Characteristic analysis-based medical evaluation system and method for patients with infectious diseases and endemic diseases
Through the method based on feature analysis, disease matching analysis and infection abnormality analysis are carried out to evaluate the examination matching of medical equipment, and the problems of improper use of medical equipment or incomplete virus disinfection in the existing technology are solved, and safe and efficient use of medical equipment and medical resource allocation are achieved.
Patent Information
- Application Number
- CN202510429775.9
- Authority / Receiving Office
- CN · China
- Patent Type
- Applications(China)
- Current Assignee / Owner
- Filing Date
- 2025-04-08
- Publication Date
- 2025-05-06
- Estimated Expiration
- 2045-04-08
AI Technical Summary
The prior art is difficult to reasonably arrange the use of medical equipment according to the patient's condition and infectious risks, resulting in improper use of equipment or incomplete virus disinfection, increasing the risk of infectious diseases.
Through a feature analysis method, patients' condition data and medical equipment operation data are obtained, disease matching analysis and infection abnormality analysis are carried out, the examination matching of medical equipment is evaluated, and whether the equipment needs to be replaced based on the results to ensure patient safety and effective use of the equipment.
The use of medical equipment is achieved reasonably arranged according to the patient's condition and infectious risks, avoid cross-infection, improve the efficiency of equipment use, optimize the allocation of medical resources, and ensure the prevention and control of infectious diseases.
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Figure CN119943434A_ABST
Abstract
Description
Technical Field
[0001] The present invention relates to the technical field of medical care systems, and in particular to a medical evaluation system and method for infectious disease and endemic disease patients based on feature analysis. Background Art
[0002] During the epidemic period, the blockade between regions can effectively prevent the spread of infectious diseases, but it will also bring certain pressure to the economy of each region. Therefore, how to predict the risk of infectious diseases imported into each region is extremely important for the prevention of infectious diseases in each region. For medical examination equipment, how to choose suitable examination equipment for patients with serious conditions and high infectiousness is an urgent problem to be solved. When conducting medical examinations, the existing technology usually only queues for examinations, and cannot reasonably arrange the use of medical equipment according to the patient's condition and infection risk, which is easy to cause the spread of infectious diseases due to improper use of equipment or incomplete virus disinfection; For example, a Chinese patent application with the publication number CN113724847A discloses a medical resource allocation method, device, terminal device and medium based on artificial intelligence. This method obtains the patients and their visit time corresponding to the target syndrome in each area based on the historical diagnosis and treatment data of the patients in N areas, and predicts the growth trend of the number of patients corresponding to the target syndrome in each area at a certain time in the future, and then obtains the allocation index of medical resources for the target syndrome in each area based on the growth trend of the number of patients corresponding to the target syndrome in each area, and then when the growth trend of the number of patients in the area is large, the medical resources corresponding to the target syndrome in the area can be increased, such as doctor resources, medical equipment resources, etc., to achieve the prediction and on-demand allocation of medical resources, and do a good job in the allocation of medical resources in advance, reducing the situation where medical resources cannot keep up with medical needs, and improving the efficiency of patients. However, it does not solve the problem of how to select suitable examination equipment for patients with serious conditions and high infectiousness.
[0003] In order to solve these problems, the present application designs a medical assessment system and method for patients with infectious diseases and endemic diseases based on feature analysis. Summary of the invention
[0004] In order to overcome the defects and shortcomings of the prior art, the present invention provides a medical evaluation system and method for patients with infectious diseases and endemic diseases based on feature analysis, performs condition matching analysis based on the patient's condition data during examination and the stable operation data in the equipment operation data of the medical examination, performs infection anomaly analysis based on the infection characteristic data of the infectious disease and the virus disinfection level data in the equipment operation data of the medical examination, and performs medical equipment inspection and evaluation based on the condition matching analysis results and the infection anomaly analysis results. The present application performs medical equipment inspection matching analysis based on the condition matching analysis results and the infection anomaly analysis results, and can reasonably arrange the use of medical equipment according to the patient's condition and infection risk. For patients with severe conditions and high infectiousness, they are given priority to be inspected on equipment with good virus disinfection conditions to avoid cross infection; for patients with mild conditions and low infection risks, they can be reasonably assigned to other equipment for inspection, thereby improving the use efficiency of equipment and achieving optimal allocation of medical resources.
