CN109947751A - A kind of medical data processing method, device, readable medium and electronic equipment - Google Patents
A kind of medical data processing method, device, readable medium and electronic equipment Download PDFInfo
- Publication number
- CN109947751A CN109947751A CN201811636104.6A CN201811636104A CN109947751A CN 109947751 A CN109947751 A CN 109947751A CN 201811636104 A CN201811636104 A CN 201811636104A CN 109947751 A CN109947751 A CN 109947751A
- Authority
- CN
- China
- Prior art keywords
- data
- medical data
- medical
- management system
- request
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
- Granted
Links
Landscapes
- Medical Treatment And Welfare Office Work (AREA)
Abstract
The invention discloses a kind of medical data processing method, device, readable medium and electronic equipments, which comprises the medical data under acquisition medical data management system；Data cleansing is carried out to the medical data according at least one pre-set bookmark name；Structuring processing is carried out to the medical data for completing data cleansing according to pre-set data model.According to the technical solution of the present invention, when being conducive to carry out big data analysis to the medical data under different medical data management system, reduce analysis difficulty, improve analysis efficiency.
Description
Technical field
The present invention relates to field of computer technology more particularly to a kind of medical data processing method, device, readable medium and
Electronic equipment.
Background technique
With the development with Computer Applied Technology, medical institutions would generally dispose multiple and different medical data managements
System realizes corresponding business respectively.Big data analysis is carried out to medical data in order to realize, it usually needs to each medical number
It is acquired according to the medical data under management system.
Currently, when being acquired to the medical data under medical data management system, it is main to acquire medical data management system
Medical data shown by each Application Program Interface of system, and the medical data of actual acquisition is usually to have certain label knot
The file of structure.
The medical data acquired respectively from different medical data management systems usually has different data structures, and is adopted
It may include a large amount of data for not having reference significance in collection medical data, cause subsequent under each medical data management system
Difficulty is larger when medical data progress big data analysis, influences big data analysis efficiency.
Summary of the invention
The present invention provides a kind of medical data processing method, device, readable medium and electronic equipment, is conducive to different doctors
When treating the medical data progress big data analysis under data management system, reduces analysis difficulty, improve analysis efficiency.
In a first aspect, the present invention provides a kind of medical data processing methods, comprising:
Acquire the medical data under medical data management system；
Data cleansing is carried out to the medical data according at least one pre-set bookmark name；
Structuring processing is carried out to the medical data for completing data cleansing according to pre-set data model.
Preferably,
Further include: to the contents value in the medical data for completing structuring processing under at least one target keyword into
Row coded treatment.
Preferably,
Further include: the medical data for completing coded treatment is sent to external FPGA (Field-
Programmable GateArray, field programmable gate array) accelerator card so that the FPGA accelerator card to complete coding at
The medical data of reason carries out compression processing to form compressed data, and receives the compression that the FPGA accelerator card is sent
Data.
Preferably,
Further include: store the compressed data；And/or the compressed data is sent to external big data management and is put down
Platform.
Preferably,
Medical data under the acquisition medical data management system, comprising:
Determine the request rule for the request of data that medical data management system is able to respond；
According to the regular simulant-client program of the request；
Target data request is formed by the client-side program of simulation, Xiang Suoshu medical data management system sends institute
Target data request is stated, and receives the medical data that the medical data management system is provided according to target data request.
Preferably,
The request rule for the request of data that the determining medical data management system is able to respond, comprising:
The message that the designated terminal that monitoring can be communicated with medical data management system issues；
The message is parsed to obtain the specified pass of carrying that the designated terminal is sent to the medical data management system
The current data of key word is requested；
The request rule that the current data is requested is determined as the medical data management system being capable of received data
The request rule of request.
Preferably,
The nominal key includes any one or more in patient code and/or patient's name.
Second aspect, the present invention provides a kind of medical data processing units, comprising:
Data acquisition module, for acquiring the medical data under medical data management system；
Data cleansing module, for carrying out data to the medical data according at least one pre-set bookmark name
Cleaning；
Structuring processing module, for the medical data according to pre-set data model to completion data cleansing
Carry out structuring processing.
The third aspect, the present invention provides a kind of readable mediums, including execute instruction, when the processor of electronic equipment executes
Described when executing instruction, the electronic equipment executes the method as described in any in first aspect.
Fourth aspect, the present invention provides a kind of electronic equipment, including processor and are stored with the storage executed instruction
Device, when executing instruction described in the processor executes memory storage, the processor is executed as in first aspect
Any method.
The present invention provides a kind of medical data processing method, device, readable medium and electronic equipment, the medical numbers of acquisition
According to usually one file with certain label construction, one or more labels are set in combination with actual data acquisition demand
Title and data model；After collecting the medical data under medical data management system, on the one hand, basis is set in advance first
The one or more bookmark names set carry out data cleansing to the medical data of acquisition, realize and remove position in acquired medical data
Total data under each bookmark name of setting realizes the number for removing and not having reference significance in acquired medical data
According to realize the data volume for reducing acquired medical data；On the other hand, according to pre-set data model to completion number
Structuring processing is carried out according to the medical data of cleaning, it can be ensured that the medical number acquired under each different medical data management system
According to the same or similar data structure；The medical data for completing data cleansing and structuring processing is used in the follow-up process
Big data analysis is then conducive to reduce analysis difficulty, improves analysis efficiency.
