CN115579117A - Data assets system and method of medical data - Google Patents
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Abstract
The invention provides a data assets system and method of medical data, the system includes: the system comprises a user center module, a search center module, a data directory center module, a data asset management module, a service calling module, a data display module, an operation monitoring module and a safety protection module. The method comprises the following steps: the method comprises the steps of constructing a data asset directory of medical data, classifying and grading the medical data, setting an organization, a user and authority, logging in and retrieving the data asset directory by the user, selecting a data item and initiating a service application by the user, entering a technical approval process after the service application is passed, providing data according to a preset mode after the technical approval process is passed, and managing and maintaining the data asset and the data asset directory. The data asset system and the method for medical data solve the problems that the conventional medical data lacks systematicness and full-flow management, cannot quickly count the data assets and can be used conveniently, quickly, safely and controllably. The invention has clear logic, open architecture and strong compatibility and is suitable for large-scale popularization and application.
Description
Technical Field
The invention belongs to the technical field of medical informatization, and relates to a data asset transformation system and method for medical data.
Background
With the rise of the informatization technology level of medical institutions, medical data rapidly grows and accumulates. Hospital information management systems (HIS), clinical Information Systems (CIS), laboratory information management systems (LIS), image archiving and communication systems (PACS), radiology Information Systems (RIS), and the like play an important role in medical institutions. However, since the information systems are vertical business systems, and the design and construction of the information systems are oriented to specific business requirements, the medical data are dispersed in different business systems, and it is difficult to perform effective systematic management, maintenance and use on the medical data.
Chinese patent publication CN113793116A discloses a medical database sharing platform and scientific research project management system, which establish a standard database sharing rule and flow by providing the medical database sharing platform and the scientific research project management system, assist in database operation, and promote safe sharing of data resources; and the expert quality control based on the shared database items is provided, and the high-quality sharing of data resources is promoted. However, a large number of manual interaction modes and simple database integration are adopted, and the automatic and large-scale data requirements cannot be flexibly met. Chinese patent publication No. CN114974482A discloses a clinical and scientific research data analysis management system based on medical detection, which realizes the closed loop of data management by data capture and analysis. But only real-time capture and processing is done at the data level. Chinese patent publication CN110335650A discloses a scientific research information sharing platform combining clinical data and a scientific education system, which adopts a layered architecture to comprehensively integrate medical data to form a data center, and realizes effective data sharing in a technical level based on the layered architecture, but does not adopt a method of data directory which is more beneficial to business personnel to use.
Disclosure of Invention
In order to solve the technical problems, the invention provides a data capitalization system and a data capitalization method for medical data, wherein the data catalogs-based business process is logically separated from the technical process, and the capitalization management of the medical data is realized by combining data classification and classification with user authority management. The problem of current medical data lack systematic, full flow management, can't check up data assets fast and convenient and fast, safe controllable use data is solved.
In a first aspect, the present invention provides a system for data capitalization of medical data, which solves the above technical problems, comprising:
the user center module is a unified user information base based on user account information, user basic file information and user behavior characteristic information, so that unified management of user basic data and login authentication modes is realized, and users are divided into two types, namely organization users and individual users;
the search center module provides a search function based on character, voice and image input;
the data directory center module is used for providing full life cycle management of construction, deletion, modification and display of the data directory;
the data asset management module is used for providing full-flow setting management of data addition, deletion, modification, query, relationship management among data, data classification, data grading and data statistical analysis;
the service calling module is used for providing a service calling function to the outside;
the data display module is used for providing a data display template and components, outputting and displaying externally provided data;
the operation monitoring module is used for monitoring the operation state of the system and sending out warning information to abnormal conditions;
and the safety protection module provides a function of preventing network attack and virus attack.
In a second aspect, the present invention provides a method of data capitalization of medical data, the method comprising:
a data asset catalog of medical data is constructed,
the medical data is classified and graded, and the medical data is classified and graded,
the organization, the user and the authority are set,
the user logs in to retrieve the data asset directory,
the user selects a data item and initiates a service application,
entering a technical approval process after the business application is passed,
after the technical approval process passes, data are provided according to a preset mode,
data assets and data asset inventory management maintenance.
The data asset directory for constructing the medical data may be further embodied as:
the inventory data asset is stored in a database of servers,
the data asset is registered and the data asset,
the metadata of the data assets is collected,
the data relation is constructed by the method of the data relation,
the business of the data assets is realized,
and visualizing the data assets.
