each combined nursing plan are obtained, and a nursing plan is formed, thereby ensuring that the nursing plan can be dynamically adjusted according to the actual physical condition of the nursing object, thereby providing more personalized and effective nursing services.

[0097] For example, assuming that the adjusted probability of the first branch network output is P1, the adjusted probability of the second branch network output is P2, and the initial execution probability of the nursing resource is P initial , then the adjusted probability P adjusted , can be calculated by the following formula:

[0098] P adjusted =P initial ×P1×P2

[0099] Based on the adjusted probability P adjusted , decide whether to include nursing resources in the care plan.

[0100] In some implementations, based on the execution probability sequence and the initial execution probability of the nursing resource, obtaining the adjusted probability of the nursing resource corresponding to the nursing object specifically includes:

[0101] According to the execution probability sequence of the nursing object, the adjustment probability sequence of the nursing resources corresponding to the nursing object is obtained. The execution probability corresponding to each nursing resource in the execution probability sequence is divided by the corresponding adjustment probability to obtain the adjustment probability of the nursing resources corresponding to the nursing object. The adjusted probability can be used to further optimize the nursing plan and ensure that the use of nursing resources is more reasonable and effective.

[0102] Assume that the execution probability sequence of the nursing object is (P exec,1 ,P exec,2 ,...,P exec,n ), where P exec,i is the execution probability of the i-th nursing resource; the adjusted probability sequence is (P adj,1 ,P adj,2 ,...,P adj,n ), where P adj,i is the adjusted probability of the i-th nursing resource. Then the adjusted probability P final,i It can be calculated by the following formula:

[0103] P final,i =P exec, / i P adj,i

[0104] In this application, the training process of the adjustment model includes:

[0105] Taking the historical physical changes of the nursing object as a training set, taking the execution probability changes of the nursing resources of the nursing object as a test set, and inputting the training set and the test set into the adjustment model for training;

[0106] Obtain the loss function value of the adjustment model according to the test set, and randomly search for the hyperparameters in the adjustment model based on the loss function value; verify the searched hyperparameters based on the convergence of the loss function of the adjustment model;

[0107] If the adjustment model loss function converges to a preset convergence threshold or reaches a preset number of iterations, the training is terminated, otherwise the operation of taking the historical physical changes of the nursing object as a training set is returned to be executed;

[0108] Based on the obtained model parameters, an adjustment model is obtained. The model can adjust the execution probability of nursing resources according to the historical physical changes of the nursing object, thereby providing more personalized and effective nursing services.

[0109] In some embodiments, the step of monitoring each nursing schedule in the nursing plan in real time, obtaining the execution completion status of the nursing plan, and forming the nursing schedule of the nursing plan based on the completion status also includes:

[0110] Obtaining nursing resources and nursing time thresholds according to the adjusted probability of nursing objects corresponding to nursing resources;

[0111] If the execution probability of the nursing object is greater than the probability threshold, the corresponding nursing resource is selected as the object in need of nursing, and the nursing time threshold is set to the default nursing time threshold corresponding to the nursing resource;

[0112] If the execution probability of the nursing object is less than the probability threshold, the corresponding nursing resource is selected as the object that needs to be adjusted, and the nursing time threshold is adjusted based on the nursing plan;

[0113] The calculation formula of the probability threshold is:

[0114]

[0115] Where L represents the adjustment probability threshold of the set nursing object; K represents the number of objects that need nursing; P i represents the execution probability of the i-th nursing object, represents the mean of the execution probabilities of K nursing objects; A i represents the execution probability of the i-th nursing object. When the execution probability of the i-th nursing object is less than the probability threshold, the adjustment probability of the i-th nursing object is 1, otherwise the adjustment probability of the i-th nursing object is 0. Through this process, it can ensure that nursing resources are reasonably allocated, and at the same time adjust the nursing time according to the actual needs of the nursing objects, thereby improving the efficiency and quality of nursing services.

