Physical examination package recommendation method and device, equipment and storage medium
The method analyzes user historical data to recommend body check-up packages by matching abnormal indicators with relevant check-up items and calculating weights based on health risk levels, addressing user confusion and improving the selection process.
Patent Information
- Application Number
- CN202411731866.X
- Authority / Receiving Office
- CN · China
- Patent Type
- Applications(China)
- Current Assignee / Owner
- Filing Date
- 2024-11-28
- Publication Date
- 2025-03-25
AI Technical Summary
Users face difficulty in selecting appropriate body check-up packages due to the multitude of options available, leading to confusion and a negative user experience during the appointment process.
A method and device for recommending body check-up packages by analyzing user historical data to identify abnormal indicators, matching them with relevant check-up items, determining the associated body function systems and health risk levels, and calculating weights to provide personalized package recommendations.
This approach simplifies the selection process by providing accurate, personalized, and efficient recommendations, enhancing user experience by aligning with individual health needs and conditions.
Smart Images

Figure CN119694482A_ABST
Abstract
Description
Technical Field
[0001] The present application relates to the field of medical technology, and in particular to a method, device, equipment and storage medium for recommending a physical examination package. Background Art
[0002] At present, people are paying more and more attention to health issues and pay more attention to their own health management, and regular physical examinations are one of the important means of health management.
[0003] Since physical examination institutions usually offer a variety of physical examination packages, users often find it difficult to clearly choose a physical examination package that suits them, which leads to confusion and bewilderment during the physical examination appointment process, thus affecting the user experience.
[0004] Therefore, how to reduce the difficulty of users' selection of physical examination packages and help users quickly and accurately choose suitable physical examination packages has become a technical problem that needs to be solved urgently. Summary of the invention
[0005] The main purpose of the embodiments of the present application is to propose a physical examination package recommendation method, device, equipment and storage medium, aiming to reduce the difficulty of users in selecting physical examination packages and help users quickly and accurately select suitable physical examination packages.
[0006] Obtain abnormal indicators in the user's historical physical examination data;
[0007] Performing inspection item matching processing on the abnormal indicator to obtain a first required inspection item of the abnormal indicator;
[0008] Obtain the target human functional system and target health risk level to which the abnormal indicator belongs;
[0009] According to the target human functional system and the target health risk level, weight calculation is performed on the first requirement inspection item to obtain a weight value of the first requirement inspection item;
[0010] According to the first required inspection item and the weight value, a physical examination package is recommended for the user. To achieve the above purpose, a second aspect of an embodiment of the present application proposes a physical examination package recommendation device, the device comprising:
[0011] A first data acquisition module is used to acquire abnormal indicators in the user's historical physical examination data;
[0012] An inspection item matching module, used to perform inspection item matching processing on the abnormal indicator to obtain a first required inspection item of the abnormal indicator;
[0013] A second data acquisition module is used to acquire the target human functional system and target health risk level to which the abnormal indicator belongs;
[0014] A weight calculation module, used to perform weight calculation on the first requirement inspection item according to the target human functional system and the target health risk level to obtain a weight value of the first requirement inspection item;
[0015] A physical examination package recommendation module is used to recommend a physical examination package for the user based on the first required examination items and the weight values.
[0016] To achieve the above-mentioned purpose, the third aspect of an embodiment of the present application proposes a computer device, which includes a memory and a processor, the memory stores a computer program, and the processor implements the method described in the first aspect when executing the computer program.
[0017] To achieve the above-mentioned purpose, the fourth aspect of an embodiment of the present application proposes a computer-readable storage medium, wherein the computer-readable storage medium stores a computer program, and when the computer program is executed by a processor, the method described in the first aspect is implemented.
[0018] The present application proposes a method, device, equipment and storage medium for recommending a physical examination package. The physical examination package recommendation method obtains abnormal indicators in the user's historical physical examination data; performs inspection item matching processing on the abnormal indicators to obtain the first demand inspection item of the abnormal indicators; obtains the target human function system and the target health risk level to which the abnormal indicators belong; performs weight calculation on the first demand inspection item according to the target human function system and the target health risk level to obtain the weight value of the first demand inspection item; and recommends a physical examination package for the user according to the first demand inspection item and the weight value. In this way, by analyzing the abnormal indicators in the user's historical physical examination data, it is possible to determine the demand inspection items that are highly related to the user's actual health needs, and then from the perspective of the target human function system and the target health risk level to which the abnormal indicators belong, the quantification of the demand inspection items is achieved through weight calculation, which provides an accurate basis for recommending physical examination packages, thereby realizing intelligent and personalized recommendations for physical examination packages for users that fit the user's health status and actual health needs, improving the personalization and accuracy of the recommendations, and reducing the difficulty of users in selecting physical examination packages, helping users to quickly and accurately select appropriate physical examination packages, and improving user experience. BRIEF DESCRIPTION OF THE DRAWINGS
[0019] Figure 1 is a flow chart of a method for recommending a physical examination package provided in an embodiment of the present application;
[0020] Figure 2 is an example diagram of the first requirement inspection item matched by the abnormal indicator provided in the embodiment of the present application;
[0021] Figure 3is an example diagram of the target human functional system and target health risk level to which the abnormal indicators provided in the embodiments of the present application belong;
[0022] Figure 4 is a schematic block diagram of a physical examination package recommendation device provided in an embodiment of the present application;
[0023] Figure 5 It is a schematic block diagram of the structure of the computer device provided in the embodiment of the present application. DETAILED DESCRIPTION
[0024] In order to make the purpose, technical solution and advantages of the present application more clearly understood, the present application is further described in detail below in conjunction with the accompanying drawings and embodiments. It should be understood that the specific embodiments described herein are only used to explain the present application and are not used to limit the present application.