The medical data classification and classification can be further embodied as follows:
the medical data is classified into a group of categories,
the medical data is ranked according to the security level.
The setting of the organization, the user and the authority may further be embodied as:
the user center module is provided with an internal organization mechanism of the medical institution,
medical institution users are arranged in the user center module and divided into corresponding organizations,
the role corresponding to each user is set in the user center,
and setting the corresponding authority of each user in the user center.
The user login retrieval data asset directory may be further embodied as:
after the user logs in, the system displays the data asset directory according to the user authority,
the user retrieves the data items by category according to a data asset directory structure,
the user enters a text, voice or image search data item in the search box,
the user views the summary information and the statistical information of the searched data items.
The selection of the data item and the initiation of the service application by the user may be further specifically:
a user selects a number of data items;
a user initiates a data use application;
a user fills in a data use application and selects a data use form;
a user submits a data use application;
the system automatically checks the user authority and the applied data grade, and if the user authority and the applied data grade are matched, the system is successfully submitted;
if the matching is unsuccessful, reminding the user to give up the unmatched data items or apply for the lifting authority;
the user submits the data successfully after applying for authority promotion or giving up the unmatched data.
The entering of the technical approval process after the business application is passed can be further embodied as follows:
the system sends prompt information to a service application approver;
the service application approver approves the data use application after logging in, and if the data use application is not approved, the data use application is rejected;
the system notifies the applicant that the application was rejected;
and if the data application is approved, the process is transferred to a technical approval process.
The entering of the technical approval process after the business application is passed can be further embodied as follows:
a technical approver reviews the data use form, and if the data use form is approved, a data preparation stage is started;
if not, reminding the applicant to modify the data use form;
and the applicant submits the data to a technical approver after modifying the data use form, and enters a data preparation stage after approval is passed.
The step of providing data according to a preset mode after the technical approval process is passed can be further embodied as follows:
an Application Programming Interface (API) is adopted to provide data,
providing data in the form of data files (Excel, TXT, comma-Separated Values (CSV), etc.),
the data is provided by generating a temporary database,
data is provided using a Structured Query Language (SQL) data set.
The data asset and data asset directory management maintenance may be further embodied as:
the statistical analysis of the data assets is carried out,
a query for the data assets is made,
the addition, modification, deletion of data assets,
the input and output modes of the data asset are set,
the protection of the sensitive data is carried out,
the data asset directory displays the rights settings,
the data asset directory look-up authority setting,
the data asset directory is populated with the permission settings,
the data asset directory modifies the rights settings and,
the data asset directory deletes the permission setting.
In a third aspect, the invention provides a computer device comprising a memory, a processor and a computer program stored in the memory and executable on the processor, the processor implementing the method of data capitalization of medical data according to any of the second aspects when executing the computer program.
In a fourth aspect, the present invention provides a readable storage medium comprising computer readable instructions, which when read and executed by a computer, cause the computer to implement the method for data capitalization of medical data according to any one of the second aspects.
Compared with the prior art, the invention has the beneficial effects that: the data asset system and the method of the medical data are adopted, and the problems that the management and the use business process of the current medical data are mixed with the technical process, the medical data lack systematic management, the data asset can not be rapidly checked, and the data can be conveniently, rapidly, safely and controllably used are solved. The medical data management system is beneficial to the medical staff to comprehensively master and use the medical data from the aspect of business, and greatly reduces the resource investment of the medical staff and the technical staff for the supply and demand interaction of the medical data.
Drawings
FIG. 1 is a diagram of an example environment in which an capitalization system for medical data may be implemented;
FIG. 2 is a block diagram of a data capitalization system for medical data according to one embodiment;
FIG. 3 is a flow diagram of a method for data capitalization of medical data in one embodiment;
FIG. 4 is a diagram of a computer device in one embodiment.
Detailed Description
The present invention will now be described more fully hereinafter for purposes of facilitating an understanding thereof, and may be embodied in many different forms and should not be construed as limited to the embodiments set forth herein. Rather, these embodiments are provided so that this disclosure will be thorough and complete.
Unless defined otherwise, all technical and scientific terms used herein have the same meaning as commonly understood by one of ordinary skill in the art to which this invention belongs. The terminology used in the description of the invention herein is for the purpose of describing particular embodiments only and is not intended to be limiting of the invention.
