Obstetrical information visual management system and method

By introducing data collection, analysis and layout optimization modules into the obstetric information visual management system, and using the dispersion maximization method to optimize the homepage layout, the problem that the existing system cannot optimize the homepage based on user browsing behavior is solved, and the effect of users finding the required information directly on the homepage is achieved, improving information retrieval efficiency and user experience.

CN119939059AInactive Publication Date: 2025-05-06AFFILIATED HOSPITAL OF WEIFANG MEDICAL UNIV
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Patent Information

Application Number
CN202510023322.6
Authority / Receiving Office
CN · China
Patent Type
Applications(China)
Current Assignee / Owner
Filing Date
2025-01-07
Publication Date
2025-05-06
Estimated Expiration
Not applicable · inactive patent

AI Technical Summary

Technical Problem

The existing obstetric information visualization system has a single homepage display panel, and the homepage layout cannot be optimized based on the user's query browsing behavior, resulting in the search function to find the information that was previously queried and paid attention to through the search function every time the user logs in to the system, which increases the time cost and operational complexity of the user's acquisition of information.

Method used

By introducing data acquisition module, data analysis module, layout optimization module and visualization module into the obstetrics information visualization management system, users' page interaction information, page jump information and page change information are obtained, and data analysis is performed. The optimal display page is selected using the dispersion maximization method and transmitted to the visualization module for display.

Benefits of technology

It realizes the optimization of the homepage layout according to the different browsing behavior of users, so that users can directly find the information pages they need to query on the homepage, reducing the cost and cognitive burden of user information retrieval, improving the accuracy and efficiency of information transmission, and optimizing the user experience.

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Abstract

The invention discloses a visual management system and method for obstetrical information, and relates to the technical field of intelligent medical treatment. Comprising a data acquisition module, a data analysis module, a layout optimization module and a visualization module, the data acquisition module is used for acquiring page interaction information, page jump information and page change information and storing the information into a log database; acquiring medical data information of a user, and storing the medical data information in a medical database; and the data analysis module is used for performing data analysis on the obtained page interaction information to obtain a page importance degree analysis result. The problems that in the prior art, an obstetrical information visualization system is single in homepage display panel, and homepage layout cannot be optimized according to query browsing behaviors of a user are solved, and homepage layout is optimized according to different browsing behaviors of the user; therefore, the user can directly find and enter the information page required to be queried on the homepage.
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Description

Technical Field

[0001] The present invention relates to the field of smart medical technology, and in particular to a management system and method for visualizing obstetric information. Background Art

[0002] With the rapid development of medical informatization, the obstetric information visualization management system came into being, aiming to integrate and efficiently utilize massive obstetric data resources and improve the quality and efficiency of obstetric medical services. In today's digital medical environment, medical data is growing explosively, and the obstetric field is no exception, covering the basic information of pregnant women, rich prenatal examination data, complex delivery records, and related information of newborns.

[0003] For example, a Chinese patent with publication number CN107705827B, an obstetric information management system, is characterized by including a data capture unit, a data classification unit, an information push unit, a maternal-end device, a doctor-end device and an electronic prenatal examination book generation unit; the data capture unit is used to connect to the information system within the hospital to capture preset prenatal examination data; the data classification unit is used to classify and summarize the preset prenatal examination data; the information push unit is used to send prenatal examination information to the maternal-end device and the doctor-end device; the electronic prenatal examination book generation unit is used to organize the preset prenatal examination data according to preset standards and generate an electronic prenatal examination book. The obstetric information management system provided by the present invention classifies and summarizes the information related to obstetric prenatal examinations in numerous information systems within the hospital, so that outpatient doctors can view all relevant diagnostic information faster and more conveniently; it can automatically generate an electronic prenatal examination book to improve the readability of the prenatal examination book, so that doctors can more conveniently query key information;