[0025] It should be noted that, although the functional modules are divided in the device schematic diagram and the logical order is shown in the flowchart, in some cases, the steps shown or described may be performed in a different order than the module division in the device or the order in the flowchart. The terms "first", "second", etc. in the specification, claims and the above drawings are used to distinguish similar objects, and are not necessarily used to describe a specific order or sequence.
[0026] Unless otherwise defined, all technical and scientific terms used herein have the same meaning as those commonly understood by those skilled in the art to which this application belongs. The terms used herein are only for the purpose of describing the embodiments of this application and are not intended to limit this application.
[0027] First, some nouns involved in this application are analyzed:
[0028] Preset Data Storage System (DSS): It is a database management system used to collect, store and manage users' historical physical examination data such as physical examination reports, such as Oracle, SQL Server, MySQL, etc.
[0029] Human body functional systems: including the nervous system, five senses and skin and soft tissue, immune system, respiratory system, digestive system, blood system, circulatory system, metabolic system, motor system, urinary and reproductive systems, and other functional systems that maintain human health.
[0030] Among them, the nervous system: evaluates the brain, spinal cord, and nerve functions, focusing on nerve reflexes, cognitive abilities, memory, sense of balance, etc. Relevant examination items may include nervous system screening, brain imaging examinations (such as CT or MRI), neuroelectrophysiological tests, etc.
[0031] Five sense organs and skin and soft tissue: mainly evaluates sensory functions such as vision, hearing, smell, taste, skin condition, etc. Relevant examination items may include vision examination, hearing screening, skin examination, etc.
[0032] Immune system: Assess immune function and detect whether there is immune deficiency, allergic reaction or chronic inflammation. Related examination items may include immunoglobulin levels, antibody testing, autoimmune disease screening, etc.
[0033] Respiratory system: Check the health of the lungs and airways, evaluate lung function, breathing ease, and detect chronic obstructive pulmonary disease (COPD), asthma, lung infection, etc. Related examination items may include lung function tests, chest X-rays, CT scans, respiratory disease screening, etc.
[0034] Digestive system: Assess the health of the digestive tract and check the function of organs such as the liver, gastrointestinal tract, and pancreas. Related examination items may include liver function tests, gastrointestinal endoscopy, abdominal ultrasound, etc.
[0035] Blood system: Blood tests are used to evaluate the composition and circulation of blood and to check for anemia, blood diseases or blood circulation disorders. Related tests may include blood routine, blood typing, coagulation function tests, etc.
[0036] Circulatory system: Assess the health of the heart and blood vessels, and check heart function and blood flow. Related examination items may include electrocardiogram (ECG), heart ultrasound, blood pressure test, arteriosclerosis test, etc.
[0037] Metabolic system: evaluates the body's metabolic level, including sugar metabolism, fat metabolism, hormone balance, etc. Related examination items may include blood sugar, blood lipids, liver function, kidney function, thyroid function, etc.
[0038] Musculoskeletal system: Check the health of bones, joints and muscles, and assess whether there are sports injuries, bone density problems, joint diseases, etc. Relevant examination items may include bone density tests, joint function tests, sports ability assessments, etc.
[0039] Urogenital system: Assess the health of the urinary and reproductive systems and check the functions of the kidneys, bladder, prostate, uterus and other organs. Related examination items may include urine routine, renal function test, prostate specific antigen (PSA) test, gynecological examination, ultrasound examination, etc.
[0040] Health risk level: refers to the severity of a certain abnormal indicator deviating from the normal range, reflecting the health risks that a certain abnormal indicator may bring. Health risk levels are usually divided into the following categories:
[0041] Very high risk: abnormal indicators seriously deviate from the normal range, usually indicating the risk of serious diseases or acute diseases, which may threaten life and health. Health risks are very serious health problems that require emergency intervention, such as elevated biochemical markers of acute myocardial infarction, severe anemia caused by massive blood loss, liver failure, acute renal failure, etc.
[0042] Medium-to-high risk: Abnormal indicators deviate significantly from the normal range, indicating serious health risks and may be early manifestations of certain serious diseases. Health risks are serious health problems that require immediate further examination and treatment, such as high blood pressure, high cholesterol, high blood sugar reaching pathological standards, and severe abnormal liver and kidney function.
[0043] Moderate risk: abnormal indicators are significantly deviated from the normal range, indicating that there may be some health problems, which require further evaluation and intervention. Health risks are potential health problems that may lead to more serious health problems if not intervened, such as blood pressure close to the standard of hypertension, fasting blood sugar close to the critical value of diabetes, high cholesterol levels but not yet reaching dangerous levels, and other early chronic disease risks and metabolic problems.
[0044] Low risk: abnormal indicators slightly deviate from the normal range, but the degree of deviation is small and usually does not immediately threaten health. Health risks are temporary or mild health problems caused by lifestyle habits, which need to be monitored and managed by improving diet, exercise or lifestyle habits, such as slightly high blood sugar but not reaching the diabetes standard, mild high cholesterol, etc.
[0045] Based on this, the embodiments of the present application provide a physical examination package recommendation method, device, equipment and storage medium, aiming to reduce the difficulty of users in selecting physical examination packages and help users quickly and accurately select suitable physical examination packages.