The present invention provides a system and method for data capitalization of medical data, and the specific embodiments described herein are merely illustrative of the spirit of the invention. Various modifications or additions may be made to the described embodiments, or alternatives may be employed, by those skilled in the art, without departing from the spirit or ambit of the invention as defined in the appended claims.
In one embodiment, the present invention provides a data asset system of medical data, which may be applied to the environment shown in fig. 1, where 101 is a data center of a medical institution, the data center has a database server, an application server, a certificate server, and the like of an application system such as an HIS, an LIS, a PACS, and the like, the server may be an independent physical server, or a server cluster formed by a plurality of physical servers, or a cloud server that provides basic cloud computing services such as a cloud service, a cloud database, cloud computing, a cloud function, cloud storage, a Network service, cloud communication, a middleware service, a domain name service, a security service, a Content Delivery Network (CDN), and a large data and artificial intelligence platform. 102 is a communication network, which may be a wired network or a wireless network. 103 is a user operation terminal, which may be an electronic device such as a smart phone, a tablet computer, a telephone watch, a vehicle computer, a home computer, or the like. 104 is a technical operation interface of the data asset directory, comprising SQL scripts and technical resources. 105 is a business operation interface of the data asset directory, and adopts business terms to provide the operation interface. The user operation terminal 103 and the medical institution data center 101 are connected via the communication network 102. The business personnel operates the business operation interface 105 of the data asset directory, corresponding operations are transmitted to the technical operation interface 104 of the data asset directory, operation information is transmitted to the medical institution data center 101 through the technical operation interface, the medical institution data center 101 feeds back operation results to the technical operation interface 104 of the data asset directory, and the technical operation interface 104 of the data asset directory processes the feedback results and then feeds back the feedback results to the business operation interface of the data asset directory.
As shown in fig. 2, the system includes a user center module 201, a search center module 202, a data directory center module 203, a data asset management module 204, a service invocation module 205, a data presentation module 206, an operation monitoring module 207, and a security protection module 208.
The user center module 201 is a unified user information base based on user account information, user basic file information and user behavior characteristic information, and realizes unified management on user basic data and login authentication modes, wherein users are divided into organizational users and individual users, for example, departments in a medical institution are organizational users, and medical staff are individual users;
a search center module 202, which provides a search function based on text, voice and image input;
the data directory center module 203 is used for providing full life cycle management of construction, deletion, modification and display of the data directory;
the data asset management module 204 is used for providing full-process setting management of data addition, deletion, modification, query, relationship management among data, data classification, data grading and data statistical analysis;
a service calling module 205, which provides a service calling function to the outside;
the data display module 206 provides data display templates and components, and provides data output for external display;
the operation monitoring module 207 is used for monitoring the operation state of the system and sending out warning information to abnormal conditions;
and the safety protection module 208 provides a function of preventing network attack and virus attack.
Based on the same inventive concept, in one embodiment, as shown in fig. 3, the present invention provides a data capitalization method of medical data, the method comprising the steps of:
s301, constructing a data asset directory of medical data;
s302, classifying and grading the medical data;
s303, setting an organization, a user and a right;
s304, a user logs in a retrieval data asset directory;
s305, selecting a data item and initiating a service application by a user;
s306, entering a technical approval process after the service application is passed;
s307, providing data according to a preset mode after the technical approval process is passed;
and S308, managing and maintaining the data assets and the data asset directory.
Step S301 may further specifically be:
s30101, inventorying the data assets, on one hand, combing and planning the data resources from the service perspective, including: reading system files, combing process lists, identifying key data and the like, and defining a classification system of data and business attributes of data assets. In another aspect, inventorying system data from a technical perspective comprises: data relation, data structure, data storage, data increment, storage mode and the like, and technical attributes of data assets are combed;
s30102, registering data assets, service aspects (data asset names, belonging data domains, belonging data classifications, data asset descriptions and the like), technical aspects (data asset storage positions, data types, interaction modes and the like), management aspects (data asset owners, data asset accountants, data generation time and the like;
s30103, collecting metadata of the data assets, wherein the metadata are classified from the aspects of business, technology and management, and the metadata of the data assets need to be collected comprehensively from an existing database or a data storage platform of a medical institution;
s30104, data relations are constructed, for example, data relationship (a relation similar to human social relationship is formed between data in the processes of generation, processing and circulation to extinction), data association relation and the like are constructed.