[0005] In order to achieve the above object, the present invention adopts the following technical solutions: In a first aspect, the present invention provides a method for medical assessment of patients with infectious diseases and endemic diseases based on feature analysis, comprising the following steps: S1. Obtain the infectious characteristics data of infectious diseases, the condition data of patients during examination, and the operation data of medical examination equipment; S2. Performing condition matching analysis based on the condition data of the patient during the examination and the stable operation data in the equipment operation data of the medical examination; S3. Conducting infectious anomaly analysis based on infectious characteristic data of infectious diseases and virus disinfection level data in equipment operation data of medical examinations; S4. Conduct medical equipment inspection and evaluation based on the results of disease matching analysis and infectious abnormality analysis; S5. Determine whether the medical equipment matches the patient based on the inspection and evaluation results of the medical equipment and replace the equipment.
[0006] In one implementation of the present invention, the infectious characteristic data of the infectious disease in step S1 include the infectious characteristic data of the infectious virus carried by the patient, including the infection distance, the infection level of the patient and the transmission environment data of the infectious virus. The condition data of the patient during the examination in step S1 include the physical data of the patient, wherein the physical data include body temperature, blood pressure, heart rate and other data. The equipment operation data of the medical examination in step S1 include equipment operation data, equipment radiation damage data and antiviral level data of equipment materials.
[0007] In one implementation of the present invention, the condition matching analysis is performed based on the condition data of the patient during the examination and the stable operation data in the operation data of the medical examination equipment in step S2, including the following specific steps: S21, analyzing the abnormal physical constitution of the patient based on the physical constitution data in the patient's condition data during the examination, wherein the abnormal physical constitution of the patient is analyzed by: obtaining the difference between each parameter in the physical constitution data within a set period and the safety range of the corresponding parameter, performing weighted summation to obtain the abnormal physical constitution at the corresponding moment, and performing weighted summation based on the average value and fluctuation of the abnormal physical constitution at each moment within the set period to obtain the abnormal physical constitution analysis value; S22. Conduct equipment inspection anomaly assessment based on equipment operation data and equipment radiation damage data; S23. Conduct a disease matching assessment based on equipment operation stability, physical abnormality analysis values, and equipment radiation damage data.
[0008] In one implementation of the present invention, the infectious anomaly analysis is performed based on the infectious characteristic data of the infectious disease and the virus disinfecting level data in the equipment operation data of the medical examination in step S3, including the following specific steps: S31, obtaining transmission environment data of the infectious virus and environmental data during inspection, and performing environmental impact analysis based on the transmission environment data of the infectious virus and environmental data during inspection; S32. Obtain the patient's infection level, infection distance, and anti-virus level data of equipment and materials to perform virus transmission analysis, wherein the virus transmission analysis formula is: , where Hz is the infection level, Hx is the antiviral level of the equipment material, Ls is the average distance between the patient and the equipment during testing, and Lm is the virus transmission distance. The infection level of the patient is based on the ratio of the virus density in the patient's body to the safety density. The virus density in the patient's body refers to the number of virus particles contained in a specific volume of biological samples (such as blood, sputum, throat swabs, etc.), and the antiviral level of the equipment material is divided into: Level 3: It has high antiviral performance against a variety of viruses, with an antiviral activity rate of more than 95%, and a short action time. It can be used for medical equipment shells, protective masks, etc. that are closely connected to the human body Contact parts with higher requirements for virus protection; Level 2: The antiviral activity rate is between 80%-95%, which can effectively inhibit the survival and spread of viruses on the surface of the material, and can be used for general daily necessities, electronic equipment casings, etc.; Level 1: The antiviral activity rate is between 60%-80%, with certain antiviral ability, suitable for plastic products with relatively low requirements for virus protection; As for the average distance between the patient and the equipment during the test, since the patient will move during the test, the distance from the test equipment at each moment is different, so the average distance from the equipment at each moment is taken here, ts is the test time, and Ts is the safety time; S33, obtaining the calculated virus transmission analysis results and environmental impact analysis results to perform infection anomaly analysis; In this step, the virus transmission risk during the detection process is comprehensively assessed through the virus transmission characteristics, the contact characteristics during the detection process, and the anti-virus characteristics of the equipment. At the same time, the impact of the environment on virus transmission is comprehensively assessed to comprehensively assess the virus transmission anomalies during the detection process.
