Clinical diagnosis and treatment test management platform and method based on data analysis

Abstract

The present invention discloses a clinical diagnosis and treatment test management platform and method based on data analysis, and belongs to the field of medical management technology. The clinical diagnosis and treatment test management platform of the present invention includes a clinical diagnosis and treatment platform, a test terminal, a central processing terminal, a management terminal and an additional test terminal; the clinical diagnosis and treatment platform is used to input the patient's consultation content, and control the test terminal to start the test according to the patient's consultation content; the test terminal is used to transmit the collected patient consultation information, tester operation information and tester operation irregularity information to the central processing terminal; the central processing terminal is used to comprehensively score the tester's test process according to the information transmitted by the test terminal, and transmit the scoring result to the management terminal; the management terminal is used to manage the tester according to the scoring result of the central processing terminal, and adjust the test terminal; the additional test terminal is used to perform additional test homework on the tester according to the instructions issued by the management terminal, and transmit the additional test homework information to the teacher terminal for evaluation.

Description

Technical Field

[0001] The present invention relates to the field of medical management technology, and in particular to a clinical diagnosis and treatment test management platform and method based on data analysis. Background Art

[0002] Clinical diagnosis means that doctors examine patients and classify and identify the causes and pathogenesis of their diseases, using this as a method and approach to develop treatment plans. However, before actual practice, a large number of clinical tests are required to gain rich experience, so the accuracy of clinical tests is very important.

[0003] During the test, the existing clinical diagnosis and treatment test management platform checks the corresponding position of the patient according to the consultation information. Due to the error between the checked position and the corresponding position, the knowledge obtained by the test taker is inconsistent with the actual situation, which reduces the use effect of the test platform. In addition, the existing test platform cannot simulate the corresponding emergency situations that occur during the test, thereby reducing the test taker's ability to deal with emergencies. In addition, when the teacher evaluates many test takers, the difference between the evaluation results and the end time of the test is too large, which leads to the test takers not being deeply impressed by the evaluation results, resulting in poor test results. Summary of the invention

[0004] The purpose of the present invention is to provide a clinical diagnosis and treatment test management platform and method based on data analysis to solve the problems raised in the above background technology.

[0005] In order to solve the above technical problems, the present invention provides the following technical solutions: a clinical diagnosis and treatment test management platform based on data analysis, the clinical diagnosis and treatment test management platform includes a clinical diagnosis and treatment platform, a test terminal, a central processing terminal, a management terminal and a test terminal;

[0006] The clinical diagnosis and treatment platform is used to input the patient's consultation content and control the test end to start the test according to the patient's consultation content;

[0007] The test end is used to transmit the collected patient consultation information, tester operation information and tester operation irregularity information to the central processing end;

[0008] The central processing end is used to comprehensively score the test process of the test taker according to the information transmitted by the test end, and transmit the scoring result to the management end;

[0009] The management end is used to manage the test takers and adjust the test end according to the scoring results of the central processing end;

[0010] The additional test terminal is used to perform additional test assignments on the test taker according to the instructions issued by the management terminal, and transmit the additional test assignment information to the teacher terminal for evaluation.

[0011] Furthermore, the test end includes a patient consultation information collection unit, a tester operation information collection unit, a tester non-standard operation information collection unit and an operation calibration unit;

[0012] The patient medical information collection unit collects the patient's medical information during the test and transmits the collected information to the tester operation information collection unit;

[0013] The tester operation information collection unit receives the collection information transmitted by the patient consultation information collection unit, collects the operation information of the tester who needs to use the tool for consultation according to the patient consultation information, and transmits the collected operation information to the tester's irregular operation information collection unit;

[0014] The test subject's irregular operation information collection unit receives information transmitted by the test subject's operation information collection unit, constructs a prediction model based on the collected information to find irregular operation information, and transmits the irregular operation information and the prediction result of the prediction model to the operation calibration unit;

[0015] The operation calibration unit receives the irregular operation information and the prediction results of the prediction model transmitted by the test subject's irregular operation information collection unit, determines the specific reasons for the test subject's irregular operation, calibrates the test subject's incorrect operation according to the determination result, and transmits the test subject calibration information, the test subject's irregular operation information, the test subject's operation information and the patient's medical information to the central processing end.