[0116] Furthermore, the generation of several nursing plans according to the nursing scheme specifically includes:

[0117] The occupation time of the nursing resources of the nursing plan is set, and the nursing schedule association is established in chronological order based on the occupation time to form a nursing plan; wherein, for each nursing resource, its occupation time in the nursing process is determined according to the nursing plan, which includes the estimated start time and duration of each nursing activity;

[0118] During the nursing plan generation process, if there is no overlap in the nursing schedules between the plans, the generation of the nursing plan is completed; overlap means that within the same time range, multiple nursing plans allocate different nursing resources to the same nursing object, or allocate the same nursing resources to different nursing objects.

[0119] If the nursing schedules between the plans overlap, the nursing resources of the overlapping nursing schedules in each plan are obtained to determine whether the nursing resources corresponding to the overlapping nursing schedules are the same;

[0120] If the nursing resources corresponding to all overlapping nursing schedules are the same, the generation of the nursing plan is completed; if there are differences, the nursing resources corresponding to different nursing schedules are spliced ​​to complete the generation of the nursing plan, thereby ensuring that the nursing plan not only meets the needs of the care recipients but also avoids conflicts in resource allocation, thereby improving the efficiency and coordination of nursing services.

[0121] The present application provides a clinical nursing work plan management method and system thereof, which obtains nursing needs of several nursing objects corresponding to the current nursing cycle, obtains corresponding nursing resources based on the nursing needs, forms a nursing plan template, and generates several nursing plans according to the nursing plan template; generates several nursing plans according to the nursing plan, each nursing plan includes several nursing schedules; monitors each nursing schedule in the nursing plan in real time, obtains the execution completion status of the nursing plan, calculates the completion difference between the nursing plan and the planned completion time, and adjusts the nursing schedule based on the completion difference; the nursing needs include basic information, disease information and physical condition of the nursing object; the nursing plan template includes nursing schedules and nursing resources; groups the needs with the same basic information, disease information and physical condition into a cluster, obtains the nursing resources corresponding to each cluster of needs, and forms a nursing plan; generates a corresponding nursing plan according to the nursing schedule in the nursing plan, establishes completion statistics for each nursing schedule of each nursing object, and dynamically updates the nursing schedule according to the completion status, so that the arrangement of the nursing work plan can be quickly completed based on the nursing schedule of each nursing object, and the nursing plan is adjusted in real time by real-time recording and updating the completion status, thereby improving the dynamic management capability of the nursing plan, and combining artificial intelligence technology to realize intelligent management of clinical nursing work. In the process of generating a nursing plan, the nursing schedules are associated according to the nursing resource occupancy of each nursing schedule for each nursing object, and the associated nursing schedules are combined in combination with the physical condition of the nursing object. This can form a more reasonable nursing work plan, reduce conflicts in nursing resources and improve the overall efficiency of nursing work.

[0122] In the above-mentioned embodiment, a clinical nursing work plan management method is provided. Correspondingly, the present application also provides a clinical nursing work plan management system. Figure 2 As shown, the system provided in the embodiment of the present application can implement the above method, and the management system can be implemented by software, hardware, or a combination of software and hardware. For example, the management system can include integrated or separate functional modules or units to perform the corresponding steps in the above methods, including:

[0123] An acquisition module is used to acquire the nursing needs of several nursing objects corresponding to the current nursing cycle, acquire corresponding nursing resources based on the nursing needs, form a nursing plan template, and generate several nursing plans according to the nursing plan template;

[0124] A generation module is used to generate a number of nursing plans according to the nursing plan, each of which includes a number of nursing schedules;

[0125] The calculation module is used to monitor the various nursing schedules in the nursing plan in real time, obtain the execution completion status of the nursing plan, calculate the completion difference between the nursing plan and the planned completion time, and adjust the nursing schedule based on the completion difference;

[0126] The nursing needs include basic information, disease information and physical condition of the nursing object; the nursing plan template includes the nursing schedule, nursing resources and the relationship between the nursing schedule;

[0127] The formation module is used to group needs with the same basic information, disease information and physical condition into a cluster, obtain the nursing resources corresponding to each cluster of needs, and form a nursing plan.