S30105, the data assets are commercialized, and a data asset directory is constructed from the business perspective, for example, according to a clinical examination item directory (2013 edition) of a medical institution issued by the State health and family planning Committee, the directory comprises 1462 items of 5 categories of examination items (clinical body fluid, blood profession, clinical chemistry examination profession, clinical immunity, serology profession, clinical microorganism profession, clinical molecular biology and cytogenetics profession), the 1462 items of examination items are paired according to the 5 categories and corresponding subcategories, and the data asset directory is constructed by taking the examination items as a unit, so that the data asset directory is convenient for business personnel in a medical examination laboratory to use;
s30106, visualizing the data assets, presenting the data asset catalog to the user through a web page or a client software, the user being able to retrieve the data items from multiple dimensions, and providing data overview information and statistical information corresponding to the data items for the data items selected by the user for viewing, for example, for hemoglobin (total data amount: XXX bars, earliest data generation time: 19XX.XX.XX.XX.XX.XX.XX.XX.XX.XX.XX.XX.XX.XX (year.month.hour.min.sec.), maximum, minimum, median, mean, data format (formatted data), data rank (level L1 (general data) to level L3 (sensitive data)), data supply mode (API), number of empty values, and the like.
Step S302 may further specifically be:
s30201, classifying the medical data, for example, classifying the medical data into 9 types including personal health medical data, health medical big data, population health information, medical record data, human genetic resources, prescription data, medical instrument data, drug data, and clinical test data;
s30202, the medical data is classified according to the security level, for example, from the viewpoint of privacy security and protection cost, into general data (data supporting business logic and operation, and test data not including personal information of the patient, such as data not including personal information of the patient, which is obtained by statistics, classification, and processing), important data (user-related data to be used with caution, such as genomics data), and sensitive data (data by which a specific user can be directly identified, such as patient identification information, telephone number, hospital number, and the like).
Step S303 may further specifically be:
s30301, setting internal organization mechanisms of the medical institutions in the user center module, for example, setting the organization mechanisms in the user center according to the advanced organization structure of the medical institutions;
30302, setting individual users in the user center module and dividing the users into corresponding organizations, for example, setting a certain skin department belonging to a dermatology department;
s30303, setting a role corresponding to each individual user in the user center, for example, setting a certain role as a doctor;
s30304, the user center sets the corresponding authority of each individual user, for example, set a certain overview with all medical data and inquiry authority of statistical information, and search authority of dermatology related data.
Step S304 may further specifically be:
s30401, after logging in, the system displays a data asset directory according to the user authority, for example, after logging in, a clinical laboratory doctor displays 1400 the data asset directory of a plurality of examination items;
s30402, the individual user retrieves the data items by category according to the data asset directory structure, for example, the clinical laboratory doctor retrieves the inspection items by category according to the inspection items in the data asset directory displayed on the page;
s30403, the individual user inputs text and voice search data items in the search box, for example, the clinical laboratory doctor directly inputs the name of the test item or the code of the test item in the search box to search directly;
s30404, the summary information and statistical information of the searched data items are viewed by the individual user, for example, when the clinical laboratory doctor searches for hemoglobin, the summary information and statistical information of all historical test data of hemoglobin in the test item are shown, including statistical information such as but not limited to the total amount of data, the generation time of the first piece of data and the last piece of data, the data source (instrument number), the data management responsible person, the maximum value, the minimum value, the average value, the median, the missing value, and the abnormal value.
Step S305 may further specifically be:
s30501, selecting a plurality of data items by an individual user, such as 5 items of blood routine and 3 items of liver function;
s30502, the individual user initiates a data use application, for example, clicking a data application button below a page;
s30503, filling in a data use application and selecting a data use form by a personal user, for example, filling in an application form on line by the personal user according to retrospective research use historical data, selecting one or more data use forms such as exporting a data file, calling and generating a temporary database based on an API and the like;
s30504, submitting a data use application by an individual user;
s30505, automatically verifying the authority of the individual user and the level of the applied data by the system, and if the authority of the individual user is matched with the level of the applied data, successfully submitting the data;
if the matching is unsuccessful, reminding the individual user to give up the unmatched data items or apply for the lifting authority;
s30506, the individual user submits the data successfully after applying for authority promotion or giving up unmatched data.