[0016] Further, the central processing end includes an information receiving unit, a first processing unit, a second processing unit and a third processing unit;

[0017] The information receiving unit receives the tester calibration information, the tester operation irregularity information, the tester operation information and the patient consultation information transmitted by the operation calibration unit, and transmits the tester calibration information, the tester operation irregularity information and the tester operation information to the first processing unit, the second processing unit and the third processing unit respectively;

[0018] The first processing unit receives the tester calibration information transmitted by the information receiving unit, constructs a first scoring model to comprehensively score the tester's operation accuracy based on the tester calibration information, and transmits the comprehensive scoring result to the management end;

[0019] The second processing unit receives the information about the test taker's irregular operation transmitted by the information receiving unit, constructs a second scoring model to comprehensively score the test taker's professionalism based on the information about the test taker's irregular operation, and transmits the comprehensive scoring result to the management end;

[0020] The third processing unit receives the test-taker's operation information transmitted by the information receiving unit, constructs a third scoring model to analyze the test-taker's operation information, analyzes whether the test-taker's operation information is consistent with the patient's medical consultation information, and comprehensively scores the test-taker's practical ability based on the analysis result, and transmits the scoring result to the management end.

[0021] Furthermore, the management end receives the comprehensive scores transmitted by the first processing unit, the second processing unit and the third processing unit, adjusts the test accuracy of the test end based on the scoring results, calculates the test scores of the test takers, selects whether to conduct additional tests on the test takers based on the calculation results, and transmits the test scores of the test takers to the additional test end.

[0022] Further, the adding and measuring end includes a distribution unit, a first adding and measuring unit and a second adding and measuring unit;

[0023] The distribution unit receives the test scores of the test takers transmitted by the test adding terminal, and transmits the test takers whose test scores are higher than X to the first test adding unit, and transmits the test takers whose test scores are lower than Y to the second test adding unit, wherein X and Y represent any positive values;

[0024] The first additional test unit receives the test taker transmitted by the allocation unit, obtains the non-standard operation corresponding to the test taker, selects a matching additional test assignment for the test taker based on the type of the non-standard operation, and transmits the additional test assignment information to the teacher terminal for evaluation;

[0025] The second additional test unit receives the test taker transmitted by the allocation unit, performs additional test on the test taker's practical ability, and transmits the additional test information to the teacher terminal for evaluation.

[0026] In the clinical diagnosis and treatment test management method based on data analysis, the test subject's irregular operation information collection unit searches for the test subject's irregular operation information based on the collected operation information in a specific method as follows:

[0027] (1) Obtaining the operating tool used by the tester, the final pressure and position of the operating tool on the patient based on the patient's medical information;

[0028] (2) Based on the acquired information, a prediction model is constructed to predict the test-taker's degree of operational standardization. The specific prediction model W is:

[0029]

[0030] Among them, α+β=1 represents the relationship coefficient, s, They represent the contact area between the operating tool used by the tester and the patient, and the contact area between the standard operating tool and the patient, (x, y), They represent the final central position when the operating tool used by the tester is in full contact with the patient, and the final central position when the standard operating tool used by the tester is in full contact with the patient. represents the radius length corresponding to the standard operating tool, p, They represent the final pressure exerted on the patient by the tester using the operating tool and the final pressure exerted on the patient by the standard operating tool calculated based on the patient information. The relationship between the values ​​is used to determine whether the final position of the patient's action is within the standard range. When When , it means that the final action position of the tester on the patient is within the standard range, and W represents the tester's operation standardization degree. The tester's operation standardization degree is predicted by using the action position and action pressure of the tester on the patient when using the operation tool, so as to ensure that the prediction result is more accurate and avoid the occurrence of human errors. In addition, the tester's clinical diagnosis and treatment professionalism can be evaluated according to the prediction result, so that the tester can improve his own operation accuracy according to the prediction result in the later stage;

[0031] (3) Based on the prediction results in (2), the test-taker's non-standard operations are judged, and information about the test-taker's non-standard operations is obtained based on the judgment results.