[0046] The physical examination package recommendation method, device, equipment and storage medium provided in the embodiments of the present application are specifically illustrated through the following embodiments. First, the physical examination package recommendation method in the embodiments of the present application is described.
[0047] The embodiments of the present application can acquire and process relevant data based on artificial intelligence technology. Among them, artificial intelligence (AI) is the theory, method, technology and application system that uses digital computers or machines controlled by digital computers to simulate, extend and expand human intelligence, perceive the environment, acquire knowledge and use knowledge to obtain the best results.
[0048] AI basic technologies generally include sensors, dedicated AI chips, cloud computing, distributed storage, big data processing technology, operation / interaction systems, mechatronics, etc. AI software technologies mainly include computer vision technology, robotics technology, biometrics technology, speech processing technology, natural language processing technology, and machine learning / deep learning.
[0049] The physical examination package recommendation method provided in the embodiment of the present application relates to the field of medical technology. The physical examination package recommendation method provided in the embodiment of the present application can be applied to the terminal, can also be applied to the server side, and can also be software running in the terminal or the server side. In some embodiments, the terminal can be a vehicle-mounted terminal, a smart phone, a tablet computer, a laptop computer, a desktop computer, etc.; the server side can be configured as an independent physical server, or it can be configured as a server cluster or distributed system composed of multiple physical servers, and can also be configured to provide cloud services, cloud databases, cloud computing, cloud functions, cloud storage, network services, cloud communications, middleware services, domain name services, security services, CDN, and big data and artificial intelligence platforms and other basic cloud computing services. Cloud servers; software can be applications that implement physical examination package recommendation methods, etc., but are not limited to the above forms.
[0050] The present application can be used in many general or special computer system environments or configurations. For example: personal computers, server computers, handheld or portable devices, tablet devices, multiprocessor systems, microprocessor-based systems, set-top boxes, programmable consumer computer devices, network PCs, minicomputers, mainframe computers, distributed computing environments including any of the above systems or devices, etc. The present application can be described in the general context of computer executable instructions executed by a computer, such as program modules. Generally, program modules include routines, programs, objects, components, data structures, etc. that perform specific tasks or implement specific abstract data types. The present application can also be practiced in distributed computing environments, in which tasks are performed by remote processing devices connected through a communication network. In a distributed computing environment, program modules can be located in local and remote computer storage media including storage devices.
[0051] It should be noted that in each specific implementation of the present application, when it comes to the need to perform relevant processing based on data related to user identity or characteristics such as user information, user behavior data, user historical data, and user location information, the user's permission or consent will be obtained first, and the collection, use, and processing of these data will comply with relevant laws, regulations, and standards. In addition, when the embodiment of the present application needs to obtain the user's sensitive personal information, the user's separate permission or consent will be obtained through a pop-up window or by jumping to a confirmation page. After clearly obtaining the user's separate permission or consent, the necessary user-related data for the normal operation of the embodiment of the present application will be obtained.
[0052] Figure 1 is an optional flowchart of the method for recommending a physical examination package provided in an embodiment of the present application. Figure 1 The method may include but is not limited to steps S101 to S105.
[0053] Step S101, obtaining abnormal indicators in the user's historical physical examination data.
[0054] Exemplarily, the user's historical physical examination data can be obtained from a preset data storage system based on the user's identity information, such as a medical card number.
[0055] Exemplarily, abnormal indicator identification processing may be performed on the user's historical physical examination data to obtain abnormal indicators in the user's historical physical examination data.
[0056] Step S102: performing inspection item matching processing on the abnormal indicator to obtain a first required inspection item of the abnormal indicator.
[0057] In order to quickly and accurately identify the inspection items required for the abnormal indicator, the abnormal indicator may be subjected to inspection item matching processing to obtain the first required inspection item of the abnormal indicator.
[0058] Exemplarily, the abnormal indicator may be compared with a pre-built mapping relationship between the abnormal indicator and the inspection item to quickly determine the first required inspection item of the abnormal indicator.
[0059] Among them, the mapping relationship between pre-built abnormal indicators and inspection items, for example:
[0060] Abnormal indicators Check items Decreased red blood cell count Complete blood test Urine protein positive Urinalysis … …
[0061] Thus, if the user's abnormal indicator is a decrease in red blood cell count, the first item to be checked is a routine blood test.
[0062] It is understandable that the pre-built mapping relationship between abnormal indicators and inspection items is not limited to the above examples and can be flexibly constructed according to actual conditions.
[0063] It should be noted that there may be multiple abnormal indicators for users, and there may also be multiple first requirement inspection items. For example, please refer to Figure 2 , Figure 2 This is an example diagram of the first requirement check item that matches the user's abnormal indicators. Figure 2 In the illustration, if the user's abnormal indicators are positive urine protein and decreased red blood cell count, the first items to be checked are routine urine and routine blood tests.
[0064] Step S103, obtaining the target human functional system and target health risk level to which the abnormal indicator belongs.
[0065] Considering that the human body function system and health risk level have a great influence on the recommendation of physical examination packages, in order to quickly make accurate and personalized physical examination package recommendations for users based on abnormal indicators, the target human body function system and target health risk level to which the abnormal indicators belong can also be obtained.
[0066] Exemplarily, the abnormal indicator may be compared with a pre-constructed mapping relationship between the abnormal indicator and the human body functional system to quickly determine the target human body functional system to which the abnormal indicator belongs.