Further effect possessed by above-mentioned non-usual preferred embodiment adds hereinafter in conjunction with specific embodiment
With explanation.
Detailed description of the invention
It in order to illustrate the embodiments of the present invention more clearly or existing technical solution, below will be to embodiment or the prior art
Attached drawing needed in description is briefly described, it should be apparent that, the accompanying drawings in the following description is only in the present invention
The some embodiments recorded without any creative labor, may be used also for those of ordinary skill in the art
To obtain other drawings based on these drawings.
Fig. 1 is a kind of flow diagram for medical data processing method that one embodiment of the invention provides；
Fig. 2 is the flow chart for another medical data processing method that one embodiment of the invention provides；
Fig. 3 is a kind of structural schematic diagram for medical data processing unit that one embodiment of the invention provides；
Fig. 4 is the structural schematic diagram for a kind of electronic equipment that one embodiment of the invention provides.
Specific embodiment
To make the object, technical solutions and advantages of the present invention clearer, below in conjunction with specific embodiment and accordingly
Technical solution of the present invention is clearly and completely described in attached drawing.Obviously, described embodiment is only a part of the invention
Embodiment, instead of all the embodiments.Based on the embodiments of the present invention, those of ordinary skill in the art are not making wound
Every other embodiment obtained under the premise of the property made labour, shall fall within the protection scope of the present invention.
As shown in Figure 1, the embodiment of the invention provides a kind of medical data processing methods, including following each step:
Step 101, the medical data under medical data management system is acquired；
Step 102, data cleansing is carried out to the medical data according at least one pre-set bookmark name；
Step 103, structuring is carried out to the medical data for completing data cleansing according to pre-set data model
Processing.
Embodiment as shown in Figure 1, the medical data of acquisition are usually the file with certain label construction, can be tied
It closes actual data acquisition demand and one or more bookmark names and data model is set；Collecting medical data management system
Under medical data after, on the one hand, first according to pre-set one or more bookmark names to the medical data of acquisition
Data cleansing is carried out, realizes the total data for removing and being located under each bookmark name of setting in acquired medical data, i.e., in fact
The data for not having reference significance in acquired medical data are now removed, to realize the data for reducing acquired medical data
Amount；On the other hand, structuring processing is carried out to the medical data for completing data cleansing according to pre-set data model, it can be true
Protecting the medical data acquired under each different medical data management system has the same or similar data structure；Complete data
The medical data of cleaning and structuring processing is used for big data analysis in the follow-up process, then is conducive to reduce analysis difficulty, mention
High analyte efficiency.
Here, medical data management system specifically can be hospital information system, Laboratory Information Management System, radiation letter
Cease management system, electronic medical record system, Picture Archiving and Communication System.
Data model can combine practical business demand to be configured by user, and the data model of setting is mainly used for not
Transformation rule is defined with mutually convertible keyword, with mutually convertible contents value in medical data.
It is specifically wrapped according to the process that the data model of setting carries out structuring processing to the medical data for completing data cleansing
It includes: extracting keyword and the contents value under keyword from the medical data for completing data cleansing first, then basis
The transformation rule of data model definitions converts keyword and contents value, finally establishes the pass between keyword and contents value
Connection relationship is to form several key-value pairs.For example, extracting a keyword " interview from the medical data for completing data cleansing
Contents value corresponding to period " is " X weeks ", preset value data model can limit the unit of keyword " interview period " as
" day " defines the transformation rule of contents value corresponding to keyword " interview period ", then, when carrying out structuring processing,
It can be " Y days " by " X weeks " corresponding conversion, it is subsequent then using keyword " interview period " and its corresponding contents value " Y days "
Form a key-value pair, it is clear that, the medical data for completing structuring processing is made of several key-value pairs；In this way, root
Structuring processing is carried out for different medical datas according to identical data model, that is, can ensure that different medical datas has phase
Same or similar data structure.
Specifically, it can be realized by any one in the following two kinds implementation from the medical treatment for completing data cleansing
Keyword and the contents value under keyword are extracted in data.
Implementation 1, when the medical data of acquisition is XML (Extensible Markup Language, extensible markup
Language) file or when HTML (HyperText Markup Language, hypertext markup language) file, to completing, data are clear
The XML file or html file washed carry out dynamic sniff to extract the contents value under keyword and keyword.Specifically, can pass through
The XPath of tree structure describes to complete the html file of data cleansing, according to the label construction of html file, to XPath into
Row automatically retrieval is to calculate the list node in XPath, then according to determining list node, further determines that and extracts
The node of field name (alternatively referred to as keyword) is characterized in XPath and characterizes the section of contents value (alternatively referred to as data content)
Point.