[0032] Furthermore, the method for the operation calibration unit to determine the specific reason for the test taker's non-standard operation is:

[0033] 1) Compare the prediction results corresponding to the irregular operation with the value Compare, if the predicted result is greater than Then put the irregular operation into the set M. If the prediction result is less than Then put the non-standard operation into set N, where the non-standard operation put into set M means that the final effect position of the tester on the patient is outside the standard range, and the non-standard operation put into set N means that the final effect position of the tester on the patient is within the standard range;

[0034] 2) For set M, the motion trajectory of the subject acting on the patient is obtained according to the pressure of the operating tool on the patient, and whether the subject passes through the standard action position during the operation is judged based on the obtained motion trajectory. If not, the specific reason for the non-standard operation of the subject is judged to be low professionalism. If the subject passes through and the motion trajectory is around the standard action position, the specific reason for the non-standard operation of the subject is judged to be unskilled in using the operating tool;

[0035] 3) For set N, based on The value indicates the distance between the tester's final position and the standard position of the patient. If the distance is less than the error value, the tester's operation is standard. If the distance is greater than the error value, it means that the tester's operation accuracy is low and the use of the value is incorrect. Indicates the test accuracy of the test taker;

[0036] 4) When the pressure applied by the tester to the patient is lower or higher than the standard value, it means that the tester has low operating accuracy and uses the value Indicates the test taker's operating accuracy.

[0037] Furthermore, the first scoring model G1 is:

[0038]

[0039] Where i = 1, 2, ..., a represents the number of the tester's calibration operation, K represents the highest score when the tester completes all operations, and k i represents the score corresponding to the i-th calibration operation of the tester, θ i It represents the score ratio corresponding to the i-th calibration operation of the test-taker;

[0040] The second scoring model G2 is:

[0041]

[0042] Among them, f represents the number of irregular operations of the test takers, and F represents the total number of operations of the test takers;

[0043] The third scoring model G3 is:

[0044]

[0045] Among them, t represents the total number of matches between the test-taker's operation information and the patient's consultation information.

[0046] Furthermore, the specific method for the management end to adjust the test accuracy of the test end based on the scoring result is:

[0047] <1> . Obtain the top part of the scoring results, and calculate the test accuracy of the test-taker based on the obtained content. The specific calculation formula Q is:

[0048]

[0049] Wherein, j=1, 2, ..., b represents the number corresponding to the obtained scoring result, b represents the maximum number, h jIndicates the scoring result corresponding to the jth number, and represents the test accuracy of the test taker according to the average value corresponding to the previous scoring results, which can maximize the impact of the test accuracy on the test taker's scoring results;

[0050] <2> .according to <1> Based on the calculation results, the test accuracy of the test end is adjusted accordingly.

[0051] Furthermore, the specific method for the teacher terminal to evaluate the test taker's additional test assignment is:

[0052] ①. For the first additional test unit, the teacher terminal compares the test information of the test taker before and after the two tests to determine whether the test taker's two wrong operations are consistent. If they are consistent, the test taker's first test score is retained. If they are inconsistent, the test taker's first test score is modified to the full score;

[0053] ②. For the second additional test unit, the teacher terminal evaluates the additional test assignment information of the test-taker based on the third scoring model. If the evaluation result is consistent with the first test score, the teacher terminal will provide the test-taker with reasonable operation suggestions based on the test-taker's two irregular operations. If they are inconsistent, the teacher terminal will continue to select additional test assignments for the test-taker until the test-taker's additional test score is higher than X, and at this time the test-taker will be transferred to the first additional test unit.

[0054] Compared with the prior art, the beneficial effects achieved by the present invention are:

[0055] 1. The present invention utilizes the specifications of the operating tools used by the test subject on the patient, the final pressure and position of the operating tools on the patient to construct a prediction model, and predicts the degree of standardization of the test subject's operation. During the prediction process, the specific reasons for the test subject's non-standard operation can be predicted based on the pressure value of the corresponding position when the operating tool acts on the patient, and the test subject's operation is calibrated based on the analyzed reasons, to ensure that the test subject masters the correct operating skills during the test, to avoid the test subject being unable to know the specific reasons for his or her own operating errors after the test results, which is not conducive to the test subject's effective learning, and further improves the use effect of the test platform.

[0056] 2. The present invention calibrates the test taker's non-standard operation through the operation calibration unit to avoid the occurrence of emergency situations caused by the test taker's non-standard operation. When an emergency situation occurs, if the test taker's operation does not conform to the operation in an emergency situation, the operation calibration unit calibrates the test taker's operation to ensure that the test taker can effectively master the relevant operations of the emergency situation when simulating an emergency situation, which is conducive to reducing the test taker's psychological pressure and further improving the test taker's ability to deal with emergency situations.