[0004] For example, a Chinese patent with publication number CN212342290U, an obstetric management system based on electronic medical records, includes an identity information collection module, a network communication system, a computer control center, a maternal historical medical record database, a maternal current medical record database, a medical terminal device, a 4G communication module and a maternal terminal device, so that the computer control center collects the latest maternal medical record information in real time and records it in the maternal current medical record database, and the maternal current medical record database regularly inputs the latest maternal medical record information into the maternal historical medical record database for storage and backup, thereby realizing timely updating of each maternal medical record information in the maternal historical medical record database. The utility model can accurately collect the identity information of the maternal ID card, fingerprint, etc., so that the medical staff can timely retrieve the maternal past medical history through the maternal historical medical record database according to the identity information of the maternal ID card, fingerprint, etc., so as to assist the medical staff in making accurate diagnosis and treatment.

[0005] However, in the process of implementing the technical solution of the invention in the embodiments of the present application, it was found that the above technology has at least the following technical problems: the existing obstetric information visualization system has a single homepage display panel. Although a search function is provided, it is unable to optimize the homepage layout according to the user's query and browsing behavior. Each time the user logs into the system, even if some information has been queried many times before and is of great concern, it still needs to be searched again through the search function, which increases the time cost and operation complexity of the user to obtain information. Summary of the invention

[0006] Technical issues solved

[0007] In view of the deficiencies in the prior art, the present invention provides a management system and method for visualizing obstetric information, which solves the problem that the homepage display panel of the obstetric information visualization system in the prior art is single and the homepage layout cannot be optimized according to the user's query and browsing behavior. The homepage layout is optimized according to the different browsing behaviors of the user, so that the user can directly find and enter the information page required for query on the homepage.

[0008] Technical Solution

[0009] To achieve the above objectives, the present invention is implemented through the following technical solutions: a system for visualizing and managing obstetric information, comprising: a data acquisition module, a data analysis module, a layout optimization module and a visualization module; the data acquisition module is used to obtain page interaction information, page jump information and page change information, and store them in a log database; obtain the user's medical data information and store them in a medical database; the data analysis module is used to perform data analysis on the obtained page interaction information to obtain a page importance analysis result, perform data analysis on the obtained page jump information and page interaction information to obtain a page jump information analysis result, and perform data analysis on the page change information and page interaction information to obtain a page information change analysis result; the layout optimization module is used to select the optimal display page through the deviation maximization method according to the page importance analysis result, the page jump information analysis result and the page information change analysis result, and transmit the optimal display page to the visualization module; the visualization module is used to display the medical data information and the optimal display page in the medical database.

[0010] Furthermore, the page interaction information includes the current page history information and the history information of each page; the current page history information includes: page dwell time, page scroll depth, number of return visits and number of user interactions; page jump information includes the current page history jump information and the history jump information of each page; the current page history jump information includes: round-trip jump frequency; page change information includes the current page history change information and the history change information of each page; the current page history change information includes: information update frequency and page scroll depth.

[0011] Furthermore, the historical information of each page includes: the maximum dwell time of each page, the maximum scrolling depth of each page, the maximum number of return visits to each page, and the maximum number of user interactions with each page; the historical jump information of each page includes the maximum frequency of round-trip jumps of each page; the historical change information of each page includes: the maximum frequency of information update of each page and the maximum scrolling depth of each page.

[0012] Furthermore, the specific steps of performing data analysis on the obtained page interaction information to obtain the page importance analysis result are as follows: obtaining the page interaction information through the log database, performing comprehensive calculation on the page interaction information, and obtaining the user behavior evaluation value; the user behavior evaluation value is obtained as follows: In the formula, I represents the user behavior evaluation value, S represents the number of return visits, T represents the number of user interactions, L represents the page dwell time, D represents the current page scroll depth, S max Indicates the maximum number of return visits to each page, T max Indicates the maximum number of user interactions on each page, L max Indicates the maximum stay time of each page, D max Indicates the maximum scroll depth of each page.

[0013] Furthermore, data analysis is performed on the obtained page jump information and page interaction information to obtain the page jump information analysis results. The specific steps are as follows: obtaining page interaction information through a log database, performing comprehensive calculations on the page interaction information, and obtaining a user behavior evaluation value.