[0009] In one implementation of the present invention, the medical equipment inspection and evaluation based on the disease matching analysis results and the infectious abnormality analysis results in step S4 includes the following specific steps: S41, obtaining the calculated disease matching evaluation result and the infectious abnormality analysis result, taking the inverse of the infectious abnormality analysis result to obtain the infectious normality evaluation result; S42, performing weighted summation on the obtained normal infection assessment result and the condition matching assessment result to obtain the medical equipment inspection assessment result.
[0010] In one implementation of the present invention, in step S5, judging whether the medical device matches the patient according to the medical device inspection and evaluation result and performing device replacement includes the following specific contents: S51. Compare the medical device inspection and evaluation result with the set medical device inspection and evaluation threshold. If the medical device inspection and evaluation result is greater than or equal to the set medical device inspection and evaluation threshold, it means that the medical device matches the patient, and the medical staff can use the corresponding medical device to perform medical examination on the patient. If the medical device inspection and evaluation result is less than the set medical device inspection and evaluation threshold, it means that the medical device does not match the patient, and the medical device needs to be replaced. S52. Transmit the analysis results to medical personnel via wired or wireless means.
[0011] In a second aspect, the present invention also provides a medical evaluation system for patients with infectious diseases and endemic diseases based on feature analysis, comprising: A data acquisition module is used to acquire infectious characteristic data of infectious diseases, as well as condition data of patients during examinations and equipment operation data of medical examinations; The condition matching analysis module performs condition matching analysis based on the condition data of the patient during the examination and the stable operation data in the operation data of the medical examination equipment; The infectious anomaly analysis module performs infectious anomaly analysis based on infectious characteristic data of infectious diseases and virus disinfection level data in the equipment operation data of medical examinations; Equipment inspection and evaluation module, which conducts medical equipment inspection and evaluation based on the disease matching analysis results and infectious abnormality analysis results; The judgment module determines whether the medical device matches the patient based on the inspection and evaluation results of the medical device and replaces the device.
[0012] In a third aspect, the present invention provides an electronic device comprising: a processor and a memory, wherein the memory stores a computer program that can be called by the processor, and the processor executes a medical assessment method for patients with infectious diseases and endemic diseases based on feature analysis by calling the computer program stored in the memory.
[0013] In a fourth aspect, the present invention provides a computer-readable storage medium storing instructions, which, when executed on a computer, enable the computer to execute a medical assessment method for patients with infectious diseases and endemic diseases based on feature analysis.
[0014] Compared with the prior art, the present invention has the following advantages and beneficial effects: The present invention performs condition matching analysis based on the condition data of the patient during the examination and the stable operation data in the equipment operation data of the medical examination, performs infection anomaly analysis based on the infection characteristic data of the infectious disease and the virus disinfecting level data in the equipment operation data of the medical examination, and performs medical equipment inspection and evaluation based on the condition matching analysis results and the infection anomaly analysis results. The present application combines the condition matching analysis results and the infection anomaly analysis results to perform medical equipment inspection matching analysis, and can reasonably arrange the use of medical equipment according to the patient's condition and infection risk. For patients with severe conditions and high infectiousness, they are given priority to be inspected on equipment with good virus disinfecting conditions to avoid cross infection; for patients with mild conditions and low infection risks, they can be reasonably assigned to other equipment for inspection, thereby improving the use efficiency of equipment and achieving optimal allocation of medical resources. Through comprehensive analysis, we can ensure that the use of medical equipment meets the requirements of infectious disease prevention and control, protect the safety of patients and medical staff, and avoid the spread of infectious diseases caused by improper use of equipment or incomplete virus disinfection during the inspection process, providing strong guarantees for the smooth development of medical work. At the same time, it also helps to improve the overall management level and medical quality of the hospital. BRIEF DESCRIPTION OF THE DRAWINGS
[0015] Other features, objects and advantages of the present invention will become more apparent from the detailed description of non-limiting embodiments made with reference to the following drawings: Figure 1 It is a schematic diagram of the overall process of the method of the present invention; Figure 2 It is the working flow chart of S2 in the method of the present invention; Figure 3 is a work flow chart of S3 in the method of the present invention; Figure 4 It is a technical route flow chart of the method of the present invention; Figure 5 It is a schematic diagram of the structure of the system of the present invention. DETAILED DESCRIPTION
[0016] The technical solution of the present invention is described in detail below through the accompanying drawings and specific embodiments. It should be understood that the embodiments of the present invention and the specific features in the embodiments are detailed descriptions of the technical solution of the present invention, rather than limitations on the technical solution of the present invention. The embodiments of the present invention and the technical features in the embodiments may be combined with each other unless there is a conflict.