[0057] 3. The present invention automatically scores the test process of the test-taker through the central processing terminal. After the test-taker completes the corresponding operation, the test-taker can be informed of the test situation in time to avoid the test-taker's lack of understanding of the scoring results due to long waiting time, and reduces the workload of teachers. The test accuracy of the test end is calculated by using the test-taker's previous scoring results, and the test accuracy of the test end is adjusted according to the calculation results to ensure the test accuracy of the test end. The teacher terminal selects appropriate additional test assignments for the test-taker according to the test-taker's scoring results to ensure that the test-taker can effectively master the operating skills during the test. The operating expertise of test-takers with extremely low operating expertise is improved through special training, which further improves the test effect of the platform. BRIEF DESCRIPTION OF THE DRAWINGS

[0058] The accompanying drawings are used to provide a further understanding of the present invention and constitute a part of the specification. Together with the embodiments of the present invention, they are used to explain the present invention and do not constitute a limitation of the present invention. In the accompanying drawings:

[0059] Figure 1 It is a schematic diagram of the platform distribution of the clinical diagnosis and treatment test management platform and method based on data analysis of the present invention;

[0060] Figure 2 It is a schematic diagram of the working principle structure of the clinical diagnosis and treatment test management platform and method based on data analysis of the present invention. DETAILED DESCRIPTION

[0061] The following will be combined with the drawings in the embodiments of the present invention to clearly and completely describe the technical solutions in the embodiments of the present invention. Obviously, the described embodiments are only part of the embodiments of the present invention, not all of the embodiments. Based on the embodiments of the present invention, all other embodiments obtained by ordinary technicians in this field without creative work are within the scope of protection of the present invention.

[0062] See also Figure 1 and Figure 2 , the present invention provides a technical solution: a clinical diagnosis and treatment test management platform based on data analysis, the clinical diagnosis and treatment test management platform includes a clinical diagnosis and treatment platform, a test terminal, a central processing terminal, a management terminal and an additional test terminal;

[0063] The clinical diagnosis and treatment platform is used to input the patient's consultation content and control the test end to start the test according to the patient's consultation content;

[0064] The test end is used to transmit the collected patient consultation information, tester operation information and tester irregular operation information to the central processing end;

[0065] The test end includes a patient consultation information collection unit, a tester operation information collection unit, a tester non-standard operation information collection unit and an operation calibration unit;

[0066] The patient medical information collection unit collects the patient's medical information during the test and transmits the collected information to the tester operation information collection unit;

[0067] The tester operation information collection unit receives the collection information transmitted by the patient medical information collection unit, collects the operation information of the tester who needs to use the tool for medical treatment according to the patient medical information, and transmits the collected operation information to the tester's irregular operation information collection unit;

[0068] The test subject's irregular operation information collection unit receives the information transmitted by the test subject's operation information collection unit, constructs a prediction model based on the collected information to find the irregular operation information, and transmits the irregular operation information and the prediction result of the prediction model to the operation calibration unit;

[0069] The specific method for the test taker's irregular operation information collection unit to find the test taker's irregular operation information based on the collected operation information is as follows:

[0070] (1) obtaining the operating tool used by the tester, the final pressure and position of the operating tool on the patient based on the patient's medical information, wherein the position of the operating tool on the patient is the position of the operation expressed by a coordinate system constructed with the position of the patient's heart as the origin of the coordinates;

[0071] (2) Based on the acquired information, a prediction model is constructed to predict the test-taker's degree of operational standardization. The specific prediction model W is:

[0072]

[0073] Among them, α+β=1 represents the relationship coefficient, s, They represent the contact area between the operating tool used by the tester and the patient, and the contact area between the standard operating tool and the patient, (x, y), They represent the final central position when the operating tool used by the tester is in full contact with the patient, and the final central position when the standard operating tool used by the tester is in full contact with the patient. represents the radius length corresponding to the standard operating tool, p, They represent the final pressure exerted on the patient by the tester using the operating tool and the final pressure exerted on the patient by the standard operating tool calculated based on the patient information. The relationship between the values ​​is used to determine whether the final position of the patient's action is within the standard range. When When , it means that the final action position of the tester on the patient is within the standard range, and W represents the tester's operation standardization degree. The tester's operation standardization degree is predicted by using the action position and action pressure of the tester on the patient when using the operation tool, so as to ensure that the prediction result is more accurate and avoid the occurrence of human errors. In addition, the tester's clinical diagnosis and treatment professionalism can be evaluated according to the prediction result, so that the tester can improve his own operation accuracy according to the prediction result in the later stage;