[0014] Furthermore, the specific steps of performing data analysis on the page change information and the page interaction information to obtain the page information change analysis results are as follows: obtaining the page change information and the page interaction information through the log database, and comprehensively calculating the page change information and the page interaction information to obtain the page information evaluation value.

[0015] Furthermore, the page information evaluation value is obtained in the following manner:

[0016] In the formula, Z represents the page information evaluation value, UF represents the information update frequency, D represents the page scroll depth, T represents the number of user interactions, and UF represents the page information update frequency. max Indicates the maximum update frequency of each page information, D max Indicates the maximum scroll depth of each page, T max Indicates the maximum number of user interactions on each page.

[0017] Furthermore, the specific steps for selecting the optimal display page by the deviation maximization method according to the page importance analysis results, the page jump information analysis results and the page information change analysis results, and transmitting the selected page to the visualization module are as follows: comprehensively calculating the obtained user behavior evaluation value, the page information evaluation value and the page jump evaluation value, and constructing a user behavior deviation matrix, a page information deviation matrix and a page jump deviation matrix according to the calculation results; and comprehensively analyzing the user behavior deviation matrix, the page information deviation matrix and the page jump deviation matrix respectively to obtain the user behavior comprehensive total deviation value, the page information comprehensive total deviation value and the page jump comprehensive total deviation value; and comprehensively calculating the obtained user behavior comprehensive total deviation value, the page information comprehensive total deviation value and the page jump comprehensive total deviation value to obtain a comprehensive evaluation value, comparing the comprehensive evaluation values ​​of each page, and selecting the page with the largest comprehensive evaluation value as the optimal display page.

[0018] Furthermore, the specific steps of comprehensively calculating the acquired user behavior evaluation values, page information evaluation values ​​and page jump evaluation values, and constructing a user behavior deviation matrix, a page information deviation matrix and a page jump deviation matrix according to the calculation results are as follows: according to the acquired user behavior evaluation values, calculating the deviation of the user behavior evaluation values ​​between every two pages in each page, and constructing a user behavior deviation matrix; according to the acquired page information evaluation values, calculating the deviation of the page information evaluation values ​​between every two pages in each page, and constructing a page information deviation matrix; according to the acquired page jump evaluation values, calculating the deviation of the page jump evaluation values ​​between every two pages in each page, and constructing a page jump deviation matrix.

[0019] A method for visual management of obstetric information, the specific steps are as follows:

[0020] Step 1: obtain the page interaction information, page jump information and page change information generated during the user operating system panel process, and obtain the user's medical data information at the same time; store the page interaction information, page jump information and page change information in the log database, and store the user's medical data information in the medical database; Step 2: perform comprehensive calculations on the page interaction information, page jump information and page change information in the log database to obtain user behavior evaluation values, page jump evaluation values ​​and page information evaluation values; Step 3: perform comprehensive analysis on the obtained user behavior evaluation values, page jump evaluation values ​​and page information evaluation values ​​through the deviation maximization method, screen out the optimal display page through matrix calculation and comparison between pages, and transmit the optimal display page to the visualization module; Step 4: The visualization module receives the optimal display page and the user medical data information read from the medical database, and displays the medical data and the optimal display page.

[0021] Beneficial Effects

[0022] The present invention has the following beneficial effects:

[0023] (1) A management system and method for visualizing obstetric information, which uses the deviation maximization method to comprehensively analyze the page information evaluation value, page jump evaluation value and user behavior evaluation value to obtain the optimal display page, avoid the one-sidedness of single indicator analysis, accurately locate the page with the most comprehensive value and display it on the homepage. In the visualization management of obstetric information, it helps to improve the accuracy and efficiency of information transmission, and can give priority to presenting key, popular and closely related obstetric information, reducing the user's information retrieval cost and cognitive burden; it is also beneficial to improve user experience, optimize the page display order, and set it on the main page, without having to enter it every time searching, reducing the steps of information acquisition, so as to better meet the user's information needs in various aspects such as pregnancy care and parenting knowledge acquisition.

