Children's Growth and Development Data Tracing System Based on Integrated Traditional Chinese and Western Medicine Intervention

Abstract

The present invention discloses a child growth and development data traceability system based on integrated traditional Chinese and Western medicine intervention, belonging to the technical field of child growth and development, including: a user management module for managing user identities; a data collection module for collecting child growth and development data; a data processing module for processing child growth and development data; a traceability analysis module for tracing and analyzing child growth and development data to determine the analysis results of child growth and development; an integrated traditional Chinese and Western medicine intervention module for managing the integrated traditional Chinese and Western medicine intervention of children with poor growth and development; and a visualization display module for visually displaying the child growth and development data traceability report. The present invention solves the problem that the existing system cannot effectively trace child growth and development data, resulting in poor integrated traditional Chinese and Western medicine intervention and child diagnosis and treatment effects. The present invention can effectively trace child growth and development data, provide strong data support for integrated traditional Chinese and Western medicine intervention, and improve the effects of integrated traditional Chinese and Western medicine intervention and child diagnosis and treatment.

Description

Technical Field

[0001] The present invention relates to the technical field of children's growth and development, and specifically to a children's growth and development data traceability system based on integrated traditional Chinese and Western medicine interventions. Background Art

[0002] Growth and development is a dynamic process. Continuous growth monitoring can understand the development trajectory of children and timely detect growth disorder diseases. Therefore, a large amount of resources are invested in children's health care work every year, generating a huge amount of data. However, in actual work, we find that the growth and development data of children are difficult to trace, which not only brings inconvenience to the diagnosis and treatment work but also causes serious waste of resources.

[0003] The Chinese patent with the publication number CN118098589A discloses a children's growth and development evaluation system based on big data, including a data acquisition module, a data preprocessing module, a children's growth and development evaluation model design module, a model optimization module, and a specific operation module. By designing a data enhancement method, a data feature extraction method, a neural network, an activation function, a loss function, and a weight update function based on the learning rate, the model performance is improved, the model generalization ability is improved, and the stability and accuracy of the model are improved; by designing an initial search point generation strategy and a motion weight, randomness and diversity are introduced to enhance the search ability of the model, and by designing a position search function based on the mean, the stability and robustness of the search process are improved; however, this patent has the following defects:

[0004] The existing technology cannot effectively trace the growth and development data of children and cannot provide strong data support for integrated traditional Chinese and Western medicine interventions, resulting in poor effects of integrated traditional Chinese and Western medicine interventions and children's diagnosis and treatment. Summary of the Invention

[0005] The purpose of the present invention is to provide a children's growth and development data traceability system based on integrated traditional Chinese and Western medicine interventions, which can effectively trace the growth and development data of children, can provide strong data support for integrated traditional Chinese and Western medicine interventions, can improve the effects of integrated traditional Chinese and Western medicine interventions and children's diagnosis and treatment, and solves the problems raised in the above background art.

[0006] To achieve the above purpose, the present invention provides the following technical solutions:

[0007] A children's growth and development data traceability system based on integrated traditional Chinese and Western medicine interventions, comprising:

[0008] A user management module for managing user identities, including user registration, user login, and permission exercise. After the user identity authentication is qualified, the user logs in successfully, and the user exercises rights according to the permissions;

[0009] A data collection module, which is used to obtain children's personal information and children's growth information based on the intelligent chip built in the intelligent collection terminal, and determine children's growth and development data based on the intelligent chip;

[0010] A data processing module, which is used to clean and transform children's growth and development data based on the intelligent chip, store the children's growth and development data in the block of the blockchain, and securely store the children's growth and development data;

[0011] A traceability analysis module, which is used to conduct traceability analysis on children's growth and development data to determine the analysis results of children's growth and development;

[0012] A traditional Chinese and Western medicine intervention module, which is used to formulate a traditional Chinese and Western medicine intervention management plan to conduct traditional Chinese and Western medicine intervention management on children with poor growth and development;

[0013] A visual display module, which is used to visually display the children's growth and development data traceability report, enabling parents and doctors to intuitively understand the children's growth and development situation.

[0014] Preferably, the user management module includes:

[0015] A user registration unit, which is used to register the user identity. Among them, the user enters the registration interface, and the user inputs the user identity registration information according to the requirements of the registration interface, including name, gender, age, contact phone number, address, account number, and password. According to the input user identity registration information, the user completes the identity registration and obtains the user's exclusive account number and password;

[0016] A user login unit, which is used to authenticate and log in the user identity. Among them, the user enters the login interface, and the user inputs the registered account number and password on the login interface, thereby authenticating the user identity. After the user identity authentication is qualified, the user logs in successfully, and the user exercises the rights of querying and modifying according to the permissions.

[0017] Preferably, the data collection module includes:

[0018] A personal information collection unit, which is used to automatically collect the name, gender, age, and contact phone number of children based on the intelligent chip built in the intelligent collection terminal to obtain children's personal information;

[0019] A growth information collection unit, which is used to automatically collect the height, weight, and head circumference of children based on the intelligent chip built in the intelligent collection terminal to obtain children's growth information;

[0020] Among them, based on the obtained children's personal information and children's growth information, children's growth and development data based on the intelligent chip are determined.