[0017] Example 1 The scenario of this embodiment is specifically described here. When implemented, this embodiment corresponds to a scenario in which a patient carrying an infectious virus needs to be examined using medical equipment (such as CT or chest X-ray, etc.). The use of medical equipment can be reasonably arranged according to the patient's condition and infection risk. For patients with severe conditions and high infectiousness, they are given priority to be examined on equipment with good virus disinfection conditions to avoid cross infection; for patients with mild conditions and low infection risks, they can be reasonably assigned to other equipment for examination, thereby improving the use efficiency of the equipment and achieving optimal allocation of medical resources. like Figure 1 , Figure 2 , Figure 3 and Figure 4 As shown, this embodiment provides a medical assessment method for patients with infectious diseases and endemic diseases based on feature analysis, which specifically includes the following steps: S1. Obtain the infectious characteristics data of infectious diseases, the condition data of patients during examination, and the operation data of medical examination equipment; In this embodiment, the infectious characteristic data of the infectious disease in step S1 includes the infectious characteristic data of the infectious virus carried by the patient, including the infectious distance, the infection level of the patient and the transmission environment data of the infectious virus. The condition data of the patient during the examination in step S1 includes the patient's physical data, wherein the physical data includes body temperature, blood pressure and heart rate data. The equipment operation data of the medical examination in step S1 includes equipment operation data, equipment radiation damage data and anti-virus level data of equipment materials. In this embodiment, each corresponding parameter is collected by a collection terminal with a confidentiality agreement. For example, physical data can be collected by a physical collection terminal. S2. Performing condition matching analysis based on the condition data of the patient during the examination and the stable operation data in the equipment operation data of the medical examination; In this embodiment, the condition matching analysis is performed based on the condition data of the patient during the examination and the stable operation data in the equipment operation data of the medical examination in step S2, including the following specific steps: S21. Analyze the abnormal physical condition of the patient based on the physical condition data in the patient's medical condition data during the examination, wherein the abnormal physical condition of the patient is analyzed by: obtaining the difference between each parameter in the physical condition data within a set period and the safety range of the corresponding parameter, performing weighted summation to obtain the physical condition abnormality at the corresponding moment, and performing weighted summation based on the average value and fluctuation of the physical condition abnormality at each moment within the set period to obtain the physical condition abnormality analysis value, wherein the calculation formula of the physical condition abnormality analysis value can be: , where T is the cycle duration, xt is the physical abnormality at time t, and x(t-1) is the physical abnormality at time t-1. is the difference between the physical abnormality at time t and the physical abnormality at time t-1. After integration, it represents the fluctuation of physical abnormality in the set period. Among them, is the weight of physical abnormality, is the weight of physical condition fluctuation ratio; S22. Perform equipment inspection abnormality assessment based on equipment operation data and equipment radiation damage data, wherein the equipment inspection abnormality assessment includes the following specific steps: Obtain equipment operation data within a set period and evaluate equipment operation stability. The equipment operation stability evaluation method is as follows: , where ct is the equipment operation abnormality at time t, c(t-1) is the equipment operation abnormality at time t-1, is the operating fluctuation ratio, is the proportion of abnormal operation; the equipment operation abnormality analysis method is: obtain the difference between the equipment operation data at the corresponding time and the standard operation data, perform standardization and weighted sum to obtain the equipment operation abnormality at the corresponding time; S23. Perform a disease matching evaluation based on the equipment operation stability, physical abnormality analysis value and equipment radiation damage data, wherein the disease matching evaluation calculation formula is: , where Eh is the radiation intensity generated during the operation of the equipment, and Em is the radiation safety intensity; S3. Conducting infectious anomaly analysis based on infectious characteristic data of infectious diseases and virus disinfection level data in equipment operation data of medical examinations; In this embodiment, the infectious anomaly analysis is performed based on the infectious characteristic data of the infectious disease and the virus disinfecting level data in the equipment operation data of the medical examination in step S3, including the following specific steps: S31, obtaining the transmission environment data of the infectious virus and the environmental data during the inspection, and performing an environmental impact analysis based on the transmission environment data of the infectious virus and the environmental data during the inspection, wherein the environmental impact analysis formula is: , where n is the type of environmental