[0024] (2) This obstetric information visualization management system and method can accurately obtain the user's interest and attention to the page by analyzing the page interaction information, thereby identifying the obstetric information content that is of interest to highlight or prioritize it in the visualization interface; it can also assist in optimizing the display order and layout based on the importance of the page, thereby improving the efficiency of information browsing and enabling users to efficiently obtain key information.

[0025] (3) The obstetric information visualization management system and method can determine the page jump evaluation value by analyzing the round-trip jump frequency and the page dwell time, and can obtain the user's browsing behavior on the obstetric information visualization platform, so that the pages involved in frequent round-trip jumps can be displayed on the main page, thereby enhancing the user experience and the accuracy and effectiveness of information transmission.

[0026] (4) This is a management system and method for visualizing obstetric information. It obtains page change information and page interaction information through a log database and performs comprehensive calculations to obtain a page information evaluation value. It can accurately evaluate the value and quality of a page. In the visualization management of obstetric information, it comprehensively considers the information update frequency, page scrolling depth, and user interaction times, accurately locates high-quality pages, and optimizes information display and recommendation strategies. It displays high-quality pages in prominent positions based on the evaluation values ​​and makes relevant recommendations, thereby improving information dissemination efficiency and acquisition accuracy.

[0027] Of course, any product implementing the present invention does not necessarily need to achieve all of the advantages described above at the same time. BRIEF DESCRIPTION OF THE DRAWINGS

[0028] Figure 1 This is a structural diagram of a visual management system for obstetric information of the present invention;

[0029] Figure 2 A flowchart of a method for visual management of obstetric information according to the present invention;

[0030] Figure 3 Schematic diagram of page optimization value in an embodiment of the present invention. DETAILED DESCRIPTION

[0031] 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.

[0032] The embodiment of the present invention provides a technical solution: a visual management system for obstetric information, such as Figure 1As shown, it includes: a data acquisition module, a data analysis module, a layout optimization module and a visualization module; the data acquisition module is used to obtain page interaction information, page jump information and page change information, and store them in a log database; obtain the user's medical data information and store it in a medical database; the data analysis module is used to perform data analysis on the obtained page interaction information to obtain a page importance analysis result, perform data analysis on the obtained page jump information and page interaction information to obtain a page jump information analysis result, and perform data analysis on the page change information and page interaction information to obtain a page information change analysis result; the layout optimization module is used to select the optimal display page through the deviation maximization method according to the page importance analysis result, the page jump information analysis result and the page information change analysis result, and transmit the optimal display page to the visualization module; the visualization module is used to display the medical data information in the medical database, and the display method can be determined by the user's own settings, and can be displayed through a bar chart, a pie chart or a line chart, etc., and the selected page is displayed. The specific display method can be divided into a display space on the main page, and then the selected page is displayed in the display space.

[0033] Furthermore, page interaction information includes the current page history information and each page history information, the current page history information includes: page dwell time, page scroll depth, number of return visits and number of user interactions; each page history information includes: the maximum dwell time of each page, the maximum scroll depth of each page, the maximum number of return visits of each page and the maximum number of user interactions of each page; page jump information includes the current page history jump information and each page history jump information, the current page history jump information includes: round-trip jump frequency; each page history jump information includes, the maximum round-trip jump frequency of each page; page change information includes the current page Historical change information and historical change information of each page; the historical change information of the current page includes: information update frequency and page scrolling depth; the historical change information of each page includes: the maximum information update frequency of each page and the maximum scrolling depth of each page; a background log will be generated when the user searches and recorded in the log database. Each time the same page is visited, the number of page revisits in the log database will increase once, and each time the page is entered, a timestamp will be added, and the time from opening the page to leaving the page will be counted and marked as the page dwell time. When the length of the page content requires the user to scroll through it, the database will obtain the page scrolling depth at the time of the user's operation.