[0074] (3) According to the prediction results in (2), the test-taker's irregular operations are judged, and information about the test-taker's irregular operations is obtained based on the judgment results;

[0075] The operation calibration unit receives the non-standard operation information and the prediction results of the prediction model transmitted by the test subject's non-standard operation information collection unit, determines the specific reasons for the test subject's non-standard operation, calibrates the test subject's wrong operation according to the determination result, and transmits the test subject calibration information, the test subject's non-standard operation information, the test subject's operation information and the patient's medical treatment information to the central processing end;

[0076] The method used by the operation calibration unit to determine the specific reasons for the test taker's non-standard operation is:

[0077] 1) Compare the prediction results corresponding to the irregular operation with the value Compare, if the predicted result is greater than Then put the irregular operation into the set M. If the prediction result is less than Then put the non-standard operation into set N, where the non-standard operation put into set M means that the final effect position of the tester on the patient is outside the standard range, and the non-standard operation put into set N means that the final effect position of the tester on the patient is within the standard range;

[0078] 2) For set M, the motion trajectory of the subject acting on the patient is obtained according to the pressure of the operating tool on the patient, and whether the subject passes through the standard action position during the operation is judged based on the obtained motion trajectory. If not, the specific reason for the non-standard operation of the subject is judged to be low professionalism. If the subject passes through and the motion trajectory is around the standard action position, the specific reason for the non-standard operation of the subject is judged to be unskilled in using the operating tool;

[0079] 3) For set N, based on The value indicates the distance between the final position of the patient and the standard position. If the distance is less than the error value, the tester is judged to be operating in a standard manner. If the distance is greater than the error value, it means that the tester has low operating accuracy and uses the value. Indicates the test accuracy of the tester;

[0080] 4) When the pressure applied by the tester to the patient is lower or higher than the standard value, it means that the tester has low operating accuracy and uses the value To indicate the test taker's operating accuracy;

[0081] The central processing end is used to comprehensively score the test taker's test process according to the information transmitted by the test end, and transmit the scoring result to the management end;

[0082] The central processing end includes an information receiving unit, a first processing unit, a second processing unit and a third processing unit;

[0083] The information receiving unit receives the tester calibration information, the tester operation irregularity information, the tester operation information and the patient consultation information transmitted by the operation calibration unit, and transmits the tester calibration information, the tester operation irregularity information and the tester operation information to the first processing unit, the second processing unit and the third processing unit respectively;

[0084] The first processing unit receives the tester calibration information transmitted by the information receiving unit and constructs a first scoring model Based on the tester's calibration information, the tester's operation accuracy is comprehensively scored, and the comprehensive scoring result is transmitted to the management end, where i = 1, 2, ..., a represents the number corresponding to the tester's calibration operation, K represents the highest score corresponding to the tester completing all operations, and k i represents the score corresponding to the i-th calibration operation of the tester, θ i It represents the score ratio corresponding to the i-th calibration operation of the test-taker;

[0085] The second processing unit receives the information about the test taker's irregular operation transmitted by the information receiving unit, and constructs a second scoring model Based on the test taker's irregular operation information, the test taker's professionalism is comprehensively scored, and the comprehensive scoring result is transmitted to the management end, where f represents the number of test taker's irregular operations, and F represents the total number of test taker operations;

[0086] The third processing unit receives the test-taker operation information transmitted by the information receiving unit and constructs a third scoring model. Analyze the test-taker's operation information to see whether it is consistent with the patient's consultation information, and make a comprehensive score on the test-taker's practical ability based on the analysis results, and transmit the score results to the management end, where t represents the total number of matches between the test-taker's operation information and the patient's consultation information;

[0087] The management end is used to manage the test takers and adjust the test end according to the scoring results of the central processing end; the management end receives the comprehensive scores transmitted by the first processing unit, the second processing unit and the third processing unit, adjusts the test accuracy of the test end based on the scoring results, calculates the test scores of the test takers, selects whether to perform additional tests on the test takers based on the calculation results, and transmits the test scores of the test takers to the additional test end;