[0128] The management system provided in the embodiment of the present application and the method provided in the embodiment of the present application are based on the same inventive concept and have the same beneficial effects as the methods adopted, operated or implemented therein.

[0129] The embodiment of the present application also provides an electronic device corresponding to the method provided in the above embodiment, and the electronic device can be an electronic device used for a client, such as a mobile phone, a laptop computer, a tablet computer, a desktop computer, etc., to execute the above method.

[0130] Please refer to Figure 3 , which shows a schematic diagram of an electronic device provided by some embodiments of the present application. Figure 3 As shown, the electronic device 20 includes: a processor 200, a memory 201, a bus 202 and a communication interface 203, and the processor 200, the communication interface 203 and the memory 201 are connected via the bus 202; the memory 201 stores a computer program that can be run on the processor 200, and when the processor 200 runs the computer program, it executes the phishing email tracing method provided in any of the aforementioned embodiments of the present application.

[0131] The memory 201 may include a high-speed random access memory (RAM), and may also include a non-volatile memory, such as at least one disk memory. The communication connection between the system network element and at least one other network element is realized through at least one communication interface 203 (which may be wired or wireless), and the Internet, wide area network, local area network, metropolitan area network, etc. may be used.

[0132] The bus 202 may be an ISA bus, a PCI bus, or an EISA bus, etc. The bus may be divided into an address bus, a data bus, a control bus, etc. The memory 201 is used to store programs, and the processor 200 executes the programs after receiving execution instructions. The method disclosed in any implementation of the above-mentioned embodiment of the present application may be applied to the processor 200, or implemented by the processor 200.

[0133] The processor 200 may be an integrated circuit chip with signal processing capabilities. In the implementation process, each step of the above method can be completed by the hardware integrated logic circuit or software instructions in the processor 200. The above processor 200 can be a general-purpose processor, including a central processing unit (CPU), a network processor (NP), etc.; it can also be a digital signal processor (DSP), an application-specific integrated circuit (ASIC), a readily available programmable gate array (FPGA) or other programmable logic devices, discrete gates or transistor logic devices, discrete hardware components. The methods, steps and logic block diagrams disclosed in the embodiments of the present application can be implemented or executed. The general-purpose processor can be a microprocessor or the processor can also be any conventional processor, etc. The steps of the method disclosed in the embodiments of the present application can be directly embodied as a hardware decoding processor to be executed, or the hardware and software modules in the decoding processor can be executed. The software module can be located in a mature storage medium in the field such as a random access memory, a flash memory, a read-only memory, a programmable read-only memory or an electrically erasable programmable memory, a register, etc. The storage medium is located in the memory 201, and the processor 200 reads the information in the memory 201 and completes the steps of the above method in combination with its hardware.

[0134] The electronic device provided in the embodiment of the present application and the method provided in the embodiment of the present application are based on the same inventive concept and have the same beneficial effects as the method adopted, operated or implemented by them.

[0135] The embodiments of the present application also provide a computer-readable storage medium corresponding to the method provided in the aforementioned embodiments, on which a computer program (ie, a program product) is stored. When the computer program is executed by a processor, the method provided in any of the aforementioned embodiments is executed.

[0136] It should be noted that examples of the computer-readable storage medium may also include, but are not limited to, phase change memory (PRAM), static random access memory (SRAM), dynamic random access memory (DRAM), other types of random access memory (RAM), read-only memory (ROM), electrically erasable programmable read-only memory (EEPROM), flash memory or other optical or magnetic storage media, which are not listed here one by one.

[0137] The computer-readable storage medium provided in the above-mentioned embodiments of the present application and the method provided in the embodiments of the present application are based on the same inventive concept and have the same beneficial effects as the method adopted, run or implemented by the application program stored therein.