impact, fi is the impact coefficient of the i-th environment, Li is the value of the i-th environmental type during detection, Lim is the median value of the suitable growth range of the i-th growth environment of the infectious virus, Limax is the maximum value of the suitable growth range of the i-th growth environment of the infectious virus, and Limin is the minimum value of the suitable growth range of the i-th growth environment of the infectious virus; S32. Obtain the patient's infection level, infection distance, and anti-virus level data of equipment and materials to perform virus transmission analysis, wherein the virus transmission analysis formula is: , where Hz is the infection level, Hx is the antiviral level of the equipment material, Ls is the average distance between the patient and the equipment during testing, and Lm is the virus transmission distance. The infection level of the patient is based on the ratio of the virus density in the patient's body to the safety density. The virus density in the patient's body refers to the number of virus particles contained in a specific volume of biological samples (such as blood, sputum, throat swabs, etc.), and the antiviral level of the equipment material is divided into: Level 3: It has high antiviral performance against a variety of viruses, with an antiviral activity rate of more than 95%, and a short action time. It can be used for medical equipment shells, protective masks, etc. that are closely connected to the human body Contact parts with higher requirements for virus protection; Level 2: The antiviral activity rate is between 80%-95%, which can effectively inhibit the survival and spread of viruses on the surface of the material, and can be used for general daily necessities, electronic equipment casings, etc.; Level 1: The antiviral activity rate is between 60%-80%, with certain antiviral ability, suitable for plastic products with relatively low requirements for virus protection; As for the average distance between the patient and the equipment during the test, since the patient will move during the test, the distance from the test equipment at each moment is different, so the average distance from the equipment at each moment is taken here, ts is the test time, and Ts is the safety time; S33, obtaining the calculated virus transmission analysis results and environmental impact analysis results to perform infection anomaly analysis, wherein the infection anomaly analysis formula is: ; In this step, the virus transmission risk during the detection process is comprehensively evaluated based on the virus transmission characteristics, the contact characteristics during the detection process, and the anti-virus characteristics of the equipment. At the same time, the impact of the environment on virus transmission is comprehensively evaluated to comprehensively evaluate the virus transmission anomalies during the detection process; S4. Conduct medical equipment inspection and evaluation based on the results of disease matching analysis and infectious abnormality analysis; In this embodiment, the medical equipment inspection and evaluation based on the disease matching analysis results and the infectious abnormality analysis results in step S4 includes the following specific steps: S41, obtaining the calculated disease matching evaluation result and the infectious abnormality analysis result, taking the inverse of the infectious abnormality analysis result to obtain the infectious normality evaluation result; S42, performing weighted summation of the obtained normal infection assessment result and the condition matching assessment result to obtain a medical equipment inspection assessment result; S5. Determine whether the medical device matches the patient according to the medical device inspection and evaluation results, and replace the device. In this embodiment, in step S5, determine whether the medical device matches the patient according to the medical device inspection and evaluation results, and replace the device, including the following specific contents: S51. Compare the medical device inspection and evaluation result with the set medical device inspection and evaluation threshold. If the medical device inspection and evaluation result is greater than or equal to the set medical device inspection and evaluation threshold, it means that the medical device matches the patient, and the medical staff can use the corresponding medical device to perform medical examination on the patient. If the medical device inspection and evaluation result is less than the set medical device inspection and evaluation threshold, it means that the medical device does not match the patient, and the medical device needs to be replaced. S52. Transmit the analysis results to medical personnel via wired or wireless means.
[0018] It should be noted that the setting parameters (such as weights and thresholds) in this embodiment are obtained by experiments conducted by technicians in this field. The specific experimental method is: obtaining historical infectious characteristic data of multiple infectious diseases, simultaneously obtaining the patient's condition data during the examination and the equipment operation data of the medical examination, and substituting them into each step in this embodiment to evaluate the medical equipment inspection and evaluation results, and simultaneously obtaining the judgment results of whether medical accidents occurred during these inspections, and importing the judgment results of whether medical accidents occurred during the historical inspections and the medical equipment inspection and evaluation results into the fitting software for continuous fitting, so as to obtain the values of the setting parameters (such as weights and thresholds) that meet the maximum medical accident judgment accuracy.