[0088] The specific method for the management end to adjust the test accuracy of the test end based on the scoring results is:

[0089] <1> . Obtain the top part of the scoring results, and calculate the test accuracy of the test-taker based on the obtained content. The specific calculation formula Q is:

[0090]

[0091] Wherein, j=1, 2, ..., b represents the number corresponding to the obtained scoring result, b represents the maximum number, h j Indicates the scoring result corresponding to the jth number, and represents the test accuracy of the test taker according to the average value corresponding to the previous scoring results, which can maximize the impact of the test accuracy on the test taker's scoring results;

[0092] <2> .according to <1> According to the calculation results, the test accuracy of the test end is adjusted accordingly;

[0093] The test adding terminal is used to perform additional test assignments on the test takers according to the instructions issued by the management terminal, and transmit the additional test assignment information to the teacher terminal for evaluation;

[0094] The adding and measuring end comprises a distribution unit, a first adding and measuring unit and a second adding and measuring unit;

[0095] The distribution unit receives the test scores of the test takers transmitted by the test adding terminal, and transmits the test takers whose test scores are higher than X to the first test adding unit, and transmits the test takers whose test scores are lower than Y to the second test adding unit, wherein X and Y represent any positive values;

[0096] The first test adding unit receives the test taker transmitted by the allocation unit, obtains the non-standard operation corresponding to the test taker, selects a matching test adding assignment for the test taker based on the non-standard operation type, and transmits the test adding assignment information to the teacher terminal for evaluation;

[0097] The second additional test unit receives the test taker transmitted by the allocation unit, performs additional test on the test taker's practical ability, and transmits the additional test information to the teacher terminal for evaluation;

[0098] The specific method for the teacher terminal to evaluate the test taker's additional test assignment is as follows:

[0099] ①. For the first additional test unit, the teacher terminal compares the test information of the test taker before and after the two tests to determine whether the test taker's two wrong operations are consistent. If they are consistent, the test taker's first test score is retained. If they are inconsistent, the test taker's first test score is modified to the full score;

[0100] ②. For the second additional test unit, the teacher terminal evaluates the additional test assignment information of the test-taker based on the third scoring model. If the evaluation result is consistent with the first test score, the teacher terminal will provide the test-taker with reasonable operation suggestions based on the test-taker's two irregular operations. If they are inconsistent, the teacher terminal will continue to select additional test assignments for the test-taker until the test-taker's additional test score is higher than X, and at this time the test-taker will be transferred to the first additional test unit.

[0101] Implementation: Assume α = β = 0.5, (x,y)=(3,5), p=30, The distance error value is 0.2, then:

[0102] The prediction model W is used to predict the test taker's degree of operational standardization:

[0103]

[0104] This means that the test-taker's level of operational standardization is 0.52, because It indicates that the final position of the tester's action on the patient is outside the standard range, and the tester's irregular operation is determined based on the pressure values ​​applied by the tester to different positions of the patient;

[0105] Use the operation calibration unit to determine the specific reasons for the test taker's non-standard operation:

[0106] 1) Compare the prediction results corresponding to the irregular operation with the value For comparison, because Then put the irregular operations into set N;

[0107] 2) For set N, based on The value size represents the distance between the tester's final position and the standard position of the patient. If the distance is 0.24, which is greater than the error value of 0.2, it means that the tester has low operating accuracy and uses the value Indicates the test accuracy of the test taker;

[0108] 3) When the pressure applied by the tester to the patient is lower or higher than the standard value, it means that the tester has low operating accuracy and uses the value Indicates the test taker's operating accuracy.

[0109] It should be noted that, in this article, relational terms such as first and second, etc. are only used to distinguish one entity or operation from another entity or operation, and do not necessarily require or imply any such actual relationship or order between these entities or operations. Moreover, the terms "include", "comprise" or any other variants thereof are intended to cover non-exclusive inclusion, so that a process, method, article 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, article or device.

[0110] Finally, it should be noted that the above description is only a preferred embodiment of the present invention and is not intended to limit the present invention. Although the present invention has been described in detail with reference to the aforementioned embodiments, those skilled in the art can still modify the technical solutions described in the aforementioned embodiments or replace some of the technical features therein by equivalents. Any modification, equivalent replacement, improvement, etc. made within the spirit and principle of the present invention shall be included in the protection scope of the present invention.