Implementation 2, previously according to the various institutional frameworks that may be present of medical data under medical data management system, if
Set one or more regular expressions with respective organization structure；It completes to medical data (XML file or html file)
After carrying out data cleansing, by each regular expression of setting and complete data cleansing XML file or html file into
Row fuzzy matching extracts the text to match with any one regular expression from the XML file or html file for completing data cleansing
Notebook data realizes any one regular expression of extraction and setting identical textual data in institutional framework from file to be resolved
According to (i.e. the original medical data with certain institutional framework in realization extraction document)；For each text data of extraction,
This article notebook data is parsed again according to the institutional framework of matched regular expression itself, with from text number
Keyword and contents value are extracted in.
Specific the, any one that can also be realized by the following two kinds mode in A and implementation B is realized according in advance
At least one bookmark name being arranged carries out data cleansing to the medical data of acquisition.
Implementation A is removed medical data (XML file or html file) according to pre-set each bookmark name
In be located at each bookmark name under total data.
Implementation B is removed medical data (XML file or html file) according to pre-set each bookmark name
In except be located at each bookmark name under data in addition to other total datas.
It may include the more sensitive patient information such as patient identity card number, phone number in medical data, complete structure
The medical data for changing processing finally needs to be transmitted to big data management platform and carries out big data analysis.In order to avoid in medical data
Patient information be directly leaked to invader in transmission process, in one embodiment of the invention, further includes: to completing structuring
Contents value in the medical data of processing under at least one target keyword carries out coded treatment.
It will be apparent that user needs to carry out the more sensitive of coded treatment in combination with customized be arranged of practical business scene
Patient information corresponding to one or more target keywords, for example, target keyword may include " telephone number ", " body
Part card number ", used coding mode can customize setting when carrying out coded treatment, it is only necessary to ensure that big data manages platform energy
Enough foundations decoding process corresponding with coding mode, under respective objects keyword in the medical data for completing coded treatment
Contents value is decoded, knows original contents value.
In order to save computing resource, storage resource and Internet resources, in one embodiment of the invention, further includes: will complete
The medical data of coded treatment is sent to external FPGA accelerator card, so that the FPGA accelerator card is to completion coded treatment
The medical data carry out compression processing to form compressed data, and receive the compression number that the FPGA accelerator card is sent
According to.
In the embodiment, is executed by external FPGA accelerator card and compression is carried out to the medical data for completing coded treatment
Reason can save the electronic equipment for executing data acquisition session, data cleansing task, structuring processing task, coded treatment task
Computing resource, the data volume of the data volume of compressed data much smaller than the medical data for completing coded treatment is formed by, rear
When carrying out storage to compressed data during continuous or compressed data being sent to big data management platform, corresponding electronics can be saved
The storage resource and Internet resources of equipment.
It will be apparent that by the medical data for completing structuring processing or the medical data of coded treatment can also be completed with it
His data format exports, for example, with XML, HTML, EXCEL, PDF (Portable Document Format, it is portable
Document format), SWF (Shock Wave Flash) or JSON (JavaScript ObjectNotation, JavaScript pairs
As numbered musical notation) it is exported.
In one embodiment of the invention, acquisition medical data management system can be specifically realized with A1~A3 as follows
Under medical data:
A1, the request rule for determining the request of data that medical data management system is able to respond；
A2, according to the regular simulant-client program of the request；
A3, target data request, Xiang Suoshu medical data management system hair are formed by the client-side program of simulation
It send the target data to request, and receives the medical number that the medical data management system is provided according to target data request
According to.
In the embodiment, medical data management system can received request of data specifically can be HTTP (HyperText
Transfer Protocol, hypertext transfer protocol) request；In the data for determining that medical data management system is able to respond
After the request rule of request, according to regular simulant-client program is requested, the client-side program of simulation can form, send energy
Enough target datas responded by medical data management system are requested, and can receive medical data management by client-side program
The medical data that system is provided according to target data request, the medical data are usually JSON file, XML file or HTML text
Part, it is subsequent that corresponding data cleansing and structuring processing are carried out to medical data according to file characteristic.In this way, can be real
Do not change original system code now, in the case where coordinating without the supplier with medical data management system, directly acquires
Medical data under each medical data management system is conducive to fast implement the medical number under a large amount of medical data management systems
According to being acquired.
In one embodiment of the invention, step A1 can be realized by A11~A13 as follows:
The message that the designated terminal that A11, monitoring can be communicated with medical data management system issues；
A12, the parsing message are referred to obtaining the designated terminal to the carrying that the medical data management system is sent
Determine the current data request of keyword；
A13, the request rule that the current data is requested is determined as the medical data management system can be received
The request rule of request of data.
In the embodiment, it can specifically pass through the net to the designated terminal that can be communicated with medical data management system
Card is monitored, and the message that can intercept designated terminal sending can be from intercepting and capturing by parsing to the message of intercepting and capturing
The current data request that the carrying nominal key that designated terminal is sent to medical data management system is got in message, passes through
Carrying out analysis to the current request of data can be obtained the request rule of the current request of data, the request of the current request of data
Rule can be confirmed as the request rule that medical data management system is capable of received request of data.