[0034] Furthermore, the specific steps of performing data analysis on the obtained page interaction information and obtaining the page importance analysis result are as follows: obtaining the page interaction information through the log database, performing comprehensive calculation on the page interaction information, and obtaining the user behavior evaluation value; the user behavior evaluation value is obtained as follows: Where I represents the user behavior evaluation value, which is the importance of the page to the user. The larger the user behavior evaluation value is, the more attention the user pays to the page. S represents the number of return visits, which is the number of visits to the same page. Each time the same page is visited, the number of return visits increases by one. T represents the number of user interactions, which is the number of forwarding, commenting, and liking operations performed by the user on the current page. L represents the page dwell time, which is the dwell time of the user when browsing the page. The timestamp is marked when the user enters the page, and then the timestamp is marked again when the user closes the page. The page dwell time is obtained by counting the time interval between the two timestamps. D represents the page scrolling depth, which is the range of exploration of the page content by the user. S max Indicates the maximum number of revisits for each page, specifically the maximum number of revisits for each page in the log database, T max Indicates the maximum number of user interactions on each page, specifically the maximum number of interactions on each page obtained from the log database, L max Indicates the maximum page dwell time, specifically the longest page dwell time in the log database, and sets a page dwell time threshold. When the maximum page dwell time in the log database is less than the page dwell time threshold, the longest page dwell time in the log database is taken as the maximum value. When the user does not have any subsequent operations and the page dwell time is greater than or equal to the page dwell time threshold, the page dwell time threshold is directly taken as the maximum value. max Indicates the maximum scrolling depth of each page, specifically the deepest scrolling depth obtained from the database.

[0035] In this embodiment, by analyzing the page interaction information, the user's interest and attention to the page can be accurately obtained, so as to identify the obstetric information content that is of interest, so as to highlight or prioritize it in the visual interface; the display order and layout can be optimized according to the importance of the page, so as to improve the efficiency of information browsing and enable users to efficiently obtain key information.

[0036] Furthermore, the obtained page jump information and page interaction information are analyzed, and the specific steps of obtaining the page jump information analysis result are as follows: the page interaction information and page jump information are obtained through the log database for comprehensive calculation to obtain the page jump evaluation value; the page jump evaluation value is obtained as follows: Where J represents the page jump evaluation value, F represents the round-trip jump frequency, which is the frequency of frequent round-trips during the jump process, which means attracting users to return from other pages, and L represents the page dwell time, which is the dwell time of users when browsing the page. The page will be marked with a timestamp when the user enters the page, and then marked again when the user closes the page. The page dwell time is obtained by counting the time interval between the two timestamps, and Fmax Indicates the maximum round-trip jump frequency of each page, specifically all round-trip jump frequency records obtained from the log database, L max Indicates the maximum time that each page stays, specifically the longest time that a page stays in the log database.

[0037] In this embodiment, the page jump evaluation value is determined by analyzing the round-trip jump frequency and the page dwell time, so that the user's browsing behavior pattern on the obstetric information visualization platform can be obtained. A higher round-trip jump frequency combined with a longer page dwell time means that the page has a stronger information relevance and appeal to the user, so that the pages involved in frequent round-trip jumps can be displayed on the main page, enhancing the user experience and the accuracy and effectiveness of information transmission.

[0038] Furthermore, the specific steps of performing data analysis on the page change information and the page interaction information to obtain the page information change analysis results are as follows: obtaining the page change information and the page interaction information through the log database, and comprehensively calculating the page change information and the page interaction information to obtain the page information evaluation value; the method of obtaining the page information evaluation value is as follows: In the formula, Z represents the page information evaluation value, which is the value obtained by quantitative analysis and comprehensive calculation of the page content; UF represents the information update frequency, which is the update frequency obtained by comprehensive calculation of the number of updates within the collection time; D represents the page scrolling depth, which is the depth of viewing the bottom information in the page; T represents the number of user interactions, which is the statistical number of forwarding, commenting and liking operations of users in the page; UF max Indicates the maximum update frequency of each page information, specifically the number of times the most frequently updated information is collected during the collection time. max Indicates the maximum scroll depth of each page, specifically the deepest scroll depth of all pages, T max It represents the maximum number of user interactions on each page, specifically the maximum number of interactions among all pages obtained in the log database. By setting ln, the product results of different magnitudes can be mapped to a relatively reasonable range, so that the evaluation results of different pages after multiplying the information update frequency, page scrolling depth and user interaction times are consistent and comparable.