[0067] Among them, the pre-built mapping relationship between abnormal indicators and human functional systems, for example:
[0068] Abnormal indicators Human body functional system Decreased red blood cell count Blood system Elevated thyroid stimulating hormone Metabolic system Urine protein positive Urogenital system … …
[0069] Thus, if the user's abnormal indicator is a decrease in red blood cell count, the target human functional system is the blood system.
[0070] It is understandable that the pre-constructed mapping relationship between abnormal indicators and human functional systems is not limited to the above examples and can be flexibly constructed according to actual conditions.
[0071] Exemplarily, the abnormal indicator may be compared with a pre-constructed mapping relationship between the abnormal indicator and the health risk level to quickly determine the target health risk level to which the abnormal indicator belongs.
[0072] Among them, the pre-built mapping relationship between abnormal indicators and health risk levels, for example:
[0073]
[0074]
[0075] Thus, if the user's abnormal indicator is a decrease in red blood cell count, the target health risk level is medium risk.
[0076] It is understandable that the pre-constructed mapping relationship between abnormal indicators and health risk levels is not limited to the above examples and can be flexibly constructed according to actual conditions.
[0077] For example, see Figure 3 , Figure 3 The following is an example diagram of the target human functional system and target health risk level to which the abnormal indicator belongs. Figure 3 In the illustration, if the user's abnormal indicator is a decrease in red blood cell count, then the target human functional system to which the abnormal indicator belongs is the blood system, and the target health risk level to which the abnormal indicator belongs is medium risk.
[0078] Step S104, performing weight calculation on the first requirement inspection item according to the target human functional system and the target health risk level to obtain the weight value of the first requirement inspection item.
[0079] In order to provide more accurate guidance for subsequent physical examination package recommendations, the first requirement inspection items are weighted according to the target human functional system and the target health risk level, and the weight value of the first requirement inspection item is obtained to achieve quantification of the first requirement inspection item.
[0080] For example, considering that both human body function systems and health risk levels have a great impact on the priority of the inspection items, corresponding weights can be set for human body function systems in advance, for example:
[0081] Human body functional system Weight Nervous system 190000 Facial features and skin and soft tissue 180000 Immune system 170000 Respiratory system 160000 Digestive system 150000 Blood system 140000 Circulatory system 130000 Metabolic system 120000 Movement system 110000 Urogenital system 100000
[0082] It can be understood that the more important a human body function system is to maintaining human health, the greater its weight value.
[0083] You can also pre-set corresponding weights for health risk levels, for example:
[0084] Health risk level Weight Very high risk 1300000 Medium to high risk 1200000 Moderate 1100000 Low risk 1000000
[0085] It can be understood that the higher the health risk level, the greater the weight value.
[0086] In this way, the weight of the first requirement inspection item can be calculated according to the weight of the target human functional system and the weight of the target health risk level to obtain the weight value of the first requirement inspection item.
[0087] For example, assuming that the user's abnormal indicators are positive urine protein and decreased red blood cell count, the first required inspection items are routine urine tests and routine blood tests, the target human functional system for positive urine protein is the urogenital system (weight value is 100,000), and the target health risk level for positive urine protein is medium risk (weight 1,100,000), then the weight value of routine urine tests in the first required inspection item is 100,000+1,100,000=1,200,000; the target human functional system for decreased red blood cell count is the blood system (weight is 140,000), and the target health risk level for decreased red blood cell count is medium risk (weight 1,100,000), then the weight value of routine blood tests in the first required inspection item is 140,000+1,100,000=1,240,000.
[0088] Step S105: recommending a physical examination package to the user based on the first required examination item and the weight value.
[0089] Finally, a suitable physical examination package can be recommended to the user based on the first required examination item and the weight value of the first required examination item.
[0090] The physical examination package recommendation method provided in the above embodiment obtains abnormal indicators in the user's historical physical examination data; performs inspection item matching processing on the abnormal indicators to obtain the first required inspection item of the abnormal indicators; obtains the target human function system and the target health risk level to which the abnormal indicators belong; performs weight calculation on the first required inspection item according to the target human function system and the target health risk level to obtain the weight value of the first required inspection item; and recommends a physical examination package for the user according to the first required inspection item and the weight value. In this way, by analyzing the abnormal indicators in the user's historical physical examination data, it is possible to determine the required inspection items that are highly related to the user's actual health needs, and then from the perspective of the target human function system and the target health risk level to which the abnormal indicators belong, the required inspection items are quantified through weight calculation, providing an accurate basis for the recommendation of the physical examination package, thereby realizing the intelligent and personalized recommendation of the physical examination package for the user in accordance with the user's health status and actual health needs, improving the personalization and accuracy of the recommendation, reducing the difficulty of the user's selection of the physical examination package, helping the user to quickly and accurately select the appropriate physical examination package, and improving the user experience.
[0091] In step S105 of some embodiments, at least two candidate physical examination packages involving the first required examination item may be obtained; a target physical examination package may be screened out from the at least two candidate physical examination packages according to a weight value; and the target physical examination package may be recommended.
[0092] In order to accurately recommend a suitable physical examination package to the user, the first required examination item may be compared with the pre-built physical examination packages to find all candidate physical examination packages involving the first required examination item.
[0093] For example, the medical examination package includes:
[0094]
[0095]
[0096] Assuming that the user's first required examination items are urine routine and blood routine, it can be determined that the candidate physical examination packages are physical examination package 001 and physical examination package 002.