[0021] Preferably, the data processing module includes:

[0022] A data cleaning unit for cleaning children's growth and development data based on intelligent chips;

[0023] Obtain the collected children's growth and development data based on intelligent chips, and check the collected children's growth and development data based on data cleaning tools;

[0024] Judge whether there are duplicate values, missing values and outliers in the children's growth and development data based on intelligent chips, and process the duplicate values, missing values and outliers existing in the children's growth and development data based on intelligent chips;

[0025] Among them, for the existing duplicate values, the duplicate values are deleted and the unique children's records are retained;

[0026] For the existing missing values, the missing values with little impact on tracing the children's growth and development data are deleted. For the missing values with great impact on tracing the children's growth and development data, the missing values are filled or interpolated by filling or interpolation methods to make the missing values complete;

[0027] For the existing outliers, the outliers with little impact on tracing the children's growth and development data are deleted. For the outliers with great impact on tracing the children's growth and development data, the outliers are replaced or corrected by replacement or correction methods to make the outliers normal.

[0028] Preferably, the determination method for the importance degree of the missing values includes:

[0029] Extract the weight coefficient of the data type corresponding to the missing value;

[0030] Extract the weight coefficient of the children's growth stage corresponding to the missing value;

[0031] Use the weight coefficient of the data type corresponding to the missing value and the weight coefficient of the children's growth stage corresponding to the missing value, combined with the growth and development data value of the children of the same data type as the missing value currently, to obtain the first important length evaluation coefficient;

[0032] Among them, the first important length evaluation coefficient is obtained through the following formula:

[0033]

[0034] Among them, Y 01 represents the first important length evaluation coefficient; w 01 represents the weight coefficient of the data type corresponding to the missing value; w 02 represents the weight coefficient of the children's growth stage corresponding to the missing value; X b represents the standard value of the data type corresponding to the missing value; Xi Represents the growth and development data value of the child that is currently of the same data type as the missing value; X c Represents the numerical value corresponding to the initial record of the data type of the missing value; w c Represents the weight coefficient of the child's current stage of child growth;

[0035] Compare the first important length evaluation coefficient with a preset first coefficient threshold;

[0036] When the first important length evaluation coefficient exceeds the preset first coefficient threshold, it is determined that the missing value is important, and the missing value is filled or interpolated;

[0037] When the first important length evaluation coefficient does not exceed the preset first coefficient threshold, a secondary determination is made on the importance level of the missing value.

[0038] Preferably, when the first important length evaluation coefficient does not exceed the preset first coefficient threshold, a secondary determination is made on the importance level of the missing value, including:

[0039] When the first important length evaluation coefficient does not exceed the preset first coefficient threshold, extract the data collection time interval of the same data type before the collection time of the missing value and the data collection time interval of the same data type after the collection time of the missing value as time parameters;

[0040] Extract the data value of the same data type before the collection time corresponding to the missing value and the data value of the same data type after the collection time corresponding to the missing value as numerical parameters;

[0041] Retrieve the first important length evaluation coefficient;

[0042] Use the time parameters, numerical parameters, and the first important length evaluation coefficient to obtain a second important length evaluation coefficient;

[0043] Among them, the second important length evaluation coefficient is obtained through the following formula:

[0044]

[0045] Among them, Y 02 Represents the second important length evaluation coefficient; w 02 Represents the weight coefficient of the child growth stage corresponding to the missing value; X i Represents the growth and development data value of the child that is currently of the same data type as the missing value; X x Represents the data value of the same data type before the collection time corresponding to the missing value; X h Represents the data value of the same data type after the collection time corresponding to the missing value; Tx denote the data collection time interval of the same data type as the missing value with a previous collection time; T h denote the data collection time interval of the same data type as the missing value with a subsequent collection time; w h denote the weight value corresponding to the child growth stage where the data value of the same data type with a subsequent collection time corresponding to the missing value is located; w x denote the weight value corresponding to the child growth stage where the data value of the same data type with a previous collection time corresponding to the missing value is located;

[0046] Compare the second important length evaluation coefficient with a preset second coefficient threshold;

[0047] When the second important length evaluation coefficient exceeds the preset second coefficient threshold, it is determined that the missing value is important, and the missing value is filled or interpolated;

[0048] When the second important length evaluation coefficient does not exceed the preset second coefficient threshold, the missing value is deleted.

[0049] Preferably, the data processing module further includes:

[0050] A data conversion unit for converting the child growth and development data based on the intelligent chip;

[0051] Obtain the cleaned child growth and development data based on the intelligent chip, and convert the cleaned child growth and development data based on the intelligent chip;

[0052] Perform format and type conversion on the cleaned child growth and development data based on the intelligent chip, remove the dimension difference between the child growth and development data based on the intelligent chip, and determine the standardized child growth and development data;

[0053] Integrate the standardized child growth and development data, integrate the standardized child growth and development data from different sources into a unified view, and check and verify the accuracy of the integrated child growth and development data;

[0054] A block storage unit for backing up and storing the child growth and development data based on the blockchain;

[0055] Obtain the integrated child growth and development data, perform regular backup on the integrated child growth and development data, and based on the blockchain technology, store the integrated child growth and development data into the blocks of the blockchain for secure storage of the child growth and development data.