[0019] It should be noted that this embodiment has the following benefits: based on the patient's condition data during the examination and the stable operation data in the equipment operation data of the medical examination, the condition matching analysis is performed based on the infectious characteristic data of the infectious disease and the virus disinfecting level data in the equipment operation data of the medical examination, and the medical equipment inspection and evaluation is performed based on the condition matching analysis results and the infectious abnormality analysis results. This application combines the condition matching analysis results and the infectious abnormality analysis results to perform medical equipment inspection matching analysis. According to the patient's condition and infectious risk, the use of medical equipment can be reasonably arranged. For patients with severe conditions and high infectiousness, they are given priority to be inspected on equipment with good virus disinfecting conditions to avoid cross infection; for patients with milder conditions and lower infectious risks, they can be reasonably assigned to other equipment for inspection, improve the efficiency of equipment use, and achieve optimal allocation of medical resources. Through comprehensive analysis, it can ensure that the use of medical equipment meets the requirements of infectious disease prevention and control, ensure the safety of patients and medical staff, and avoid the spread of infectious diseases caused by improper use of equipment or incomplete virus disinfecting during the inspection process, providing a strong guarantee for the smooth development of medical work. At the same time, it also helps to improve the overall management level and medical quality of the hospital.
[0020] Example 2 like Figure 5 As shown, this embodiment provides a medical evaluation system for infectious and endemic disease patients based on feature analysis, including: A data acquisition module is used to acquire infectious characteristic data of infectious diseases, as well as condition data of patients during examinations and equipment operation data of medical examinations; The condition matching analysis module performs condition matching analysis based on the condition data of the patient during the examination and the stable operation data in the operation data of the medical examination equipment; The infectious anomaly analysis module performs infectious anomaly analysis based on infectious characteristic data of infectious diseases and virus disinfection level data in the equipment operation data of medical examinations; Equipment inspection and evaluation module, which conducts medical equipment inspection and evaluation based on the disease matching analysis results and infectious abnormality analysis results; The judgment module determines whether the medical device matches the patient based on the inspection and evaluation results of the medical device and replaces the device.
[0021] The above-mentioned parameters and steps for each unit module to realize the corresponding functions in the medical assessment system for infectious diseases and endemic diseases based on feature analysis of the present invention can be referred to the parameters and steps in the embodiment of the medical assessment method for infectious diseases and endemic diseases based on feature analysis above, and will not be repeated here.
[0022] Example 3 An electronic device according to an embodiment of the present invention comprises: a processor and a memory, wherein the memory stores a computer program that can be called by the processor, and the processor executes a medical assessment method for patients with infectious diseases and endemic diseases based on feature analysis by calling the computer program stored in the memory. It should be noted that all computer programs of the medical assessment method for patients with infectious diseases and endemic diseases based on feature analysis are implemented using C language, wherein the data acquisition module, the pollutant intrusion degree analysis module, the damage degree analysis module, the contamination diffusion degree analysis module, the contamination risk assessment module, the book processing warning module and the control module are all controlled by a remote server.
[0023] Example 4 This embodiment provides a computer-readable storage medium having a rewritable computer program stored thereon; When the computer program runs on a computer device, the computer device is enabled to execute the above-mentioned medical assessment method for patients with infectious diseases and endemic diseases based on feature analysis.
[0024] Each embodiment of the present invention is described in a progressive manner, and the same or similar parts between the embodiments can be referred to each other, and each embodiment focuses on the differences from other embodiments. In particular, for the IoT device and medium embodiments, since they are basically similar to the method embodiments, the description is relatively simple, and the relevant parts can be referred to the partial description of the method embodiments.
[0025] The system and medium provided in the embodiments of the present invention correspond one-to-one to the method, and therefore, the system and medium also have similar beneficial technical effects to the corresponding methods. Since the beneficial technical effects of the methods have been described in detail above, the beneficial technical effects of the system and medium will not be repeated here.
[0026] It will be appreciated by those skilled in the art that embodiments of the present invention may be provided as methods, systems, or computer program products. Therefore, the present invention may take the form of a complete hardware embodiment, a complete software embodiment, or an embodiment combining software and hardware. Furthermore, the present invention may take the form of a computer program product implemented on one or more computer-usable storage media (including but not limited to disk storage, CD-ROM, optical storage, etc.) containing computer-usable program code.