It should be noted that executing the functional module of A11 can be deployed on designated terminal, the function of other tasks is executed
Module can be independently deployed on another electronic equipment, which can connect multiple data management systems simultaneously and divide
Not corresponding designated terminal, so that each functional module of deployment on an electronic device is each specified for being deployed in respectively
The message that each functional module is monitored in terminal is performed both by identical process flow, to realize the multiple doctors of parallel acquisition
Treat the medical data under data management system.
It should be noted that nominal key includes but is not limited to any one in patient code and/or patient's name
Or it is multiple.
In order to more clearly illustrate technical solution of the present invention and advantage, the embodiment of the invention also provides another kinds to cure
Data processing method is treated, referring to FIG. 2, can specifically include following each step.
Step 201, the network interface card for the designated terminal that can be communicated with medical data management system is monitored in starting.
Step 202, application program circle of medical data management system is shown by the browser being deployed on designated terminal
Face, user trigger the Application Program Interface that browser is shown, so that designated terminal passes through its network interface card to medical data pipe
Reason system sends the request of data for carrying nominal key in the form of message.
Here it is possible to by inputting nominal key into Application Program Interface shown by browser and carrying out further
Triggering or directly the nominal key in Application Program Interface shown by browser is triggered so that designated terminal is logical
It crosses its network interface card and sends the current data request for carrying nominal key in the form of message to medical data management system.
Step 203, when listen to designated terminal by its network interface card to outside issue message when, intercept and capture the message.
Step 204, it is specified to obtain the carrying that designated terminal is sent to medical data management system to parse the message of intercepting and capturing
The current data of keyword is requested.
Here, when monitoring the network interface card of designated terminal, the whole that designated terminal is issued by its network interface card can be listened to
Message, but be not fully that the current data issued to medical data management system is requested by each message that network interface card issues,
Here specifically it can obtain what designated terminal was sent to medical data management system by analyzing each message of intercepting and capturing
Carry the current data request of nominal key.
Step 205, the current data request of acquisition is analyzed to determine the request rule of current data request, and will acquire
Request rule is capable of the request rule of received request of data as medical data management system.
It should be understood by those skilled in the art that, current data request specifically can be HTTP request, request rule specific
Including language, text size used in requesting method specified in the HTTP request, protocol version, browser etc..
Step 206, according to the request rule simulant-client program.
Step 207, target data request is formed by the client-side program of simulation, sends mesh to medical data management system
Request of data is marked, and receives the medical data that medical data management system is provided according to target data request.
Here, target data request requests request rule having the same with current data；Meanwhile target data request can
To carry the entrained nominal key of current data request.
Here, medical data may be html file, XML file or JSON file.
Step 208, data cleansing is carried out to medical data according at least one pre-set bookmark name.
Step 209, structuring processing is carried out to the medical data for completing data cleansing according to pre-set data model.
Step 210, the contents value under each target keyword in the medical data for completing structuring processing is encoded
Processing.
For example, target keyword may include " telephone number ", " identification card number ", can pass through the customized volume of user
Code mode encodes telephone number specific in medical data and ID card No., avoids telephone number and identity card straight
It connects and is leaked to invader.
Step 211, the medical data for completing coded treatment is sent to external FPGA accelerator card, so that FPGA accelerator card
Compression processing is carried out to the medical data for completing coded treatment to form compressed data, and the pressure that received FPGA accelerator card is sent
Contracting data.
Step 212, compressed data is sent to big data management platform.
Later, big data management platform can unzip it for received each compressed data and be directed to corresponding content
Value is decoded, can be obtained the data volume acquired under each medical data management system it is relatively small and have identical data
The medical data of structure carries out deduplication processing, establish data between be associated with, realize to the doctor under different medical data management system
It treats data to be merged, then carries out big data analysis.
It should be noted that in order to more completely acquire the medical data under different medical data management system, usually
It can be repeated for each medical data management system 201~step 210 of abovementioned steps more times, then execute step
It is directly executed in the electronic equipment of 201~step 210 and deduplication processing is carried out to a large amount of medical datas for completing structuring processing
And establish between data and be associated with, and by FPGA accelerator card between complete deduplication handles and establishes data associated medical data into
Row compression processing.
Based on design identical with embodiment of the present invention method, referring to FIG. 3, the embodiment of the invention also provides a kind of doctors
Treat data administrator, comprising:
Data acquisition module 301, for acquiring the medical data under medical data management system；
Data cleansing module 302, for being carried out according at least one pre-set bookmark name to the medical data
Data cleansing；
Structuring processing module 303, for the medical treatment according to pre-set data model to data cleansing is completed
Data carry out structuring processing.
In one embodiment of the invention, further includes: coded treatment module；Wherein,
The coded treatment module, for at least one target critical in the medical data for completing structuring processing
Contents value under word carries out coded treatment.
In one embodiment of the invention, further includes: interaction process module；Wherein,
The interaction process module can be compiled for the medical data for completing coded treatment to be sent to external scene
Journey gate array FPGA accelerator card, so that the FPGA accelerator card carries out compression processing to the medical data for completing coded treatment
To form compressed data, and receive the compressed data that the FPGA accelerator card is sent.