[0056] Preferably, the traceability analysis module includes:

[0057] A data traceability unit for tracing children's growth and development data;

[0058] Based on the blockchain-stored children's growth and development data, users can automatically trace the children's growth and development data, view the children's growth and development data in real time, and trace the origin of the children's growth and development data;

[0059] A data analysis unit for analyzing children's growth and development data;

[0060] Analyze the children's growth and development data according to the pre-set children's growth and development standards to determine the analysis results of children's growth and development;

[0061] Among them, if the children's growth and development data is within the range of the children's growth and development standards, the analysis result of the children's growth and development is that the children's growth and development is good;

[0062] Among them, if the children's growth and development data is not within the range of the children's growth and development standards, the analysis result of the children's growth and development is that the children's growth and development is poor.

[0063] Preferably, the Chinese and Western medicine intervention module includes:

[0064] A program formulation unit for formulating a Chinese and Western medicine intervention management program;

[0065] Obtain the analysis results of children's growth and development;

[0066] When the children's growth and development is poor, evaluate the children's growth and development data, judge the reasons for the poor children's growth and development, and promptly formulate a Chinese and Western medicine intervention management program based on the reasons for the poor children's growth and development;

[0067] An intervention management unit for carrying out Chinese and Western medicine intervention management on children with poor growth and development based on the Chinese and Western medicine intervention management program, including:

[0068] Diagnosis and evaluation: During the diagnosis process, combined with traditional Chinese medicine, through the four diagnostic methods of inspection, auscultation and olfaction, inquiry and palpation, comprehensively understand the child's constitution and condition, combined with Western medicine, through modern medical examination methods, comprehensively understand the child's physiological indicators and pathological information, and through the combination of Chinese and Western medicine, more comprehensively evaluate the child's health status;

[0069] Treatment and intervention: In terms of drug treatment, combined with traditional Chinese medicine, regulate the child's zang-fu organs through traditional Chinese medicine to improve the child's overall health; combined with traditional Chinese medicine, directly treat the child through hormone treatment and nutritional supplementation; in terms of non-drug treatment, combined with traditional Chinese medicine, treat the child through acupuncture, massage or acupoint application;

[0070] Psychological and behavioral intervention: Establish a positive lifestyle and psychological state for children through psychological counseling and behavior guidance methods.

[0071] Preferably, the visual display module includes:

[0072] The traceability monitoring unit is used to analyze children's growth and development data, children's growth and development analysis results, and Chinese and Western medicine intervention management plans, and generate children's growth and development data traceability reports for real-time monitoring of children's growth and development;

[0073] The interface display unit is used to display the child's growth and development data traceability report in a visual form, so that parents and doctors can intuitively understand the child's growth and development;

[0074] The feedback improvement unit is used to collect user feedback and suggestions, and make continuous improvements and perfections based on user feedback and suggestions.

[0075] Compared with the prior art, the present invention has the following beneficial effects:

[0076] The present invention obtains children's personal information and children's growth information through the smart chip built into the smart collection terminal, determines the children's growth and development data based on the smart chip, cleans and converts the children's growth and development data based on the smart chip, and stores the children's growth and development data in the blocks of the blockchain. The children's growth and development data are securely stored, which is convenient for real-time tracing of children's growth and development data. By tracing and analyzing the children's growth and development data, the children's growth and development analysis results are determined, and Chinese and Western medicine intervention management plans are formulated to carry out Chinese and Western medicine intervention management for children with poor growth and development. The children's growth and development data tracing report is displayed in a visual form, so that parents and doctors can intuitively understand the children's growth and development. The children's growth and development data can be effectively traced, and strong data support can be provided for Chinese and Western medicine intervention, which can improve the effects of Chinese and Western medicine intervention and children's diagnosis and treatment. BRIEF DESCRIPTION OF THE DRAWINGS

[0077] Figure 1 This is a structural diagram of the child growth and development data tracing system based on traditional Chinese and Western medicine intervention of the present invention;

[0078] Figure 2 This is a flow chart of the algorithm for analyzing children's growth and development data according to the present invention. DETAILED DESCRIPTION

[0079] The following will clearly and completely describe the technical solutions in the embodiments of the present invention in conjunction with the accompanying drawings. 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 making creative efforts are within the scope of protection of the present invention.

[0080] In order to solve the problems that the existing technologies cannot effectively trace children's growth and development data and cannot provide strong data support for traditional Chinese and Western medicine interventions, resulting in poor effects of traditional Chinese and Western medicine interventions and children's diagnosis and treatment, please refer to Figure 1 - Figure 2 This embodiment provides the following technical solutions:

[0081] A children's growth and development data tracing system based on traditional Chinese and Western medicine interventions, including: a user management module, a data collection module, a data processing module, a tracing and analysis module, a traditional Chinese and Western medicine intervention module, and a visualization display module.