[0027] The present invention is described with reference to flowcharts and / or block diagrams of methods, devices (systems), and computer program products according to embodiments of the present invention. It should be understood that each process and / or block in the flowchart and / or block diagram, as well as the combination of processes and / or blocks in the flowchart and / or block diagram, can be implemented by computer program instructions. These computer program instructions can be provided to a processor of a general-purpose computer, a special-purpose computer, an embedded processor, or other programmable data processing device to generate a machine, so that the instructions executed by the processor of the computer or other programmable data processing device generate instructions for implementing the processes in the flowchart and / or block diagram. Figure 1 A process or multiple processes and / or boxes Figure 1 A device that provides the functions specified in a block or multiple blocks.
[0028] These computer program instructions may also be stored in a computer-readable memory capable of directing a computer or other programmable data processing device to operate in a specific manner, so that the instructions stored in the computer-readable memory produce an article of manufacture comprising an instruction device, which implements the process Figure 1 A process or multiple processes and / or boxes Figure 1 A function specified in one or more boxes.
[0029] In a typical configuration, a computing device includes one or more processors (CPU), input / output interfaces, network interfaces, and memory.
[0030] Memory may include non-permanent storage in a computer-readable medium, in the form of random access memory (RAM) and / or non-volatile memory, such as read-only memory (ROM) or flash RAM. Memory is an example of a computer-readable medium.
[0031] Computer readable media include permanent and non-permanent, removable and non-removable media that can be implemented by any method or technology to store information. Information can be computer readable instructions, data structures, program modules or other data. Examples of computer storage media 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 memory technology, compact disk read-only memory (CD-ROM), digital versatile disk (DVD) or other optical storage, magnetic cassettes, magnetic tape magnetic disk storage or other magnetic storage devices or any other non-transmission media that can be used to store information that can be accessed by a computing device. As defined herein, computer readable media does not include temporary computer readable media (transitory media), such as modulated data signals and carrier waves.
[0032] It should also be noted that the terms "include", "comprises" or any other variations thereof are intended to cover non-exclusive inclusion, so that a process, method, commodity or device including a series of elements includes not only those elements, but also other elements not explicitly listed, or also includes elements inherent to such process, method, commodity or device. In the absence of more restrictions, the elements defined by the sentence "comprises a ..." do not exclude the existence of other identical elements in the process, method, commodity or device including the elements.
[0033] The above are only embodiments of the present invention and are not intended to limit the present invention. For those skilled in the art, the present invention may have various modifications and variations. Any modification, equivalent substitution, improvement, etc. made within the spirit and principle of the present invention should be included in the scope of the claims of the present invention.
Claims
1. A medical evaluation method for patients with infectious diseases and endemic diseases based on feature analysis, characterized in that: The steps include: S1. Obtain the infectious characteristics data of infectious diseases, the condition data of patients during examination, and the operation data of medical examination equipment; S2. Performing condition matching analysis based on the condition data of the patient during the examination and the stable operation data in the equipment operation data of the medical examination; S3. Conducting infectious anomaly analysis based on infectious characteristic data of infectious diseases and virus disinfection level data in equipment operation data of medical examinations; S4. Conduct medical equipment inspection and evaluation based on the results of disease matching analysis and infectious abnormality analysis; S5. Determine whether the medical equipment matches the patient based on the inspection and evaluation results of the medical equipment and replace the equipment.
2. The method for medical assessment of infectious and endemic disease patients based on feature analysis according to claim 1, characterized in that: In S2, the condition matching analysis is performed based on the condition data of the patient during the examination and the stable operation data in the operation data of the medical examination equipment, including the following specific steps: S21, analyzing the abnormal physical condition of the patient based on the physical condition data in the patient's medical condition data during the examination, wherein the abnormal physical condition of the patient is analyzed by: obtaining the difference between each parameter in the physical condition data within a set period and the safety range of the corresponding parameter, performing weighted summation to obtain the abnormal physical condition at the corresponding moment, and performing weighted summation based on the average value and fluctuation of the abnormal physical condition at each moment within the set period to obtain the abnormal physical condition analysis value; S22. Perform equipment inspection abnormality assessment based on equipment operation data and equipment radiation damage data, wherein the equipment inspection abnormality assessment includes the following specific steps: Obtain equipment operation data within a set period and evaluate equipment operation stability. The equipment operation stability evaluation method is as follows: , where ct is the equipment operation abnormality at time t, c(t-1) is the equipment operation abnormality at time t-1, is the operating fluctuation ratio, is the proportion of abnormal operation; S23. Conduct a disease matching assessment based on equipment operation stability, physical abnormality analysis values, and equipment radiation damage data.