[0138] Finally, it should be noted that the above embodiments are only used to illustrate the technical solutions of the present application, rather than to limit it. Although the present application has been described in detail with reference to the aforementioned embodiments, those skilled in the art should understand that they can still modify the technical solutions described in the aforementioned embodiments, or replace some or all of the technical features therein by equivalents. These modifications or replacements do not deviate the essence of the corresponding technical solutions from the scope of the technical solutions of the embodiments of the present application, and they should all be included in the scope of the claims and specification of the present application.

Claims

1. A clinical nursing work plan management method, characterized in that: The following steps are involved: Obtain the nursing needs of several nursing objects corresponding to the current nursing cycle, obtain corresponding nursing resources based on the nursing needs, form a nursing plan template, and generate several nursing plans based on the nursing plan template; Generate several nursing plans according to the nursing scheme, each nursing plan includes several nursing schedules; Monitor the various nursing schedules in the nursing plan in real time, obtain the execution status of the nursing plan, calculate the completion difference between the nursing plan and the planned completion time, and adjust the nursing schedule based on the completion difference; The nursing needs include basic information, disease information and physical condition of the nursing object; The care plan template includes a care schedule and care resources; Group needs with the same basic information, disease information and physical condition into a cluster, obtain the nursing resources corresponding to each cluster of needs, and form a nursing plan.

2. The method according to claim 1, characterized in that The process of forming the nursing plan includes: Obtaining a plan sequence formed by the nursing resources corresponding to each cluster demand, wherein the plan sequence is formed by arranging a number of nursing schedules and their corresponding nursing resources in order from the beginning to the end according to the establishment time; Select a nursing schedule with the least number of nursing schedule types in the plan sequence, obtain an associated schedule corresponding to the nursing schedule, and form a nursing plan corresponding to the associated schedule based on the association relationship between the nursing schedule and the associated schedule; The nursing plans are combined based on the demand clusters of the nursing objects to obtain the nursing scheme. If there is an overlap in the nursing schedules among the nursing plans, a plan sequence of nursing resources corresponding to the nursing schedules is formed based on the overlap of the nursing schedules of the nursing plans; Based on the nursing schedule adjusted by the nursing plan, obtain the time occupied by each nursing resource in different combined nursing plans; Nursing resources are screened based on occupied time, and nursing resources corresponding to each combined nursing plan are obtained to form a nursing plan.

3. The method according to claim 2, characterized in that The process of obtaining the associated schedule includes: Obtain the nursing schedule closest to the nursing demand cluster in the plan sequence and record it as the first schedule; Obtaining a nursing schedule associated with the first schedule, and recording it as an associated schedule; Return to execute the operation of obtaining the associated schedule until the time interval between the obtained nursing schedule and the establishment time of the nursing demand cluster exceeds the set time threshold; Return to the operation of getting the first schedule until the entire schedule sequence is traversed.

4. The method according to claim 3, characterized in that The process of obtaining the associated schedule also includes: Get the establishment time between the nursing schedule and the first schedule, sort the nursing schedules according to the order of the establishment time, return to execute the nursing schedule associated with the first schedule, and record it as the operation of associating the schedule, until the nursing schedule in the current order has no associated first schedule.

5. The method according to claim 2, characterized in that: The overlapping of nursing schedules based on the nursing plan forms a planned sequence of nursing resources corresponding to the nursing schedules, specifically including: If there is no overlap in nursing schedules between nursing plans, the nursing schedules in each nursing plan and the corresponding nursing resources respectively constitute a planning sequence of nursing resources; If there is an overlap in nursing schedules between nursing plans, and the nursing resources at the overlapping positions of nursing schedules between nursing plans are the same, then the nursing resources at the overlapping positions of nursing schedules in each nursing plan are merged and spliced ​​to form a planned sequence of nursing resources; If there is overlap in nursing schedules between the nursing plans, and there is at least one nursing plan whose nursing resources at the overlapping position of the nursing schedule are different from those of other plans, then the same nursing schedules and different nursing resources in each nursing plan are combined into a nursing resource sequence in a preset order, the occupied time of different nursing resources in the nursing resource sequence is obtained, the different nursing resources are sorted according to the occupied time, and the different nursing resources in each nursing plan are spliced ​​according to the sequence to form a planned sequence of nursing resources.