In one embodiment of the invention, further includes: storage processing module；Wherein, the storage processing module, for storing
The compressed data.
In one embodiment of the invention, the interaction process module is further used for for the compressed data being sent to outer
The big data in portion manages platform.
In one embodiment of the invention, the data acquisition module 301 is specifically used for executing following steps A1~A3:
A1, the request rule for determining the request of data that medical data management system is able to respond；
A2, according to the regular simulant-client program of the request；
A3, target data request, Xiang Suoshu medical data management system hair are formed by the client-side program of simulation
It send the target data to request, and receives the medical number that the medical data management system is provided according to target data request
According to.
In one embodiment of the invention, the data acquisition module 301 is specifically used for executing following steps A11~A13:
The message that the designated terminal that A11, monitoring can be communicated with medical data management system issues；
A12, the parsing message are referred to obtaining the designated terminal to the carrying that the medical data management system is sent
Determine the current data request of keyword；
A13, the request rule that the current data is requested is determined as the medical data management system can be received
The request rule of request of data.
For convenience of description, it describes to be divided into various units when apparatus above embodiment with function or module describes respectively,
The function of each unit or module can be realized in the same or multiple software and or hardware in carrying out the present invention.
Fig. 4 is the structural schematic diagram of a kind of electronic equipment provided in an embodiment of the present invention.In hardware view, the electronic equipment
Including processor, optionally further comprising internal bus, network interface, memory.Wherein, memory may include memory, such as
High-speed random access memory (Random-Access Memory, RAM), it is also possible to further include nonvolatile memory (non-
Volatile memory), for example, at least 1 magnetic disk storage etc..Certainly, which is also possible that other business institutes
The hardware needed.
Processor, network interface and memory can be connected with each other by internal bus, which can be ISA
(Industry StandardArchitecture, industry standard architecture) bus, PCI (Peripheral Component
Interconnect, Peripheral Component Interconnect standard) bus or EISA (Extended Industry
StandardArchitecture, expanding the industrial standard structure) bus etc..It is total that the bus can be divided into address bus, data
Line, control bus etc..Only to be indicated with a four-headed arrow in Fig. 4, it is not intended that an only bus or one convenient for indicating
The bus of seed type.
Memory is executed instruction for storing.Specifically, the computer program that can be performed is executed instruction.Memory
It may include memory and nonvolatile memory, and execute instruction to processor offer and data.
In a kind of mode in the cards, processor reads corresponding execute instruction to interior from nonvolatile memory
It is then run in depositing, can also obtain from other equipment and execute instruction accordingly, to be formed at medical data on logic level
Manage device.What processor execution memory was stored executes instruction, to execute instruction any reality of the realization present invention by what is executed
The medical data processing method provided in example is provided.
The method that the above-mentioned medical data processing unit provided such as embodiment illustrated in fig. 3 of the present invention executes can be applied to locate
It manages in device, or realized by processor.Processor may be a kind of IC chip, the processing capacity with signal.In reality
During now, each step of the above method can pass through the integrated logic circuit of the hardware in processor or the finger of software form
It enables and completing.Above-mentioned processor can be general processor, including central processing unit (Central Processing Unit,
CPU), network processing unit (Network Processor, NP) etc.；It can also be digital signal processor (Digital Signal
Processor, DSP), it is specific integrated circuit (Application Specific Integrated Circuit, ASIC), existing
It is field programmable gate array (Field-Programmable GateArray, FPGA) or other programmable logic device, discrete
Door or transistor logic, discrete hardware components.It may be implemented or execute the disclosed each side in the embodiment of the present invention
Method, step and logic diagram.General processor can be microprocessor or the processor is also possible to any conventional processing
Device etc..
The step of method in conjunction with disclosed in the embodiment of the present invention, can be embodied directly in hardware decoding processor and execute
At, or in decoding processor hardware and software module combination execute completion.Software module can be located at random access memory,
This fields such as flash memory, read-only memory, programmable read only memory or electrically erasable programmable memory, register maturation
In storage medium.The storage medium is located at memory, and processor reads the information in memory, completes above-mentioned side in conjunction with its hardware
The step of method.
The embodiment of the present invention also proposed a kind of readable medium, which, which is stored with, executes instruction, storage
It executes instruction when being executed by the processor of electronic equipment, the electronic equipment can be made to execute and provided in any embodiment of the present invention
Medical data processing method, and be specifically used for executing method as shown in Figure 1.
Electronic equipment described in foregoing individual embodiments can be computer.
It should be understood by those skilled in the art that, the embodiment of the present invention can provide as method or computer program product.
Therefore, the form that complete hardware embodiment, complete software embodiment or software and hardware combine can be used in the present invention.
Various embodiments are described in a progressive manner in the present invention, same and similar part between each embodiment
It may refer to each other, each embodiment focuses on the differences from other embodiments.Implement especially for device
For example, since it is substantially similar to the method embodiment, so being described relatively simple, related place is referring to embodiment of the method
Part illustrates.