S30507, the system sends prompt information to the service application approver, for example, the service application approver corresponding to the individual user is reminded in the modes of short messages, OA messages, mails and the like;
s30508, after logging in the system, the service application approver approves the data use application, and if the data use application is not approved, the application is rejected;
s30509, the system notifies the applicant that the application is rejected;
and S30510, if the data application is approved, transferring to a technical approval process.
Step S306 may further specifically be:
s30601, the technical approver reviews the data use form, and if the data use form is approved, the data preparation stage is started;
s30602, if the data are not approved, reminding the applicant to modify the data use form;
s30603, the applicant submits the data to a technical approver after modifying the data use form, and enters a data preparation stage after approval is passed.
Step S307 may further specifically be:
s30701, providing data by adopting an Application Programming Interface (API);
s30702, providing data in a data file (Excel, TXT, comma-Separated Values (CSV), etc.), for example, obtaining data in a manner of copying a data file using a usb disk;
s30703, providing data by generating a temporary database;
s30704, providing data by using a Structured Query Language (SQL) data set.
Step S308 may further specifically be:
s30801, performing data asset statistical analysis, automatically recording data assets of the disk, and providing a latest data asset statistical analysis report;
s30802, data asset query, namely querying the data asset condition from the service, technology and management dimensions;
s30803, adding, modifying and deleting the data assets, and keeping the validity of the data assets;
s30804, setting the input and output modes of the data assets, and setting the input data mode of the data assets and the authorization of a butt-joint party;
s30805, protecting sensitive data, and setting a protection measure for the sensitive data, for example, sending early warning information to an information technician when finding access to personal information of a patient from an external network;
s30806, displaying the authority setting of the data asset directory, for example, only displaying the data items of which the user has the access authority;
s30807, setting data asset directory query authority, for example, setting fixed time query times of general authority users;
s30808, setting the data asset directory addition authority, and setting the granting and cancelling of the data asset directory addition authority;
s30809, setting a data asset directory modification authority, and setting granting and cancelling of the data asset directory modification authority;
s30810, setting the deletion authority of the data asset directory, and setting the granting and cancelling of the deletion authority of the data asset directory.
It should be understood that, although the steps in the flowcharts related to the embodiments described above are shown in sequence as indicated by the arrows, the steps are not necessarily performed in sequence as indicated by the arrows. The steps are not limited to being performed in the exact order illustrated and, unless explicitly stated herein, may be performed in other orders. Moreover, at least a part of the steps in the flowcharts related to the embodiments described above may include multiple steps or multiple stages, which are not necessarily performed at the same time, but may be performed at different times, and the order of performing the steps or stages is not necessarily sequential, but may be performed alternately or alternately with other steps or at least a part of the steps or stages in other steps.
In one embodiment, a computer device is provided, which may be a server, the internal structure of which may be as shown in fig. 4. The computer device includes a processor, a memory, an input/output interface, and a communication interface. The processor, the memory and the input/output interface are connected through a system bus, and the communication interface is connected to the system bus through the input/output interface. Wherein the processor of the computer device is configured to provide computing and control capabilities. The memory of the computer device includes a non-volatile storage medium and an internal memory. The non-volatile storage medium stores an operating system, a computer program, and a database. The internal memory provides an environment for the operating system and the computer program to run on the non-volatile storage medium. The database of the computer device is used for storing data. The input/output interface of the computer device is used for exchanging information between the processor and an external device. The communication interface of the computer device is used for connecting and communicating with an external terminal through a network. The computer program is executed by a processor to implement a method of data capitalization of medical data.
It will be appreciated by those skilled in the art that the configuration shown in fig. 4 is a block diagram of only a portion of the configuration associated with the present application, and is not intended to limit the computing device to which the present application may be applied, and that a particular computing device may include more or fewer components than shown, or may combine certain components, or have a different arrangement of components.
In one embodiment, a computer device is provided, comprising a memory and a processor, the memory having stored therein a computer program, the processor implementing the steps of the above-described method embodiments when executing the computer program.
In an embodiment, a computer-readable storage medium is provided, on which a computer program is stored, which computer program, when being executed by a processor, carries out the steps of the above-mentioned method embodiments.
In an embodiment, a computer program product is provided, comprising a computer program which, when being executed by a processor, carries out the steps of the above-mentioned method embodiments.