3. The medical evaluation method for infectious and endemic disease patients based on feature analysis according to claim 2 is characterized in that: The S3 performs an infection anomaly analysis based on the infection characteristic data of the infectious disease and the virus disinfecting level data in the equipment operation data of the medical examination, including the following specific steps: S31, obtaining transmission environment data of the infectious virus and environmental data during inspection, and performing environmental impact analysis based on the transmission environment data of the infectious virus and environmental data during inspection; S32, obtaining the patient's infection level, infection distance, and antiviral level data of equipment and materials to perform virus transmission analysis; S33. Obtain the calculated virus transmission analysis results and environmental impact analysis results to perform infectious anomaly analysis.
4. The method for medical assessment of infectious and endemic disease patients based on feature analysis according to claim 3, characterized in that: The medical equipment inspection and evaluation based on the disease matching analysis results and the infectious abnormality analysis results in S4 includes the following specific steps: S41, obtaining the calculated disease matching evaluation result and the infectious abnormality analysis result, taking the inverse of the infectious abnormality analysis result to obtain the infectious normality evaluation result; S42, performing weighted summation on the obtained normal infection assessment result and the condition matching assessment result to obtain the medical equipment inspection assessment result.
5. The method for medical assessment of infectious and endemic disease patients based on feature analysis according to claim 4, characterized in that: In S5, judging whether the medical device matches the patient according to the medical device inspection and evaluation results and replacing the device includes the following specific contents: S51. Compare the medical device inspection and evaluation result with the set medical device inspection and evaluation threshold. If the medical device inspection and evaluation result is greater than or equal to the set medical device inspection and evaluation threshold, it means that the medical device matches the patient, and the medical staff can use the corresponding medical device to perform medical examination on the patient. If the medical device inspection and evaluation result is less than the set medical device inspection and evaluation threshold, it means that the medical device does not match the patient, and the medical device needs to be replaced. S52. Transmit the analysis results to medical personnel via wired or wireless means.
6. The method for medical assessment of infectious and endemic disease patients based on feature analysis according to claim 5, characterized in that: The equipment operation abnormality analysis method in S22 is: obtaining the difference between the equipment operation data at the corresponding moment and the standard operation data, normalizing and weighted summing the difference to obtain the equipment operation abnormality at the corresponding moment.
7. The method for medical assessment of infectious and endemic disease patients based on feature analysis according to claim 6, characterized in that: The infectious characteristic data of the infectious disease in S1 include the infectious characteristic data of the infectious virus carried by the patient, including the infection distance, the infection level of the patient and the transmission environment data of the infectious virus. The condition data of the patient during the examination in S1 include the physical condition data of the patient. The equipment operation data of the medical examination in S1 include the equipment operation data, the equipment radiation damage data and the antiviral level data of the equipment material.
8. The method for medical assessment of infectious and endemic disease patients based on feature analysis according to claim 7, characterized in that: The virus transmission analysis formula is: , where Hz is the infection level, Hx is the antiviral level of the equipment material, Ls is the average distance between the patient and the equipment during testing, Lm is the virus transmission distance, ts is the testing time, and Ts is the safety time.
9. A medical evaluation system for infectious and endemic disease patients based on feature analysis, which is implemented based on the medical evaluation method for infectious and endemic disease patients based on feature analysis according to any one of claims 1 to 8, characterized in that: The system comprises: A data acquisition module is used to acquire infectious characteristic data of infectious diseases, as well as condition data of patients during examinations and equipment operation data of medical examinations; The condition matching analysis module performs condition matching analysis based on the condition data of the patient during the examination and the stable operation data in the operation data of the medical examination equipment; The infectious anomaly analysis module performs infectious anomaly analysis based on infectious characteristic data of infectious diseases and virus disinfection level data in the equipment operation data of medical examinations; Equipment inspection and evaluation module, which conducts medical equipment inspection and evaluation based on the disease matching analysis results and infectious abnormality analysis results; The judgment module determines whether the medical device matches the patient based on the inspection and evaluation results of the medical device and replaces the device.
10. An electronic device comprising: A processor and a memory, wherein the memory stores a computer program that can be called by the processor; characterized in that the processor executes the medical assessment method for infectious diseases and endemic diseases patients based on feature analysis as described in any one of claims 1-8 by calling the computer program stored in the memory.
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