It should also be noted that, the terms "include", "comprise" or its any other variant are intended to nonexcludability
It include so that the process, method, commodity or the equipment that include a series of elements not only include those elements, but also to wrap
Include other elements that are not explicitly listed, or further include for this process, method, commodity or equipment intrinsic want
Element.In the absence of more restrictions, the element limited by sentence "including a ...", it is not excluded that including described want
There is also other identical elements in the process, method of element, commodity or equipment.
The above description is only an embodiment of the present invention, is not intended to restrict the invention.For those skilled in the art
For, the invention may be variously modified and varied.All any modifications made within the spirit and principles of the present invention are equal
Replacement, improvement etc., should be included within scope of the presently claimed invention.
Claims (10)
1. a kind of medical data processing method characterized by comprising
Acquire the medical data under medical data management system；
Data cleansing is carried out to the medical data according at least one pre-set bookmark name；
Structuring processing is carried out to the medical data for completing data cleansing according to pre-set data model.
2. medical data processing method according to claim 1, which is characterized in that
Further include: the contents value under at least one target keyword in the medical data for completing structuring processing is compiled
Code processing.
3. medical data processing method according to claim 2, which is characterized in that
Further include: the medical data for completing coded treatment is sent to external on-site programmable gate array FPGA and is accelerated
Card so that the FPGA accelerator card to complete coded treatment the medical data carry out compression processing to form compressed data,
And receive the compressed data that the FPGA accelerator card is sent.
4. medical data processing method according to claim 5, which is characterized in that
Further include: store the compressed data；And/or the compressed data is sent to external big data and manages platform.
5. medical data processing method according to claim 1, which is characterized in that
Medical data under the acquisition medical data management system, comprising:
Determine the request rule for the request of data that medical data management system is able to respond；
According to the regular simulant-client program of the request；
Target data request is formed by the client-side program of simulation, Xiang Suoshu medical data management system sends the mesh
Request of data is marked, and receives the medical data that the medical data management system is provided according to target data request.
6. medical data processing method according to claim 5, which is characterized in that
The request rule for the request of data that the determining medical data management system is able to respond, comprising:
The message that the designated terminal that monitoring can be communicated with medical data management system issues；
The message is parsed to obtain the carrying nominal key that the designated terminal is sent to the medical data management system
Current data request；
The request rule that the current data is requested is determined as the medical data management system being capable of received request of data
Request rule.
7. according to the method described in claim 6, it is characterized in that,
The nominal key includes any one or more in patient code and/or patient's name.
8. a kind of medical data processing unit characterized by comprising
Data acquisition module, for acquiring the medical data under medical data management system；
Data cleansing module, it is clear for carrying out data to the medical data according at least one pre-set bookmark name
It washes；
Structuring processing module, for being carried out according to pre-set data model to the medical data for completing data cleansing
Structuring processing.
9. a kind of readable medium, including execute instruction, when executing instruction described in the processor of electronic equipment executes, the electronics
Equipment executes the method as described in any in claim 1 to 7.
10. a kind of electronic equipment including processor and is stored with the memory executed instruction, described in processor execution
When executing instruction described in memory storage, the processor executes the method as described in any in claim 1 to 7.
Priority Applications (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| CN201811636104.6A CN109947751B (en) | 2018-12-29 | 2018-12-29 | Medical data processing method and device, readable medium and electronic equipment |
Applications Claiming Priority (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| CN201811636104.6A CN109947751B (en) | 2018-12-29 | 2018-12-29 | Medical data processing method and device, readable medium and electronic equipment |
Publications (2)
| Publication Number | Publication Date |
|---|---|
| CN109947751A true CN109947751A (en) | 2019-06-28 |
| CN109947751B CN109947751B (en) | 2023-04-07 |