[0039] In this embodiment, page change information and page interaction information are obtained through the log database and comprehensively calculated to obtain the page information evaluation value, which can accurately evaluate the value and quality of the page. In the visualization management of obstetric information, the information update frequency, page scrolling depth and user interaction times are comprehensively considered to accurately locate high-quality pages, and the information display and recommendation strategy can be optimized. According to the evaluation value, high-quality pages are displayed in a prominent position and relevant recommendations are made, thereby improving the efficiency of information dissemination and the accuracy of acquisition.

[0040] Furthermore, according to the page importance analysis results, the page jump information analysis results and the page information change analysis results, the optimal display page is selected by the deviation maximization method, and the specific steps of transmitting the selected page to the visualization module are as follows: In this embodiment, it should be specifically explained that the steps of using the deviation maximization method to enter the visualization module according to the obtained page optimization value are as follows: Figure 3 As shown, the page optimization values ​​are sorted. In this embodiment, the data shown in Table 1 is taken as an example;

[0041] Table 1 Page optimization values

[0042] Page information User behavior evaluation value Page information evaluation value Page jump evaluation value 1 0.7 0.6 0.5 2 0.5 0.7 0.4 3 0.4 0.5 0.6

[0043] As shown in Table 1, in a specific embodiment, the numerical changes of user behavior evaluation value, page information evaluation value and page jump evaluation value are displayed through different dimensions. With the help of the analysis of these indicators, we can gain insight into the possible pros and cons of page performance, such as the difference in user interaction activity on the page or the deviation between the attractiveness of the page content and the matching degree of user browsing habits. The fluctuation degree of these indicators can also be used to evaluate the comprehensive value and effectiveness of pages in scenarios where multiple pages coexist. In the page display strategy based on the obstetric information visualization management system, analyzing the changes in these indicators can intelligently select the optimal page for display, ensuring the efficiency of user experience and the accuracy of information transmission.

[0044] In this embodiment, the deviation is calculated according to the user behavior evaluation values ​​in Table 1 to obtain a user behavior deviation matrix, namely: Where D I Represents the user behavior deviation matrix; similarly, the page information deviation matrix is ​​obtained by performing deviation calculation on the page information evaluation value, and the page jump deviation matrix is ​​obtained by performing deviation calculation on the page jump evaluation value; and the user behavior deviation matrix, the page information deviation matrix and the page jump deviation matrix are comprehensively calculated to obtain the comprehensive total deviation value; the comprehensive total deviation value is obtained as follows: In the formula, TD i It represents the comprehensive total deviation value, which means calculating the sum of the deviations of the user behavior evaluation values ​​between every two pages in each page. ij represents the deviation between the i-th page and the j-th page under the user behavior evaluation value, n represents the number of pages, and in this embodiment, n is 3; the comprehensive total deviation value is divided by the sum of the deviations of the user behavior evaluation value, the page information evaluation value, and the page jump evaluation value to obtain the user behavior weight factor, the page information weight factor, and the page jump weight factor; and the comprehensive total deviation value, the user behavior evaluation value, the page information evaluation value, and the page jump evaluation value are comprehensively calculated to obtain a comprehensive evaluation value, and the comprehensive evaluation value is obtained as follows: Sn =W1×I n +W2×Z n +W3×J n Where S n represents the comprehensive evaluation value of the nth page, W1 represents the user behavior weight factor, and I n represents the user behavior evaluation value of the nth page, W2 represents the page information weight factor, and Z n represents the page information evaluation value of the nth page, W3 represents the page jump weight factor, J n Indicates the page jump evaluation value of the nth page; the comprehensive evaluation values ​​of each page are formed into a matrix for comparison, and the page with the largest comprehensive evaluation value is selected as the optimal display page.