[0082] It should be noted that through the interactive communication between the user management module, the data collection module, the data processing module, the tracing and analysis module, the traditional Chinese and Western medicine intervention module, and the visualization display module, the children's growth and development data can be effectively traced, strong data support can be provided for traditional Chinese and Western medicine interventions, and the effects of traditional Chinese and Western medicine interventions and children's diagnosis and treatment can be improved.

[0083] Among them, the user management module is used to manage user identities;

[0084] In this embodiment, the user management module includes:

[0085] A user registration unit, used to register user identities. Among them, when a user enters the registration interface, the user inputs user identity registration information according to the requirements of the registration interface, including name, gender, age, contact phone number, address, account number, and password. According to the input user identity registration information, the user completes identity registration and obtains a user-exclusive account number and password;

[0086] A user login unit, used to authenticate and log in user identities. Among them, when a user enters the login interface, the user inputs the registered account number and password on the login interface, and then authenticates the user identity. After the user identity authentication is qualified, the user logs in successfully, and the user exercises the rights of querying and modifying according to the permissions.

[0087] Among them, the data collection module is used to collect children's growth and development data based on intelligent chips;

[0088] In this embodiment, the data collection module includes:

[0089] A personal information collection unit, used to automatically collect the name, gender, age, and contact phone number of children based on the intelligent chip built in the intelligent collection terminal, and obtain children's personal information;

[0090] A growth information collection unit, used to automatically collect the height, weight, and head circumference of children based on the intelligent chip built in the intelligent collection terminal, and obtain children's growth information;

[0091] Among them, based on the obtained personal information of children and children's growth information, determine the children's growth and development data based on the intelligent chip.

[0092] Among them, the data processing module is used to process the children's growth and development data based on the intelligent chip;

[0093] In this embodiment, the data processing module includes:

[0094] The data cleaning unit is used to clean the children's growth and development data based on the intelligent chip;

[0095] Obtain the collected children's growth and development data based on the intelligent chip, and check the collected children's growth and development data based on the data cleaning tool;

[0096] Judge whether there are duplicate values, missing values and outliers in the children's growth and development data based on the intelligent chip, and process the duplicate values, missing values and outliers existing in the children's growth and development data based on the intelligent chip;

[0097] Among them, for the existing duplicate values, delete the duplicate values and retain the unique children's records;

[0098] For the existing missing values, delete the missing values with little impact on tracing the children's growth and development data. For the missing values with great impact on tracing the children's growth and development data, use the method of filling or interpolation to fill or interpolate the missing values to make the missing values complete;

[0099] For the existing outliers, delete the outliers with little impact on tracing the children's growth and development data. For the outliers with great impact on tracing the children's growth and development data, use the method of replacement or correction to replace or correct the outliers to make the outliers normal.

[0100] Specifically, the determination method for the importance degree of the missing values includes:

[0101] Extract the weight coefficient of the data type corresponding to the missing value;

[0102] Extract the weight coefficient of the children's growth stage corresponding to the missing value;

[0103] Use the weight coefficient of the data type corresponding to the missing value and the weight coefficient of the children's growth stage corresponding to the missing value, combined with the growth and development data value of the children currently with the same data type as the missing value, to obtain the first important length evaluation coefficient;

[0104] Among them, the first important length evaluation coefficient is obtained through the following formula:

[0105]

[0106] Among them, Y 01 represents the first important length evaluation coefficient; w 01 represents the weight coefficient of the data type corresponding to the missing value; w 02 represents the weight coefficient of the child growth stage corresponding to the missing value; X b represents the standard value of the data type corresponding to the missing value; X i represents the growth and development data value of the child that is the same as the data type of the missing value currently; X c represents the value corresponding to the initial record of the data type of the missing value; w c represents the weight coefficient of the child growth stage where the child is currently located;

[0107] Compare the first important length evaluation coefficient with a preset first coefficient threshold;

[0108] When the first important length evaluation coefficient exceeds the preset first coefficient threshold, it is determined that the missing value is important, and the missing value is filled or interpolated;

[0109] When the first important length evaluation coefficient does not exceed the preset first coefficient threshold, a secondary determination is made on the importance level of the missing value.

[0110] The technical effects of the above technical solution are as follows: By extracting the weight coefficients of the data types corresponding to the missing values and the weight coefficients of the child growth stages, and combining the current growth and development data values of the child, the standard values of the data types corresponding to the missing values, and the values at the initial recording, this solution can comprehensively consider multiple dimensions to accurately evaluate the importance of the missing values. This multi-dimensional evaluation method is more comprehensive and accurate than simply considering the data type or the growth stage. According to the comparison result between the first important length evaluation coefficient and the preset first coefficient threshold, this solution can dynamically adjust the processing strategy for the missing values. When the first important length evaluation coefficient exceeds the threshold, it is determined that the missing value is important, and filling or interpolation processing is performed to ensure the integrity and accuracy of the data; when the first important length evaluation coefficient does not exceed the threshold, a secondary determination is made to avoid unnecessary processing operations, improving the data processing efficiency. By setting the threshold and performing a secondary determination, this solution can avoid the indiscriminate processing of all missing values, thereby reducing unnecessary calculations and resource consumption. This targeted processing method helps to improve the overall efficiency of data processing. Filling or interpolating the important missing values helps to make up for the information gaps in the dataset and improve the integrity and usability of the data. This is particularly important for application scenarios that rely on complete datasets for analysis and decision-making. In the scenario of child growth data management, this solution can ensure the continuity and accuracy of the data, providing users with more reliable and valuable child growth analysis reports. This helps parents or medical professionals to better understand the growth and development of children, and thus make more reasonable decisions.