Family
ID=67006475
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| CN201811636104.6A Active CN109947751B (en) | 2018-12-29 | 2018-12-29 | Medical data processing method and device, readable medium and electronic equipment |
Country Status (1)
| Country | Link |
|---|---|
| CN (1) | CN109947751B (en) |
Cited By (2)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN111276231A (en) * | 2020-02-27 | 2020-06-12 | 平安医疗健康管理股份有限公司 | Medical data monitoring method and device, computer equipment and storage medium |
| CN113764110A (en) * | 2021-01-29 | 2021-12-07 | 北京京东拓先科技有限公司 | Data processing method and device, electronic equipment and storage medium |
Citations (22)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| WO2008111314A1 (en) * | 2007-03-14 | 2008-09-18 | Justsystems Corporation | Data processing apparatus and data processing method |
| CN103034700A (en) * | 2012-12-05 | 2013-04-10 | 北京奇虎科技有限公司 | Rich text content processing method and system |
| CN103473375A (en) * | 2013-09-29 | 2013-12-25 | 方正国际软件有限公司 | Data cleaning method and data cleaning system |
| US20150100602A1 (en) * | 2013-10-03 | 2015-04-09 | Amekc Llc | System and method for third party remote access to personal medical records |
| CN104750813A (en) * | 2015-03-30 | 2015-07-01 | 浪潮集团有限公司 | Data cleaning method based on data reduction model |
| CN105808712A (en) * | 2016-03-07 | 2016-07-27 | 陈宽 | Intelligent system and method for converting text type medical reports into structured data |
| CN106227885A (en) * | 2016-08-08 | 2016-12-14 | 星河互联集团有限公司 | Processing method, device and the terminal of a kind of big data |
| CN106354770A (en) * | 2016-08-22 | 2017-01-25 | 成都众易通科技有限公司 | Data analysis system |
| CN106484828A (en) * | 2016-09-29 | 2017-03-08 | 西南科技大学 | A kind of distributed interconnection data Fast Acquisition System and acquisition method |
| CN106845061A (en) * | 2016-11-02 | 2017-06-13 | 百度在线网络技术（北京）有限公司 | Intelligent interrogation system and method |
| CN106897357A (en) * | 2017-01-04 | 2017-06-27 | 北京京拍档科技股份有限公司 | A kind of method for crawling the network information for band checking distributed intelligence |
| CN107704601A (en) * | 2017-10-13 | 2018-02-16 | 中国人民解放军第三军医大学第附属医院 | Big data search method and system, computer-readable storage medium and electronic equipment |
| CN107731269A (en) * | 2017-10-25 | 2018-02-23 | 山东众阳软件有限公司 | Disease code method and system based on raw diagnostic data and patient file data |
| CN107766574A (en) * | 2017-11-13 | 2018-03-06 | 天津开心生活科技有限公司 | Data query method and device, date storage method and device |
| CN108182963A (en) * | 2017-12-14 | 2018-06-19 | 山东浪潮云服务信息科技有限公司 | A kind of medical data processing method and processing device |
| WO2018120669A1 (en) * | 2016-12-31 | 2018-07-05 | 深圳市易特科信息技术有限公司 | Medical data query system and method based on big data association and storage |
| CN108320779A (en) * | 2017-01-16 | 2018-07-24 | 医渡云（北京）技术有限公司 | Medical data processing method and processing device |
| CN108334791A (en) * | 2018-02-07 | 2018-07-27 | 冼钇冰 | Medical data storage method, apparatus based on Internet of Things and computer storage media |
| US20180232111A1 (en) * | 2017-02-10 | 2018-08-16 | Microsoft Technology Licensing, Llc | Resequencing actionable task structures for transforming data |
| CN108711443A (en) * | 2018-05-07 | 2018-10-26 | 成都智信电子技术有限公司 | The text data analysis method and device of electronic health record |
| CN108984542A (en) * | 2017-05-31 | 2018-12-11 | 北京京东尚科信息技术有限公司 | Distribution type data collection method and system |
| CN109036576A (en) * | 2018-07-23 | 2018-12-18 | 无锡慧方科技有限公司 | Electronic health record data analysis method, device, computer and readable storage medium storing program for executing |
-
2018
- 2018-12-29 CN CN201811636104.6A patent/CN109947751B/en active Active
Patent Citations (22)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| WO2008111314A1 (en) * | 2007-03-14 | 2008-09-18 | Justsystems Corporation | Data processing apparatus and data processing method |
| CN103034700A (en) * | 2012-12-05 | 2013-04-10 | 北京奇虎科技有限公司 | Rich text content processing method and system |
| CN103473375A (en) * | 2013-09-29 | 2013-12-25 | 方正国际软件有限公司 | Data cleaning method and data cleaning system |
| US20150100602A1 (en) * | 2013-10-03 | 2015-04-09 | Amekc Llc | System and method for third party remote access to personal medical records |
| CN104750813A (en) * | 2015-03-30 | 2015-07-01 | 浪潮集团有限公司 | Data cleaning method based on data reduction model |
| CN105808712A (en) * | 2016-03-07 | 2016-07-27 | 陈宽 | Intelligent system and method for converting text type medical reports into structured data |
| CN106227885A (en) * | 2016-08-08 | 2016-12-14 | 星河互联集团有限公司 | Processing method, device and the terminal of a kind of big data |
| CN106354770A (en) * | 2016-08-22 | 2017-01-25 | 成都众易通科技有限公司 | Data analysis system |
| CN106484828A (en) * | 2016-09-29 | 2017-03-08 | 西南科技大学 | A kind of distributed interconnection data Fast Acquisition System and acquisition method |
| CN106845061A (en) * | 2016-11-02 | 2017-06-13 | 百度在线网络技术（北京）有限公司 | Intelligent interrogation system and method |
| WO2018120669A1 (en) * | 2016-12-31 | 2018-07-05 | 深圳市易特科信息技术有限公司 | Medical data query system and method based on big data association and storage |