[0045] In this embodiment, the page information evaluation value, page jump evaluation value and user behavior evaluation value are comprehensively analyzed through the deviation maximization method to obtain the optimal display page, avoid the one-sidedness of single indicator analysis, and accurately locate the page with the most comprehensive value. In the visualization management of obstetric information, it helps to improve the accuracy and efficiency of information transmission, and can give priority to the presentation of key, popular and closely related obstetric information, reducing the user's information retrieval cost and cognitive burden; it is also beneficial to improve the user experience, optimize the page display order, and set it on the main page, without the need to enter it every time the search is performed, reducing the steps of information acquisition, so as to better meet the user's information needs in many aspects such as pregnancy care and parenting knowledge acquisition.

[0046] A method for visual management of obstetric information, such as Figure 2 As shown, the specific steps are as follows: Step 1, obtain the page interaction information, page jump information and page change information generated during the user operating system panel, and obtain the user's medical data information at the same time. The page interaction information, page jump information and page change information are stored in the log database, and the user's medical data information is stored in the medical database; Step 2, the page interaction information, page jump information and page change information in the log database are comprehensively calculated to obtain the user behavior evaluation value, page jump evaluation value and page information evaluation value; Step 3, the obtained user behavior evaluation value, page jump evaluation value and page information evaluation value are comprehensively analyzed by the deviation maximization method, and the optimal display page is screened out through rigorous matrix calculation and comparison between pages, and the optimal display page is transmitted to the visualization module; Step 4, the visualization module receives the optimal display page and the user medical data information read from the medical database, and displays the medical data in a specific area of ​​the homepage in the form of intuitive charts, tables, etc., and at the same time, the optimal display page is fully presented to the user.

[0047] 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.

[0048] The preferred embodiments of the present invention disclosed above are only used to help illustrate the present invention. The preferred embodiments do not describe all the details in detail, nor do they limit the invention to the specific implementation methods described. Obviously, many modifications and changes can be made according to the content of this specification. This specification selects and specifically describes these embodiments in order to better explain the principles and practical applications of the present invention, so that those skilled in the art can understand and use the present invention well. The present invention is limited only by the claims and their full scope and equivalents.

Claims

1. A visual management system for obstetric information, characterized in that: include: Data acquisition module, data analysis module, layout optimization module and visualization module; The data collection module is used to obtain page interaction information, page jump information, and page change information, and store them in the log database; Obtain the user's medical data information and store it in the medical database; A data analysis module is used to perform data analysis on the obtained page interaction information to obtain a page importance analysis result, perform data analysis on the obtained page jump information and page interaction information to obtain a page jump information analysis result, and perform data analysis on the page change information and page interaction information to obtain a page information change analysis result; The layout optimization module is used to select the optimal display page through the deviation maximization method according to the page importance analysis results, the page jump information analysis results and the page information change analysis results, and transmit the optimal display page to the visualization module; The visualization module is used to display the medical data information and the optimal display page in the medical database.

2. The obstetric information visualization management system according to claim 1, characterized in that: The page interaction information includes the current page history information and each page history information; The current page history information includes: page dwell time, page scroll depth, number of return visits and number of user interactions; page jump information, including the current page history jump information and each page history jump information; the current page history jump information includes: round-trip jump frequency; page change information, including the current page history change information and each page history change information; the current page history change information includes: information update frequency and page scroll depth.

3. The obstetric information visualization management system according to claim 2, characterized in that: The historical information of each page includes: the maximum dwell time of each page, the maximum scrolling depth of each page, the maximum number of return visits to each page and the maximum number of user interactions on each page; the historical jump information of each page includes the maximum frequency of round-trip jumps of each page; the historical change information of each page includes: the maximum frequency of information update of each page and the maximum scrolling depth of each page.