[0111] In summary, this technical solution evaluates the importance of missing values by comprehensively considering multiple dimensions such as data types, child growth stages, and current growth and development data values, and dynamically adjusts the processing strategy according to the evaluation results, thereby achieving the improvement of data processing efficiency, the enhancement of data quality, and the optimization of user experience.

[0112] Specifically, when the first important length evaluation coefficient does not exceed the preset first coefficient threshold, a secondary determination is made on the importance level of the missing value, including:

[0113] When the first important length evaluation coefficient does not exceed the preset first coefficient threshold, the data collection time intervals of the same data type before the collection time of the missing value and the data collection time intervals of the same data type after the collection time of the missing value are extracted as time parameters;

[0114] The data values of the same data type before the collection time corresponding to the missing value and the data values of the same data type after the collection time corresponding to the missing value are extracted as numerical parameters;

[0115] Retrieve the first important length evaluation coefficient;

[0116] Obtain a second important length evaluation coefficient by using the time parameter, the numerical parameter, and the first important length evaluation coefficient;

[0117] Wherein, the second important length evaluation coefficient is obtained through the following formula:

[0118]

[0119] Wherein, Y 02 represents the second important length evaluation coefficient; w 02 represents the weight coefficient of the child growth stage corresponding to the missing value; X i represents the growth and development data value of the same data type of the child currently and the missing value; X x represents the data value of the same data type before the collection time corresponding to the missing value; X h represents the data value of the same data type after the collection time corresponding to the missing value; T x represents the data collection time interval between the missing value and the same data type before the collection time; T h represents the data collection time interval between the missing value and the same data type after the collection time; w h represents the weight value corresponding to the child growth stage where the data value of the same data type after the collection time corresponding to the missing value is located; w x represents the weight value corresponding to the child growth stage where the data value of the same data type before the collection time corresponding to the missing value is located;

[0120] Compare the second important length evaluation coefficient with a preset second coefficient threshold;

[0121] When the second important length evaluation coefficient exceeds the preset second coefficient threshold, it is determined that the missing value is important, and the missing value is filled or interpolated;

[0122] When the second important length evaluation coefficient does not exceed the preset second coefficient threshold, the missing value is deleted.

[0123] The technical effects of the above technical solution are as follows: When the first important length evaluation coefficient does not exceed the preset threshold, the solution does not directly ignore the missing values. Instead, it further extracts the time parameter and the numerical parameter for secondary determination. This approach can more meticulously evaluate the importance of the missing values, avoiding misjudgment or omission caused by inaccurate primary determination. In the secondary determination, the solution comprehensively considers multiple dimensions such as the time parameter (data acquisition time interval), the numerical parameter (data values of the same data type before and after), and the weight coefficient of the child growth stage. This multi-dimensional evaluation method can more comprehensively reflect the impact of the missing values on the analysis of children's growth data, improving the accuracy of the evaluation. According to the comparison result between the second important length evaluation coefficient and the preset threshold, the solution can flexibly adjust the processing strategy for the missing values. When the second important length evaluation coefficient exceeds the threshold, it is determined that the missing value is important and filling or interpolation processing is performed; when the second important length evaluation coefficient does not exceed the threshold, the missing value is deleted. This flexible processing strategy helps to maintain the integrity and accuracy of the data set, while avoiding unnecessary data redundancy. By setting two determinations and corresponding thresholds, the solution can avoid the indiscriminate processing of all missing values, thus reducing unnecessary calculations and resource consumption. In addition, the deletion operation of unimportant missing values also helps to reduce the size of the data set, improving the efficiency of subsequent data analysis. Filling or interpolating important missing values can make up for the information gaps in the data set, improving the integrity and usability of the data. At the same time, the deletion operation of unimportant missing values also helps to keep the data set clean and consistent, enhancing the data quality. In the scenario of children's growth data management, the solution can ensure the accuracy and integrity of the data, providing users with more reliable and valuable children's growth analysis reports. In addition, through the flexible processing strategy, the solution can also reduce unnecessary data interference, improving the user experience.

[0124] In summary, the technical solution evaluates the importance of missing values through secondary determination and comprehensive consideration of multiple dimensions, and flexibly adjusts the processing strategy according to the evaluation results, achieving the improvement of data processing efficiency, the enhancement of data quality, and the optimization of user experience.