| CN106897357A (en) * | 2017-01-04 | 2017-06-27 | 北京京拍档科技股份有限公司 | A kind of method for crawling the network information for band checking distributed intelligence |
| CN108320779A (en) * | 2017-01-16 | 2018-07-24 | 医渡云（北京）技术有限公司 | Medical data processing method and processing device |
| US20180232111A1 (en) * | 2017-02-10 | 2018-08-16 | Microsoft Technology Licensing, Llc | Resequencing actionable task structures for transforming data |
| CN108984542A (en) * | 2017-05-31 | 2018-12-11 | 北京京东尚科信息技术有限公司 | Distribution type data collection method and system |
| CN107704601A (en) * | 2017-10-13 | 2018-02-16 | 中国人民解放军第三军医大学第附属医院 | Big data search method and system, computer-readable storage medium and electronic equipment |
| CN107731269A (en) * | 2017-10-25 | 2018-02-23 | 山东众阳软件有限公司 | Disease code method and system based on raw diagnostic data and patient file data |
| CN107766574A (en) * | 2017-11-13 | 2018-03-06 | 天津开心生活科技有限公司 | Data query method and device, date storage method and device |
| CN108182963A (en) * | 2017-12-14 | 2018-06-19 | 山东浪潮云服务信息科技有限公司 | A kind of medical data processing method and processing device |
| CN108334791A (en) * | 2018-02-07 | 2018-07-27 | 冼钇冰 | Medical data storage method, apparatus based on Internet of Things and computer storage media |
| CN108711443A (en) * | 2018-05-07 | 2018-10-26 | 成都智信电子技术有限公司 | The text data analysis method and device of electronic health record |
| CN109036576A (en) * | 2018-07-23 | 2018-12-18 | 无锡慧方科技有限公司 | Electronic health record data analysis method, device, computer and readable storage medium storing program for executing |
Non-Patent Citations (6)
| Title |
|---|
| LI Z 等: "Research on, and development of, data extraction and data cleaning technology based on the internet of things" * |
| 东哥起飞: "解读爬虫中HTTP的秘密（基础篇）", 《HTTPS://SEGMENTFAULT.COM/A/1190000013003724》 * |
| 李昊旻: "电子病历的标准化结构化方法研究及实践" * |
| 李海威: "医疗卫生信息共享与协同平台建设方案", 《广东科技》 * |
| 谭亚竹: "基于XML数据清洗的应用研究" * |
| 马连浩: "Web文本聚类技术及聚类结果可视化研究" * |
Cited By (2)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN111276231A (en) * | 2020-02-27 | 2020-06-12 | 平安医疗健康管理股份有限公司 | Medical data monitoring method and device, computer equipment and storage medium |
| CN113764110A (en) * | 2021-01-29 | 2021-12-07 | 北京京东拓先科技有限公司 | Data processing method and device, electronic equipment and storage medium |
Also Published As
| Publication number | Publication date |
|---|---|
| CN109947751B (en) | 2023-04-07 |
Similar Documents
| Publication | Publication Date | Title |
|---|---|---|
| RU2419986C2 (en) | Combining multiline protocol accesses | |
| CN109857992A (en) | Medical data structuring analytic method, device, readable medium and electronic equipment | |
| CN109376291B (en) | Website fingerprint information scanning method and device based on web crawler | |
| US9454535B2 (en) | Topical mapping | |
| US9747385B2 (en) | Compression of cascading style sheet files | |
| CN110795697B (en) | Method and device for acquiring logic expression, storage medium and electronic device | |
| CN113760825A (en) | Visual user operation backtracking method and device, computer equipment and storage medium | |
| CN112307292A (en) | Information processing method and system based on advanced persistent threat attack | |
| CN109947751A (en) | A kind of medical data processing method, device, readable medium and electronic equipment | |
| CN112148956A (en) | Hidden net threat information mining system and method based on machine learning | |
| CN110851136A (en) | Data acquisition method and device, electronic equipment and storage medium | |
| CN105550179A (en) | Webpage collection method and browser plug-in | |
| CN104281629A (en) | Method and device for extracting picture from webpage and client equipment | |
| CN104778232B (en) | Searching result optimizing method and device based on long query | |
| CN109862074A (en) | A kind of collecting method, device, readable medium and electronic equipment | |
| CN109828759A (en) | Code compiling method, device, computer installation and storage medium | |
| CN110019501A (en) | A kind of collecting method, device and terminal device | |
| CN114626352B (en) | Report automatic generation method, device, computer equipment and storage medium | |
| CN111797297B (en) | Page data processing method and device, computer equipment and storage medium | |
| CN109471966B (en) | Method and system for automatically acquiring target data source | |
| CN114201376A (en) | Log analysis method and device based on artificial intelligence, terminal equipment and medium | |
| CN113741864A (en) | Automatic design method and system of semantic service interface based on natural language processing | |
| CN112818199A (en) | Webpage access method and device, computer equipment and storage medium | |
| CN115357820B (en) | Digital object packaging and entity access method and system based on record playback | |
| CN112527880B (en) | Method, device, equipment and medium for collecting metadata information of big data cluster |
Legal Events
| Date | Code | Title | Description |
|---|---|---|---|
| PB01 | Publication | ||
| PB01 | Publication | ||
| SE01 | Entry into force of request for substantive examination | ||
| SE01 | Entry into force of request for substantive examination | ||
| GR01 | Patent grant | ||
| GR01 | Patent grant |