6. The method according to claim 1, characterized in that The screening of nursing resources based on the occupied time to obtain corresponding nursing resources specifically includes: Compare the relationship between the occupied time of nursing resources in each combined nursing scheme corresponding to the nursing plan and the nursing time threshold of the corresponding nursing resources, obtain the execution probability of the nursing resources corresponding to the nursing object, screen each nursing resource based on the execution probability, and obtain the nursing resources corresponding to each combined nursing scheme; The calculation formula for the execution probability of nursing resources is: P=T / T”; where P represents the execution probability of nursing resources for the nursing object, T represents the occupation time of nursing resources for the nursing object in the nursing plan, and T” represents the nursing time threshold of nursing resources for the nursing object in the nursing plan.

7. The method according to claim 6, characterized in that Also includes: Adjust the execution probability of the nursing resources corresponding to the nursing objects according to the changes in the physical conditions of the nursing objects, and obtain the adjusted probability of the nursing resources corresponding to the nursing objects; The adjustment process includes: obtaining the physical state change of the nursing object, inputting the physical state change into a trained adjustment model, the adjustment model includes a first branch network and a second branch network, obtaining the adjustment probability of the nursing resources output by the first branch network and the adjustment probability of the nursing resources output by the second branch network; Obtaining execution probabilities of all nursing objects output by the first branch network and the second branch network to form an execution probability sequence of the nursing objects; Based on the execution probability sequence and the initial execution probability of the nursing resources, obtaining the adjusted probability of the nursing resources corresponding to the nursing object; The nursing resources are screened based on the adjusted probability that the nursing objects correspond to each nursing resource, the nursing resources corresponding to each combined nursing plan are obtained, and a nursing plan is formed.

8. The method according to claim 7, characterized in that Based on the execution probability sequence and the initial execution probability of the nursing resources, the adjusted probability of the nursing resources corresponding to the nursing object is obtained, specifically including: The adjustment probability sequence of the nursing resources corresponding to the nursing object is obtained according to the execution probability sequence of the nursing object, and the execution probability corresponding to each nursing resource in the execution probability sequence is divided by the corresponding adjustment probability to obtain the adjustment probability of the nursing resources corresponding to the nursing object.

9. The method according to claim 8, characterized in that The training process of the adjustment model includes: Taking the historical physical changes of the nursing object as a training set, taking the execution probability changes of the nursing resources of the nursing object as a test set, and inputting the training set and the test set into the adjustment model for training; Obtain the loss function value of the adjustment model according to the test set, and randomly search the hyperparameters in the adjustment model based on the loss function value; verify the searched hyperparameters based on the convergence of the loss function of the adjustment model; If the adjustment model loss function converges to a preset convergence threshold or reaches a preset number of iterations, the training is terminated, otherwise the operation of taking the historical physical changes of the nursing object as a training set is returned to be executed; Based on the obtained model parameters, an adjustment model is obtained.

10. A clinical nursing work plan management system, characterized in that: include: An acquisition module is used to obtain the nursing needs of several nursing objects corresponding to the current nursing cycle, obtain corresponding nursing resources based on the nursing needs, form a nursing plan template, and generate several nursing plans according to the nursing plan template; A generation module is used to generate a number of nursing plans according to the nursing plan, each of which includes a number of nursing schedules; The calculation module is used to monitor the various nursing schedules in the nursing plan in real time, obtain the execution completion status of the nursing plan, calculate the completion difference between the nursing plan and the planned completion time, and adjust the nursing schedule based on the completion difference; The nursing needs include basic information, disease information and physical condition of the nursing object; The nursing plan template includes the nursing schedule, nursing resources, and the association between the nursing schedule; The formation module is used to group needs with the same basic information, disease information and physical condition into a cluster, obtain the nursing resources corresponding to each cluster of needs, and form a nursing plan.

Images