Claims

1. A clinical diagnosis and treatment test management platform based on data analysis, characterized by: The clinical diagnosis and treatment test management platform includes a clinical diagnosis and treatment platform, a test terminal, a central processing terminal, a management terminal and an additional test terminal; The clinical diagnosis and treatment platform is used to input the patient's consultation content and control the test end to start the test according to the patient's consultation content; The test end is used to transmit the collected patient consultation information, tester operation information and tester operation irregularity information to the central processing end; The test end includes a patient consultation information collection unit, a tester operation information collection unit, a tester operation irregularity information collection unit and an operation calibration unit; The patient medical information collection unit collects the patient's medical information during the test and transmits the collected information to the tester operation information collection unit; The tester operation information collection unit receives the collection information transmitted by the patient consultation information collection unit, collects the operation information of the tester who needs to use the tool for consultation according to the patient consultation information, and transmits the collected operation information to the tester's irregular operation information collection unit; The test subject's irregular operation information collection unit receives information transmitted by the test subject's operation information collection unit, and constructs a prediction model based on the collected information to find irregular operation information. The specific method is: (1) Obtaining the operating tool used by the tester, the final pressure and position of the operating tool on the patient based on the patient's medical information; (2) Based on the acquired information, a prediction model is constructed to predict the test-taker's degree of operational standardization. The specific prediction model W is: Among them, α+β=1 represents the relationship coefficient, s, They represent the contact area between the operating tool used by the tester and the patient, and the contact area between the standard operating tool and the patient, (x, y), They represent the final central position when the operating tool used by the tester is in full contact with the patient, and the final central position when the standard operating tool used by the tester is in full contact with the patient. represents the radius length corresponding to the standard operating tool, p, They represent the final pressure exerted on the patient by the tester using the operating tool and the final pressure exerted on the patient by the standard operating tool calculated based on the patient information. The relationship between the values ​​is used to determine whether the final position of the patient's action is within the standard range. When When , it means that the final position of the tester on the patient is within the standard range, and W indicates the degree of standardization of the tester's operation; (3) According to the prediction results in (2), the non-standard operation of the test-taker is judged, and the information about the non-standard operation of the test-taker is obtained based on the judgment results; and transmitting the operation irregularity information and the prediction results of the prediction model to the operation calibration unit; The operation calibration unit receives the operation irregularity information transmitted by the test subject's operation irregularity information collection unit and the prediction result of the prediction model, determines the specific cause of the test subject's operation irregularity, calibrates the test subject's wrong operation according to the determination result, and transmits the test subject calibration information, the test subject's operation irregularity information, the test subject's operation information and the patient's medical treatment information to the central processing end; The central processing end is used to comprehensively score the test process of the test taker according to the information transmitted by the test end, and transmit the scoring result to the management end; The central processing end includes an information receiving unit, a first processing unit, a second processing unit and a third processing unit; The information receiving unit receives the tester calibration information, the tester operation irregularity information, the tester operation information and the patient consultation information transmitted by the operation calibration unit, and transmits the tester calibration information, the tester operation irregularity information and the tester operation information to the first processing unit, the second processing unit and the third processing unit respectively; The first processing unit receives the tester calibration information transmitted by the information receiving unit, constructs a first scoring model to comprehensively score the tester's operation accuracy based on the tester calibration information, and transmits the comprehensive scoring result to the management end; The second processing unit receives the information about the test taker's irregular operation transmitted by the information receiving unit, constructs a second scoring model to comprehensively score the test taker's professionalism based on the information about the test taker's irregular operation, and transmits the comprehensive scoring result to the management end; The third processing unit receives the tester's operation information transmitted by the information receiving unit, constructs a third scoring model to analyze the tester's operation information, analyzes whether the tester's operation information is consistent with the patient's consultation information, and comprehensively scores the tester's practical ability according to the analysis result, and transmits the scoring result to the management end; The management end is used to manage the test takers and adjust the test end according to the scoring results of the central processing end; The management end receives the comprehensive scores transmitted by the first processing unit, the second processing unit and the third processing unit, adjusts the test accuracy of the test end based on the score results, calculates the test score of the test taker, selects whether to perform an additional test on the test taker based on the calculation result, and transmits the test score of the test taker to the additional test end; The test adding terminal is used to perform additional test assignments on the test taker according to the instructions issued by the management terminal, and transmit the additional test assignment information to the teacher terminal for evaluation; The adding and measuring end comprises a distribution unit, a first adding and measuring unit and a second adding and measuring unit; The distribution unit receives the test scores of the test takers transmitted by the test adding terminal, and transmits the test takers whose test scores are higher than X to the first test adding unit, and transmits the test takers whose test scores are lower than Y to the second test adding unit, wherein X and Y represent any positive values; The first additional test unit receives the test taker transmitted by the allocation unit, obtains the non-standard operation corresponding to the test taker, selects a matching additional test assignment for the test taker based on the type of the non-standard operation, and transmits the additional test assignment information to the teacher terminal for evaluation; The second additional test unit receives the test taker transmitted by the allocation unit, performs additional test on the test taker's practical ability, and transmits the additional test information to the teacher terminal for evaluation.