[0097] Furthermore, according to the weight value of the first required examination item, a target physical examination package is screened out from at least two candidate physical examination packages, and the target physical examination package is recommended to ensure that the user can obtain the examination items that best suit the current health condition.
[0098] In some embodiments, a target physical examination package is selected from at least two candidate physical examination packages based on a weight value. This may be by calculating a recommended score for each candidate physical examination package based on the weight value to obtain a recommended score for each candidate physical examination package; and selecting the target physical examination package from at least two candidate physical examination packages based on the recommended score.
[0099] According to the weight value of the first required examination item, the recommended score calculation processing can be performed for each candidate physical examination package to obtain the recommended score of each candidate physical examination package. Specifically, the weight values of the first required examination items involved in each candidate physical examination package can be added and calculated to obtain the recommended score of each candidate physical examination package.
[0100] In this way, the recommended score of each candidate physical examination package can be used as a basis to accurately screen out the target physical examination package from at least two candidate physical examination packages.
[0101] In some embodiments, a target physical examination package is selected from at least two candidate physical examination packages according to the recommendation scores. The at least two candidate physical examination packages can be arranged in descending order according to the recommendation scores to obtain the candidate physical examination package with the highest recommendation score; and the candidate physical examination package with the highest recommendation score is used as the target physical examination package.
[0102] All candidate physical examination packages may be arranged in descending order according to the recommendation score of each candidate physical examination package to obtain the candidate physical examination package with the highest recommendation score, thereby taking the candidate physical examination package with the highest recommendation score as the target physical examination package.
[0103] For example,
[0104]
[0105]
[0106] Therefore, among the candidate physical examination packages, physical examination package 001 has the highest recommendation score, and physical examination package 001 is preferentially recommended to the user as the target physical examination package.
[0107] In this way, by using the candidate physical examination package with the highest recommendation score as the target physical examination package, it means that the target physical examination package best meets the user's physical examination needs as a whole, thereby enhancing the targeted nature of the target physical examination package.
[0108] In some embodiments, after arranging at least two candidate physical examination packages in descending order according to the recommendation scores to obtain the candidate physical examination package with the highest recommendation score, it is also possible to obtain the user's historical drug records if there are at least two candidate physical examination packages with the highest recommendation scores; perform inspection item matching processing on the historical drug records to obtain the second required inspection item of the historical drug records; and use the candidate physical examination package involving the second required inspection item among the at least two candidate physical examination packages with the highest recommendation scores as the target physical examination package.
[0109] Considering the situation where there are multiple candidate medical examination packages with the highest recommendation scores, the user's historical drug records can also be obtained, wherein the user's historical drug records include drugs that the user has browsed or purchased.
[0110] The historical drug records may be processed for inspection item matching to obtain the second required inspection items of the historical drug records.
[0111] Exemplarily, the user's historical drug records may be compared with the pre-built mapping relationship between drugs and inspection items to quickly determine the second required inspection item of the historical drug records.
[0112] Among them, the pre-built mapping relationship between drugs and inspection items, for example:
[0113] drug Check items Urinalysis Drugs Urinalysis insulin Complete blood test … …
[0114] Thus, if the user's historical drug record is that he has purchased urine analysis drugs, then the second required inspection item is urine routine.
[0115] It is understandable that the pre-built mapping relationship between drugs and inspection items is not limited to the above examples and can be flexibly constructed according to actual conditions.
[0116] The candidate physical examination package involving the second required examination item among the at least two candidate physical examination packages with the highest recommendation scores may be used as the target physical examination package.
[0117] In this way, combined with the user's historical medication records, a more comprehensive targeted physical examination package that meets the user's health needs can be recommended to the user.
[0118] In some embodiments, after arranging at least two candidate physical examination packages in descending order according to the recommendation scores to obtain the candidate physical examination package with the highest recommendation score, the user's age can be obtained if there are at least two candidate physical examination packages with the highest recommendation scores; the age is matched with the examination items to obtain the third required examination item of the age; and the candidate physical examination package involving the third required examination item among the at least two candidate physical examination packages with the highest recommendation scores is used as the target physical examination package.
[0119] Considering the situation where there are multiple candidate medical examination packages with the highest recommendation scores, the user's age can also be obtained.
[0120] The user's age may be subjected to a check item matching process to obtain a third requirement check item of the user's age.
[0121] Exemplarily, the user's age may be compared with a pre-constructed mapping relationship between age and examination items to quickly determine the third required examination item of the user's age.
[0122] Among them, the pre-built mapping relationship between age and examination items, for example:
[0123] age Check items 30-50 years old Urinalysis 51-70 years old Complete blood test … …
[0124] Thus, if the user is 60 years old, the third required examination item is a routine blood test.
[0125] It is understandable that the pre-constructed mapping relationship between age and examination items is not limited to the above examples and can be flexibly constructed according to actual conditions.
[0126] The candidate physical examination package involving the third required examination item among at least two candidate physical examination packages with the highest recommendation scores may be used as the target physical examination package.
[0127] In this way, based on the user's age, a more comprehensive targeted physical examination package that meets the user's health needs can be recommended to the user.
[0128] In some embodiments, the disease label marked by the doctor for the user can also be obtained; the disease label is matched with the examination items to obtain the fourth required examination item of the disease label; and a physical examination package covering the fourth required examination item is obtained for recommendation.
[0129] Considering that doctors can diagnose the health status of users more accurately, disease labels marked by doctors for users during the consultation or treatment of users can be obtained, such as "immune system disease".