[0125] In this embodiment, the data processing module further includes:

[0126] A data conversion unit for converting the children's growth and development data based on the intelligent chip;

[0127] Obtain the cleaned children's growth and development data based on the intelligent chip, and convert the cleaned children's growth and development data based on the intelligent chip;

[0128] Perform format and type conversion on the cleaned child growth and development data based on the intelligent chip, remove the dimensional differences between the child growth and development data based on the intelligent chip, and determine the standardized child growth and development data;

[0129] Integrate the standardized child growth and development data, integrate the standardized child growth and development data from different sources into a unified view, and check and verify the accuracy of the integrated child growth and development data;

[0130] The block storage unit is used to back up and store the child growth and development data based on the blockchain;

[0131] Obtain the integrated child growth and development data, perform regular backups on the integrated child growth and development data, and based on blockchain technology, store the integrated child growth and development data into the blocks of the blockchain to securely store the child growth and development data.

[0132] Among them, the traceability analysis module is used to perform traceability analysis on the child growth and development data;

[0133] In this embodiment, the traceability analysis module includes:

[0134] The data traceability unit is used to trace the child growth and development data;

[0135] Based on the child growth and development data stored in the block, the user automatically traces the child growth and development data, views the child growth and development data in real time, and traces the source of the child growth and development data;

[0136] The data analysis unit is used to analyze the child growth and development data;

[0137] Analyze the child growth and development data according to the preset child growth and development standards to determine the child growth and development analysis results;

[0138] Among them, if the child growth and development data is within the child growth and development standard range, the child growth and development analysis result is that the child's growth and development is good;

[0139] Among them, if the child growth and development data is not within the child growth and development standard range, the child growth and development analysis result is that the child's growth and development is poor.

[0140] Among them, the traditional Chinese and Western medicine intervention module is used to perform traditional Chinese and Western medicine intervention management on children with poor growth and development;

[0141] In this embodiment, the traditional Chinese and Western medicine intervention module includes:

[0142] The plan formulation unit is used to formulate the traditional Chinese and Western medicine intervention management plan;

[0143] Obtain children's growth and development analysis results;

[0144] When a child's growth and development is poor, the child's growth and development data will be evaluated to determine the cause of the child's poor growth and development. Based on the cause of the child's poor growth and development, a Chinese and Western medicine intervention and management plan will be formulated in a timely manner;

[0145] The intervention management unit is used to provide Chinese and Western medicine intervention management for children with poor growth and development based on the Chinese and Western medicine intervention management plan, including:

[0146] Diagnosis and Assessment: During the diagnosis process, we combine traditional Chinese medicine with observation, auscultation, inquiry, and palpation to fully understand the child's constitution and condition. We also combine Western medicine with modern medical examination methods to fully understand the child's physiological indicators and pathological information. By combining traditional Chinese and Western medicine, we can more comprehensively assess the child's health status.

[0147] Treatment and Intervention: In terms of drug treatment, combined with Traditional Chinese Medicine, Chinese medicine is used to regulate the functions of children's internal organs to improve their overall health; combined with Traditional Chinese Medicine, hormone therapy and nutritional supplements are used to directly treat children; in terms of non-drug treatment, combined with Traditional Chinese Medicine, acupuncture, massage or acupoint application are used to treat children;

[0148] Psychological and behavioral intervention: Establish positive living habits and psychological states for children through psychological counseling and behavioral guidance.

[0149] Among them, the visual display module is used to visually display the children's growth and development data traceability report.

[0150] In this embodiment, the visual display module includes:

[0151] The traceability monitoring unit is used to analyze children's growth and development data, children's growth and development analysis results, and Chinese and Western medicine intervention management plans, and generate children's growth and development data traceability reports for real-time monitoring of children's growth and development;

[0152] The interface display unit is used to display the child's growth and development data traceability report in a visual form, so that parents and doctors can intuitively understand the child's growth and development;

[0153] The feedback improvement unit is used to collect user feedback and suggestions, and make continuous improvements and perfections based on user feedback and suggestions.

[0154] In summary, by retrospectively analyzing children's growth and development data, the results of children's growth and development analysis are determined, and an integrated traditional Chinese and Western medicine intervention management plan is formulated to conduct integrated traditional Chinese and Western medicine intervention management for children with poor growth and development. The children's growth and development data traceability report is presented in a visual form, enabling parents and doctors to intuitively understand the children's growth and development conditions, effectively trace the children's growth and development data, provide strong data support for integrated traditional Chinese and Western medicine intervention, and improve the effects of integrated traditional Chinese and Western medicine intervention and children's diagnosis and treatment.

[0155] It should be noted that in this document, relational terms such as first and second are only used to distinguish one entity or operation from another entity or operation, and do not necessarily require or imply any actual relationship or order between these entities or operations. Moreover, the term "comprising", "including" or any other variation thereof is intended to cover non-exclusive inclusion, such that a process, method, article or device comprising a series of elements includes not only those elements but also other elements not expressly listed, or elements inherent to such process, method, article or device.

[0156] Although the embodiments of the present invention have been shown and described, those of ordinary skill in the art can understand that various changes, modifications, substitutions and variations can be made to these embodiments without departing from the principles and spirit of the present invention. The scope of the present invention is defined by the appended claims and their equivalents.