4. The obstetric information visualization management system according to claim 3, characterized in that: The specific steps of performing data analysis on the obtained page interaction information to obtain the page importance analysis result are as follows: Obtain page interaction information through the log database, perform comprehensive calculations on the page interaction information, and obtain user behavior evaluation values; The user behavior evaluation value is obtained as follows: In the formula, I represents the user behavior evaluation value, S represents the number of return visits, T represents the number of user interactions, L represents the page dwell time, D represents the current page scroll depth, S max Indicates the maximum number of return visits to each page, T max Indicates the maximum number of user interactions on each page, L max Indicates the maximum stay time of each page, D max Indicates the maximum scroll depth of each page.

5. The obstetric information visualization management system according to claim 4, characterized in that: The specific steps for performing data analysis on the acquired page jump information and page interaction information and obtaining the page jump information analysis results are as follows: The page interaction information is obtained through the log database, and the page interaction information is comprehensively calculated to obtain the user behavior evaluation value.

6. The obstetric information visualization management system according to claim 5, characterized in that: The specific steps of performing data analysis on the page change information and the page interaction information to obtain the page information change analysis result are as follows: The page change information and page interaction information are obtained through the log database, and the page change information and page interaction information are comprehensively calculated to obtain the page information evaluation value.

7. The obstetric information visualization management system according to claim 6, characterized in that: The method for obtaining the page information evaluation value is as follows: In the formula, Z represents the page information evaluation value, UF represents the information update frequency, D represents the page scroll depth, T represents the number of user interactions, and UF represents the page information update frequency. max Indicates the maximum update frequency of each page information, D max Indicates the maximum scroll depth of each page, T max Indicates the maximum number of user interactions on each page.

8. The obstetric information visualization management system according to claim 7, characterized in that: The specific steps for selecting the optimal display page by the deviation maximization method according to the page importance analysis results, the page jump information analysis results and the page information change analysis results, and transmitting the selected page to the visualization module are as follows: Comprehensively calculate the obtained user behavior evaluation value, page information evaluation value and page jump evaluation value, and construct a user behavior deviation matrix, a page information deviation matrix and a page jump deviation matrix according to the calculation results; And conduct comprehensive analysis on the user behavior deviation matrix, page information deviation matrix and page jump deviation matrix respectively, and obtain the user behavior comprehensive total deviation value, page information comprehensive total deviation value and page jump comprehensive total deviation value; The obtained comprehensive total deviation values ​​of user behavior, page information and page jump are comprehensively calculated to obtain a comprehensive evaluation value. The comprehensive evaluation values ​​of each page are compared and the page with the largest comprehensive evaluation value is selected as the optimal display page.

9. The obstetric information visualization management system according to claim 8, characterized in that: The specific steps of comprehensively calculating the obtained user behavior evaluation value, page information evaluation value and page jump evaluation value, and constructing the user behavior deviation matrix, page information deviation matrix and page jump deviation matrix according to the calculation results are as follows: According to the obtained user behavior evaluation values, the deviation of the user behavior evaluation values ​​between every two pages in each page is calculated to construct a user behavior deviation matrix; According to the obtained page information evaluation values, the deviation of the page information evaluation values ​​between every two pages in each page is calculated to construct a page information deviation matrix; According to the obtained page jump evaluation values, the deviation of the page jump evaluation values ​​between every two pages in each page is calculated, and a page jump deviation matrix is ​​constructed.

10. A method for visual management of obstetric information, characterized in that: The specific steps are as follows: Step 1: Obtain page interaction information, page jump information, and page change information generated during the user operating system panel, and obtain the user's medical data information; Store page interaction information, page jump information and page change information in the log database, and store user medical data information in the medical database; Step 2: Comprehensively calculate the page interaction information, page jump information and page change information in the log database to obtain the user behavior evaluation value, page jump evaluation value and page information evaluation value; Step 3: Comprehensively analyze the obtained user behavior evaluation value, page jump evaluation value and page information evaluation value through the deviation maximization method, select the optimal display page through matrix calculation and comparison between pages, and transmit the optimal display page to the visualization module; Step 4: The visualization module receives the optimal display page and the user medical data information read from the medical database, and displays the medical data and the optimal display page.

Citation Information

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