[0130] The user's disease label may be processed for examination item matching to obtain a fourth required examination item of the user's disease label.
[0131] Exemplarily, the user's disease label may be compared with a pre-built mapping relationship between disease labels and examination items to quickly determine the third required examination item of the user's disease label.
[0132] Among them, the mapping relationship between pre-built disease labels and examination items, for example:
[0133] Disease Labels Check items Immune system disorders Immune function tests Thyroid dysfunction Thyroid function tests … …
[0134] It is understandable that the pre-constructed mapping relationship between disease labels and examination items is not limited to the above examples and can be flexibly constructed according to actual conditions.
[0135] In this way, if the user's disease labels are immune system diseases and thyroid dysfunction, then the fourth required examination item is immune function test and thyroid function test. Then, a physical examination package covering immune function test and thyroid function test can be obtained for priority recommendation, thereby enhancing the targeted nature of the physical examination package recommendation.
[0136] Finally, the target physical examination package can be visually recommended and displayed. The reasons for recommending the target physical examination package can also be generated and displayed, such as "Based on your historical physical examination data and age, the current package contains the most suitable examination items for your health condition" or "Because you have a history of diabetes, the current package is more suitable for your health condition" and so on.
[0137] In summary, the physical examination package recommendation method provided in the above embodiment can significantly improve the efficiency, accuracy, reliability and adaptability of physical examination package recommendations, promote the intelligence and personalization of the medical examination process, and improve the overall medical examination service quality.
[0138] See also Figure 4 , Figure 4 It is a schematic block diagram of a physical examination package recommendation device provided in an embodiment of the present application. The physical examination package recommendation device can be configured in a computer device to execute the aforementioned physical examination package recommendation method.
[0139] like Figure 4 As shown, the physical examination package recommendation device 400 includes: a first data acquisition module 401, an examination item matching module 402, a second data acquisition module 403, a weight calculation module 404 and a physical examination package recommendation module 405.
[0140] The first data acquisition module 401 is used to acquire abnormal indicators in the user's historical physical examination data;
[0141] An inspection item matching module 402 is used to perform inspection item matching processing on the abnormal indicator to obtain a first required inspection item of the abnormal indicator;
[0142] The second data acquisition module 403 is used to acquire the target human functional system and target health risk level to which the abnormal index belongs;
[0143] A weight calculation module 404 is used to perform weight calculation on the first requirement inspection item according to the target human functional system and the target health risk level to obtain a weight value of the first requirement inspection item;
[0144] The physical examination package recommendation module 405 is used to recommend a physical examination package for the user according to the first required examination items and the weight values.
[0145] In one embodiment, the physical examination package recommendation module 405 is also used to:
[0146] Obtaining at least two candidate physical examination packages involving the first required examination item;
[0147] According to the weight value, selecting a target physical examination package from at least two candidate physical examination packages;
[0148] Recommend the target physical examination package.
[0149] In one embodiment, the physical examination package recommendation module 405 is also used to:
[0150] According to the weight value, a recommended score is calculated for each of the candidate physical examination packages to obtain a recommended score for each of the candidate physical examination packages;
[0151] The target physical examination package is selected from at least two candidate physical examination packages according to the recommendation score.
[0152] In one embodiment, the physical examination package recommendation module 405 is also used to:
[0153] Arrange at least two of the candidate medical examination packages in descending order according to the recommendation scores to obtain a candidate medical examination package with the highest recommendation score;
[0154] The candidate physical examination package with the highest recommendation score is used as the target physical examination package.
[0155] In one embodiment, the physical examination package recommendation module 405 is also used to:
[0156] When there are at least two candidate medical examination packages with the highest recommendation scores, obtaining the user's historical drug records;
[0157] Performing inspection item matching processing on the historical drug record to obtain a second required inspection item of the historical drug record;
[0158] The candidate physical examination package involving the second required examination item among at least two candidate physical examination packages with the highest recommendation scores is used as the target physical examination package.
[0159] In one embodiment, the physical examination package recommendation module 405 is also used to:
[0160] When there are at least two candidate medical examination packages with the highest recommendation scores, obtaining the user's age;
[0161] Performing inspection item matching processing on the age to obtain a third required inspection item of the age;
[0162] The candidate physical examination package involving the third required examination item among at least two candidate physical examination packages with the highest recommendation scores is used as the target physical examination package.
[0163] In one embodiment, the physical examination package recommendation module 405 is also used to:
[0164] Get the disease label that the doctor marked for the user;
[0165] Performing inspection item matching processing on the disease label to obtain a fourth required inspection item of the disease label;
[0166] Obtain a physical examination package that covers the fourth required examination item for recommendation.
[0167] Among them, each module in the above-mentioned physical examination package recommendation device 400 corresponds to each step in the above-mentioned physical examination package recommendation method embodiment, and its functions and implementation processes are no longer repeated here one by one.
[0168] The physical examination package recommendation device 400 can execute the physical examination package recommendation method provided in the embodiment of the present application, and therefore can achieve the beneficial effects that can be achieved by the physical examination package recommendation method provided in the embodiment of the present application. For details, please refer to the previous embodiment and will not be repeated here.
[0169] The method and apparatus of the present application can be used in many general or special computer system environments or configurations. For example: personal computers, server computers, handheld or portable devices, tablet devices, multiprocessor systems, microprocessor-based systems, set-top boxes, programmable consumer electronic devices, network PCs, minicomputers, mainframe computers, distributed computing environments including any of the above systems or devices, etc. The present application can be described in the general context of computer-executable instructions executed by a computer, such as program modules. Generally, program modules include routines, programs, objects, components, data structures, etc. that perform specific tasks or implement specific abstract data types. The present application can also be practiced in distributed computing environments, in which tasks are performed by remote processing devices connected through a communication network. In a distributed computing environment, program modules can be located in local and remote computer storage media including storage devices.