2. A clinical diagnosis and treatment test management method based on data analysis applied to the platform of claim 1, characterized in that: The method for the operation calibration unit to judge the specific reasons for the tester's non-standard operation is: 1) Compare the prediction results corresponding to the irregular operation with the value Compare, if the predicted result is greater than Then put the irregular operation into the set M. If the prediction result is less than Then put the non-standard operation into set N, where the non-standard operation put into set M means that the final effect position of the tester on the patient is outside the standard range, and the non-standard operation put into set N means that the final effect position of the tester on the patient is within the standard range; 2) For set M, the motion trajectory of the subject acting on the patient is obtained according to the pressure of the operating tool on the patient, and whether the subject passes through the standard action position during the operation is judged based on the obtained motion trajectory. If not, the specific reason for the non-standard operation of the subject is judged to be low professionalism. If the subject passes through and the motion trajectory is around the standard action position, the specific reason for the non-standard operation of the subject is judged to be unskilled in using the operating tool; 3) For set N, based on The value indicates the distance between the final position of the patient and the standard position. If the distance is less than the error value, the tester is judged to be operating in a standard manner. If the distance is greater than the error value, it means that the tester has low operating accuracy and uses the value. Indicates the test accuracy of the test taker; 4) When the pressure applied by the tester to the patient is lower or higher than the standard value, it means that the tester has low operating accuracy and uses the value Indicates the test taker's operating accuracy.

3. The clinical diagnosis and treatment test management method based on data analysis according to claim 2, characterized in that: The first scoring model G1 is: Where i = 1, 2, ..., a represents the number of the tester's calibration operation, K represents the highest score when the tester completes all operations, and k i represents the score corresponding to the i-th calibration operation of the tester, θ i It represents the score ratio corresponding to the i-th calibration operation of the test-taker; The second scoring model G2 is: Among them, f represents the number of irregular operations of the test takers, and F represents the total number of operations of the test takers; The third scoring model G3 is: Among them, t represents the total number of matches between the test-taker's operation information and the patient's consultation information.

4. The clinical diagnosis and treatment test management method based on data analysis according to claim 3 is characterized in that: The specific method for the management end to adjust the test accuracy of the test end based on the scoring result is: <1> . Obtain the top part of the scoring results, and calculate the test accuracy of the test-taker based on the obtained content. The specific calculation formula Q is: Wherein, j=1, 2, ..., b represents the number corresponding to the obtained scoring result, b represents the maximum number, h j Indicates the scoring result corresponding to the jth number; <2> .according to <1> Based on the calculation results, the test accuracy of the test end is adjusted accordingly.

5. The clinical diagnosis and treatment test management method based on data analysis according to claim 4 is characterized by: The specific method for the teacher terminal to evaluate the test taker's additional test homework is: ①. For the first additional test unit, the teacher terminal compares the test information of the test taker before and after the two tests to determine whether the test taker's two wrong operations are consistent. If they are consistent, the test taker's first test score is retained. If they are inconsistent, the test taker's first test score is modified to the full score; ②. For the second additional test unit, the teacher terminal evaluates the additional test assignment information of the test-taker based on the third scoring model. If the evaluation result is consistent with the first test score, the teacher terminal will provide the test-taker with reasonable operation suggestions based on the test-taker's two irregular operations. If they are inconsistent, the teacher terminal will continue to select additional test assignments for the test-taker until the test-taker's additional test score is higher than X, and at this time the test-taker will be transferred to the first additional test unit.

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