Claims

1. A child growth and development data tracing system based on integrated traditional Chinese and Western medicine intervention, characterized in that, Including: A user management module for managing user identities, including user registration, user login, and exercise of permissions. After successful user identity authentication, the user logs in successfully and exercises rights according to the permissions. A data collection module for obtaining children's personal information and growth information based on the intelligent chip built in the intelligent collection terminal, and determining children's growth and development data based on the intelligent chip. A data processing module for cleaning and converting children's growth and development data based on the intelligent chip, and storing the children's growth and development data in the blocks of the blockchain for secure storage of the children's growth and development data. A traceability analysis module for performing traceability analysis on children's growth and development data to determine the analysis results of children's growth and development. A traditional Chinese and Western medicine intervention module for formulating a traditional Chinese and Western medicine intervention management plan to conduct traditional Chinese and Western medicine intervention management on children with poor growth and development. A visualization display module for visually displaying the children's growth and development data traceability report, enabling parents and doctors to intuitively understand the children's growth and development situation. Processing duplicate values, missing values, and outliers in children's growth and development data based on the intelligent chip. The method for determining the importance degree of missing values includes: Extracting the weight coefficient of the data type corresponding to the missing value; Extracting the weight coefficient of the children's growth stage corresponding to the missing value; Using the weight coefficient of the data type corresponding to the missing value and the weight coefficient of the children's growth stage corresponding to the missing value, and combining the growth and development data value of the child with the same data type as the missing value currently to obtain the first important length evaluation coefficient; Wherein, the first important length evaluation coefficient is obtained through the following formula: Among them, Y 01 represents the first important length evaluation coefficient; w 01 represents the weight coefficient of the data type corresponding to the missing value; w 02 represents the weight coefficient of the child growth stage corresponding to the missing value; X b represents the standard value of the data type corresponding to the missing value; X i represents the growth and development data value of the child that is the same as the data type of the missing value at present; X c represents the value corresponding to the initial record of the data type of the missing value; w c represents the weight coefficient of the child growth stage where the child is currently located; Comparing the first important length evaluation coefficient with a preset first coefficient threshold; When the first important length evaluation coefficient exceeds the preset first coefficient threshold, it is determined that the missing value is important, and the missing value is filled or interpolated; When the first important length evaluation coefficient does not exceed the preset first coefficient threshold, the importance degree of the missing value is determined secondly.

2. The child growth and development data traceability system based on integrated traditional Chinese and Western medicine intervention according to claim 1, wherein The user management module includes: A user registration unit for registering user identities. Among them, the user enters the registration interface, and the user inputs user identity registration information according to the requirements of the registration interface, including name, gender, age, contact phone number, address, account number, and password. According to the input user identity registration information, the user completes identity registration and obtains a user-exclusive account number and password. A user login unit for authenticating and logging in user identities. Among them, the user enters the login interface, and the user inputs the registered account number and password on the login interface according to the registered account number and password, thereby authenticating the user identity. After successful user identity authentication, the user logs in successfully, and the user exercises the rights of querying and modifying according to the permissions.

3. The children's growth and development data traceability system based on traditional Chinese and Western medicine intervention according to claim 2, characterized in that, The data collection module includes: A personal information collection unit for automatically collecting the name, gender, age, and contact phone number of children based on the intelligent chip built in the intelligent collection terminal to obtain children's personal information; A growth information collection unit for automatically collecting the height, weight, and head circumference of children based on the intelligent chip built in the intelligent collection terminal to obtain children's growth information; Among them, based on the obtained personal information and growth information of children, determine the children's growth and development data based on the intelligent chip.

4. The child growth and development data traceability system based on integrated traditional Chinese and Western medicine intervention according to claim 3, wherein, The data processing module includes: A data cleaning unit for cleaning the children's growth and development data based on the intelligent chip; Obtain the collected children's growth and development data based on the intelligent chip, and check the collected children's growth and development data based on the data cleaning tool; Judge whether there are duplicate values, missing values and outliers in the children's growth and development data based on the intelligent chip, and process the duplicate values, missing values and outliers existing in the children's growth and development data based on the intelligent chip; Among them, for the existing duplicate values, delete the duplicate values and retain the unique children's records; For the existing missing values, delete the missing values with little impact on tracing the children's growth and development data. For the missing values with great impact on tracing the children's growth and development data, use the method of filling or interpolation to fill or interpolate the missing values to make the missing values complete; For the existing outliers, delete the outliers with little impact on tracing the children's growth and development data. For the outliers with great impact on tracing the children's growth and development data, use the method of replacement or correction to replace or correct the outliers to make the outliers normal.