[0170] Exemplarily, the above method and apparatus may be implemented in the form of a computer program. The computer program may be implemented in Figure 5 Runs on the computer device shown.
[0171] See also Figure 5 , Figure 5 It is a schematic block diagram of the structure of a computer device provided in an embodiment of the present application.
[0172] See also Figure 5 The computer device includes a processor and a memory connected via a system bus, wherein the memory may include a non-volatile storage medium and an internal memory.
[0173] The processor is used to provide computing and control capabilities and support the operation of the entire computer equipment.
[0174] The internal memory provides an environment for the operation of the computer program in the non-volatile storage medium. When the computer program is executed by the processor, the processor can execute any one of the physical examination package recommendation methods.
[0175] It should be understood that the processor may be a central processing unit (CPU), and the processor may also be other general-purpose processors, digital signal processors (DSP), application-specific integrated circuits (ASIC), field-programmable gate arrays (FPGA) or other programmable logic devices, discrete gate or transistor logic devices, discrete hardware components, etc. Among them, the general-purpose processor may be a microprocessor or the processor may also be any conventional processor, etc.
[0176] In one embodiment, the processor is used to run a computer program stored in the memory to implement the following steps:
[0177] Obtain abnormal indicators in the user's historical physical examination data;
[0178] Performing inspection item matching processing on the abnormal indicator to obtain a first required inspection item of the abnormal indicator;
[0179] Obtain the target human functional system and target health risk level to which the abnormal indicator belongs;
[0180] According to the target human functional system and the target health risk level, weight calculation is performed on the first requirement inspection item to obtain a weight value of the first requirement inspection item;
[0181] Based on the first required examination items and the weight values, a physical examination package is recommended for the user.
[0182] In one embodiment, when implementing the recommendation of a physical examination package for the user according to the first required examination item and the weight value, the processor is used to implement:
[0183] Obtaining at least two candidate physical examination packages involving the first required examination item;
[0184] According to the weight value, selecting a target physical examination package from at least two candidate physical examination packages;
[0185] Recommend the target physical examination package.
[0186] In one embodiment, when the processor implements the step of selecting a target physical examination package from at least two candidate physical examination packages according to the weight value, the processor is configured to implement:
[0187] According to the weight value, a recommended score is calculated for each of the candidate physical examination packages to obtain a recommended score for each of the candidate physical examination packages;
[0188] The target physical examination package is selected from at least two candidate physical examination packages according to the recommendation score.
[0189] In one embodiment, when the processor implements the step of selecting the target physical examination package from at least two candidate physical examination packages according to the recommendation score, the processor is configured to implement:
[0190] Arrange at least two of the candidate medical examination packages in descending order according to the recommendation scores to obtain a candidate medical examination package with the highest recommendation score;
[0191] The candidate physical examination package with the highest recommendation score is used as the target physical examination package.
[0192] In one embodiment, after the processor arranges at least two candidate physical examination packages in descending order according to the recommendation scores to obtain the candidate physical examination package sequence with the highest recommendation score, it is further configured to implement:
[0193] When there are at least two candidate medical examination packages with the highest recommendation scores, obtaining the user's historical drug records;
[0194] Performing inspection item matching processing on the historical drug record to obtain a second required inspection item of the historical drug record;
[0195] The candidate physical examination package involving the second required examination item among at least two candidate physical examination packages with the highest recommendation scores is used as the target physical examination package.
[0196] In one embodiment, after the processor arranges at least two candidate physical examination packages in descending order according to the recommendation scores to obtain the candidate physical examination package sequence with the highest recommendation score, it is further configured to implement:
[0197] When there are at least two candidate medical examination packages with the highest recommendation scores, obtaining the user's age;
[0198] Performing inspection item matching processing on the age to obtain a third required inspection item of the age;
[0199] The candidate physical examination package involving the third required examination item among at least two candidate physical examination packages with the highest recommendation scores is used as the target physical examination package.
[0200] In one embodiment, the processor is used to run a computer program stored in the memory to implement the following steps:
[0201] Get the disease label that the doctor marked for the user;
[0202] Performing inspection item matching processing on the disease label to obtain a fourth required inspection item of the disease label;
[0203] Obtain a physical examination package that covers the fourth required examination item for recommendation.
[0204] The computer device can execute the physical examination package recommendation method provided in the embodiment of the present application, and therefore can achieve the beneficial effects that can be achieved by the physical examination package recommendation method provided in the embodiment of the present application. Please refer to the previous embodiment for details and will not be repeated here.
[0205] An embodiment of the present application also provides a computer-readable storage medium.
[0206] The computer-readable storage medium of the present application stores a computer program, and when the computer program is executed by a processor, the steps of the physical examination package recommendation method as described above are implemented.
[0207] Wherein, the computer-readable storage medium may be an internal storage unit of the physical examination package recommendation device or computer device described in the aforementioned embodiment, such as a hard disk or memory of the physical examination package recommendation device or computer device. The computer-readable storage medium may also be an external storage device of the physical examination package recommendation device or computer device, such as a plug-in hard disk, a smart memory card (Smart Media Card, SMC), a secure digital card (Secure Digital Card, SD Card), a flash card (Flash Card), etc., equipped on the physical examination package recommendation device or computer device.