The technical features of the above embodiments can be arbitrarily combined, and for the sake of brevity, all possible combinations of the technical features in the above embodiments are not described, but should be considered as the scope of the present specification as long as there is no contradiction between the combinations of the technical features.
The above-mentioned embodiments only express several embodiments of the present application, and the description thereof is more specific and detailed, but not construed as limiting the scope of the present application. It should be noted that, for a person skilled in the art, several variations and modifications can be made without departing from the concept of the present application, which falls within the scope of protection of the present application. Therefore, the protection scope of the present application should be subject to the appended claims.
Claims (8)
1. A system for data capitalization of medical data, the system comprising:
the user center module is a unified user information base based on user account information, user basic file information and user behavior characteristic information, so that unified management on user basic data and login authentication modes is realized, and users are divided into two types, namely organizational users and personal users;
the search center module provides a search function based on character, voice and image input;
the data directory center module is used for providing full life cycle management of construction, deletion, modification and display of the data directory;
the data asset management module is used for providing full-flow setting management of data addition, deletion, modification, query, relationship management among data, data classification, data grading and data statistical analysis;
the service calling module is used for providing a service calling function to the outside;
the data display module is used for providing a data display template and components, outputting data to the outside and displaying the data;
the operation monitoring module is used for monitoring the operation state of the system and sending out warning information to abnormal conditions;
the safety protection module provides a function of preventing network attack and virus attack;
the method is characterized in that: the business process based on the data directory is logically separated from the technical process, and the assets management of the medical data is realized by combining data classification and classification with user authority management.
2. A method of data capitalization of medical data, the method comprising the steps of:
a data asset catalog of medical data is constructed,
the classification and grading of the medical data are carried out,
the organization, the user and the authority are set,
the user logs in to retrieve the data asset directory,
the user selects a data item and initiates a service application,
entering a technical approval process after the business application is passed,
after the technical approval process passes, data are provided according to a preset mode,
data assets and data asset inventory management maintenance.
3. The method for data capitalization of medical data according to claim 2, wherein the building of the data asset directory of medical data comprises the steps of:
the inventory data asset is stored in a database of servers,
the data asset is registered and the data asset,
the metadata of the data assets is collected,
the data relation is constructed by the method of the data relation,
the business of the data assets is realized,
and visualizing the data assets.
4. The method for data capitalization of medical data according to claim 2, wherein the classification and ranking of medical data comprises:
the medical data is classified into a group of categories,
the medical data is ranked according to the security level.
5. The method of claim 2, wherein the setting of the organization, user and authority comprises:
the user center module is provided with an internal organization mechanism of the medical institution,
users of medical institutions are arranged at the user center module and classified into corresponding organizations,
the role corresponding to each user is set in the user center,
and setting the corresponding authority of each user in the user center.
6. The method of data capitalization of medical data according to claim 2, wherein the data asset and data asset inventory management maintenance comprises:
the statistical analysis of the data assets is performed,
a query for the data assets is made,
the addition, modification, deletion of data assets,
the input-output mode setting of the data asset,
the protection of the sensitive data is carried out,
the data asset directory displays the settings of the permissions,
the data asset directory queries the rights settings and,
the data asset directory is populated with the permission settings,
the data asset directory modifies the rights settings and,
the data asset directory deletes the permission setting.
7. A computer device comprising a memory, a processor and a computer program stored in the memory and executable on the processor, characterized in that the processor implements the method according to any of claims 2 to 6 when executing the computer program.
8. A readable storage medium comprising computer readable instructions which, when read and executed by a computer, cause the computer to carry out the method of any one of claims 2 to 6.
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CN116705270A (en) * | 2023-08-07 | 2023-09-05 | 北方健康医疗大数据科技有限公司 | Medical data management system, method and storage medium |
CN117153361A (en) * | 2023-10-30 | 2023-12-01 | 苏州阿基米德网络科技有限公司 | Data processing method and device of medical equipment asset management system |
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CN116562504A (en) * | 2023-05-24 | 2023-08-08 | 山东中创软件商用中间件股份有限公司 | Asset system-based data asset management method, device, equipment and medium |
CN116705270A (en) * | 2023-08-07 | 2023-09-05 | 北方健康医疗大数据科技有限公司 | Medical data management system, method and storage medium |
CN117153361A (en) * | 2023-10-30 | 2023-12-01 | 苏州阿基米德网络科技有限公司 | Data processing method and device of medical equipment asset management system |
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