5. The child growth and development data traceability system based on traditional Chinese and Western medicine intervention according to claim 4, wherein When the first important length evaluation coefficient does not exceed the preset first coefficient threshold, perform a secondary determination on the importance degree of the missing value, including: When the first important length evaluation coefficient does not exceed the preset first coefficient threshold, extract the data collection time interval between the missing value and the same data type with an earlier collection time and the data collection time interval between the missing value and the same data type with a later collection time as time parameters; Extract the data value of the same data type with an earlier collection time corresponding to the missing value and the data value of the same data type with a later collection time corresponding to the missing value as numerical parameters; Retrieve the first important length evaluation coefficient; Use the time parameter, numerical parameter and the first important length evaluation coefficient to obtain the second important length evaluation coefficient; Among them, the second important length evaluation coefficient is obtained through the following formula: Among them, Y 02 represents the second important length evaluation coefficient; w 02 represents the weight coefficient of the child growth stage corresponding to the missing value; X i represents the growth and development data value of the child that is of the same data type as the missing value currently; X x represents the data value of the same data type with an earlier acquisition time corresponding to the missing value; X h represents the data value of the same data type with a later acquisition time corresponding to the missing value; T x represents the data acquisition time interval between the missing value and the data of the same data type with an earlier acquisition time; T h represents the data acquisition time interval between the missing value and the data of the same data type with a later acquisition time; w h represents the weight value corresponding to the child growth stage in which the data value of the same data type with a later acquisition time corresponding to the missing value is located; w x represents the weight value corresponding to the child growth stage in which the data value of the same data type with an earlier acquisition time corresponding to the missing value is located; Compare the second important length evaluation coefficient with the preset second coefficient threshold; When the second important length evaluation coefficient exceeds the preset second coefficient threshold, determine that the missing value is important and perform filling or interpolation processing on the missing value; When the second important length evaluation coefficient does not exceed the preset second coefficient threshold, delete the missing value.

6. The children's growth and development data traceability system based on traditional Chinese and Western medicine intervention according to claim 5, characterized in that, The data processing module further includes: A data conversion unit for converting the children's growth and development data based on the intelligent chip; Obtain the cleaned children's growth and development data based on the intelligent chip, and perform conversion on the cleaned children's growth and development data based on the intelligent chip; Perform format and type conversion on the cleaned children's growth and development data based on the intelligent chip, remove the dimensional difference between the children's growth and development data based on the intelligent chip, and determine the standardized children's growth and development data; Integrate the standardized children's growth and development data, integrate the standardized children's growth and development data from different sources into a unified view, and check and verify the accuracy of the integrated children's growth and development data; The block storage unit is used to back up and store the children's growth and development data based on the blockchain; Obtain the integrated children's growth and development data, perform regular backups on the integrated children's growth and development data, and based on blockchain technology, store the integrated children's growth and development data into the blocks of the blockchain to securely store the children's growth and development data.

7. The child growth and development data traceability system based on integrated traditional Chinese and Western medicine intervention according to claim 6, wherein The traceability analysis module includes: The data traceability unit is used to trace the children's growth and development data; Based on the children's growth and development data stored in the block, users can automatically trace the children's growth and development data, view the children's growth and development data in real time, and trace the origin of the children's growth and development data; The data analysis unit is used to analyze the children's growth and development data; According to the pre-set children's growth and development standards, analyze the children's growth and development data to determine the children's growth and development analysis results; Among them, if the children's growth and development data is within the children's growth and development standard range, the children's growth and development analysis result is that the children's growth and development is good; Among them, if the children's growth and development data is not within the children's growth and development standard range, the children's growth and development analysis result is that the children's growth and development is poor.

8. The child growth and development data traceability system based on traditional Chinese and Western medicine intervention according to claim 7, wherein The traditional Chinese and Western medicine intervention module includes: The plan formulation unit is used to formulate the traditional Chinese and Western medicine intervention management plan; Obtain the children's growth and development analysis results; When the children's growth and development is poor, evaluate the children's growth and development data, judge the reasons for the poor children's growth and development, and based on the reasons for the poor children's growth and development, promptly formulate the traditional Chinese and Western medicine intervention management plan; The intervention management unit is used to perform traditional Chinese and Western medicine intervention management on children with poor growth and development based on the traditional Chinese and Western medicine intervention management plan, including: Diagnosis and evaluation: During the diagnosis process, combine traditional Chinese medicine, through the four diagnostic methods of inspection, auscultation and olfaction, inquiry and palpation, to understand the child's constitution and condition, and combine Western medicine, through modern medical examination methods, to understand the child's physiological indicators and pathological information. Through the combination of traditional Chinese and Western medicine, more comprehensively evaluate the child's health status; Treatment and intervention: In terms of drug treatment, combine traditional Chinese medicine, and use traditional Chinese medicine to regulate the child's zang-fu organs to improve the child's overall health; combine traditional Chinese medicine, and treat the child through hormone treatment and nutritional supplementation; in terms of non-drug treatment, combine traditional Chinese medicine, and treat the child through acupuncture, massage or acupoint application; Psychological and behavioral intervention: Establish a positive lifestyle and psychological state for children through psychological counseling and behavior guidance.

9. The child growth and development data tracing system based on traditional Chinese and Western medicine intervention according to claim 8, characterized in that, The visualization display module includes: The traceability monitoring unit is used to analyze the children's growth and development data, children's growth and development analysis results and traditional Chinese and Western medicine intervention management plan, generate a children's growth and development data traceability report, and be used to monitor the children's growth and development situation in real time; The interface display unit is used to display the children's growth and development data traceability report in a visual form, so that parents and doctors can intuitively understand the children's growth and development situation; Feedback improvement unit, which is used to collect users' usage feedback and suggestions, and make continuous improvements and optimizations based on the users' usage feedback and suggestions.

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