[0208] Since the computer program stored in the computer-readable storage medium can execute any of the physical examination package recommendation methods provided in the embodiments of the present application, the beneficial effects that can be achieved by any of the physical examination package recommendation methods provided in the embodiments of the present application can be achieved. Please refer to the previous embodiments for details and will not be repeated here.
[0209] Furthermore, the computer-readable storage medium may mainly include a program storage area and a data storage area, wherein the program storage area may store an operating system, an application required for at least one function, etc.; the data storage area may store data created according to the use of the blockchain node, etc.
[0210] The blockchain referred to in this application is a new application model of computer technologies such as distributed data storage, peer-to-peer transmission, consensus mechanism, encryption algorithm, etc. Blockchain is essentially a decentralized database, a string of data blocks generated by cryptographic methods. Each data block contains a batch of network transaction information, which is used to verify the validity of its information (anti-counterfeiting) and generate the next block. Blockchain can include the underlying blockchain platform, platform product service layer, and application service layer.
[0211] It should be noted that, in this article, the terms "include", "comprises" or any other variations thereof are intended to cover non-exclusive inclusion, so that a process, method, article or system 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, article or system. In the absence of further restrictions, an element defined by the sentence "comprises a ..." does not exclude the existence of other identical elements in the process, method, article or system including the element.
[0212] The above description is only a specific implementation mode of the present application, but the protection scope of the present application is not limited thereto. Any technician familiar with the technical field can easily think of various equivalent modifications or substitutions within the technical scope disclosed in the present application, and these modifications or substitutions should be included in the protection scope of the present application.
Claims
1. A method for recommending a physical examination package, characterized in that: The method comprises: Obtain abnormal indicators in the user's historical physical examination data; Performing inspection item matching processing on the abnormal indicator to obtain a first required inspection item of the abnormal indicator; Obtain the target human functional system and target health risk level to which the abnormal indicator belongs; According to the target human functional system and the target health risk level, weight calculation is performed on the first requirement inspection item to obtain a weight value of the first requirement inspection item; Based on the first required examination items and the weight values, a physical examination package is recommended for the user.
2. The method according to claim 1, characterized in that The recommending a physical examination package for the user according to the first required examination item and the weight value includes: Obtaining at least two candidate physical examination packages involving the first required examination item; According to the weight value, selecting a target physical examination package from at least two candidate physical examination packages; Recommend the target physical examination package.
3. The method according to claim 2, characterized in that The step of selecting a target physical examination package from at least two candidate physical examination packages according to the weight value includes: According to the weight value, a recommended score is calculated for each of the candidate physical examination packages to obtain a recommended score for each of the candidate physical examination packages; The target physical examination package is selected from at least two candidate physical examination packages according to the recommendation score.
4. The method according to claim 3, characterized in that: The step of selecting the target physical examination package from at least two candidate physical examination packages according to the recommendation score includes: Arrange at least two of the candidate medical examination packages in descending order according to the recommendation scores to obtain a candidate medical examination package with the highest recommendation score; The candidate physical examination package with the highest recommendation score is used as the target physical examination package.
5. The method according to claim 4, characterized in that According to the recommendation scores, at least two of the candidate physical examination packages are arranged in descending order to obtain a sequence of candidate physical examination packages with the highest recommendation scores, further comprising: When there are at least two candidate medical examination packages with the highest recommendation scores, obtaining the user's historical drug records; Performing inspection item matching processing on the historical drug record to obtain a second required inspection item of the historical drug record; The candidate physical examination package involving the second required examination item among at least two candidate physical examination packages with the highest recommendation scores is used as the target physical examination package.
6. The method according to claim 4, characterized in that According to the recommendation scores, at least two of the candidate physical examination packages are arranged in descending order to obtain a sequence of candidate physical examination packages with the highest recommendation scores, further comprising: When there are at least two candidate medical examination packages with the highest recommendation scores, obtaining the user's age; Performing inspection item matching processing on the age to obtain a third required inspection item of the age; The candidate physical examination package involving the third required examination item among at least two candidate physical examination packages with the highest recommendation scores is used as the target physical examination package.
7. The method according to claim 1, characterized in that The method further comprises: Get the disease label that the doctor marked for the user; Performing inspection item matching processing on the disease label to obtain a fourth required inspection item of the disease label; Obtain a physical examination package that covers the fourth required examination item for recommendation.
8. A device for recommending physical examination packages, characterized in that: The device comprises: A first data acquisition module is used to acquire abnormal indicators in the user's historical physical examination data; An inspection item matching module, used to perform inspection item matching processing on the abnormal indicator to obtain a first required inspection item of the abnormal indicator; A second data acquisition module is used to acquire the target human functional system and target health risk level to which the abnormal indicator belongs; A weight calculation module, used to perform weight calculation on the first requirement inspection item according to the target human functional system and the target health risk level to obtain a weight value of the first requirement inspection item; A physical examination package recommendation module is used to recommend a physical examination package for the user based on the first required examination items and the weight values.
9. A computer device, characterized in that: The computer device includes a memory and a processor, the memory stores a computer program, and the processor implements the physical examination package recommendation method according to any one of claims 1 to 7 when executing the computer program.
10. A computer-readable storage medium storing a computer program, characterized in that: When the computer program is executed by a processor, the method for recommending a physical examination package according to any one of claims 1 to 7 is implemented.
Citation Information
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