CN109637642A - Medical institutions' dialysis horizontal wire examination method, device, equipment and storage medium - Google Patents
Medical institutions' dialysis horizontal wire examination method, device, equipment and storage medium Download PDFInfo
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Abstract
Wire examination method, device, equipment and the storage medium for medical institutions' dialysis level based on semantics recognition that the invention discloses a kind of.This method comprises: receiving the dialysis-effect feedback command of dialysis patient triggering, dialysis data, the information of medical institutions and dialysis adequacy in chronic assessment report are obtained from dialysis data management server according to dialysis-effect feedback command, in user interface presentation dialysis data and dialysis adequacy in chronic assessment report；Receive the dialysis-effect evaluation information that dialysis patient is made；At least one keyword is extracted from dialysis-effect evaluation information；Determine dialysis data content corresponding with each keyword in dialysis data；Each keyword, dialysis data content corresponding with each keyword, the information of medical institutions and dialysis adequacy in chronic assessment report are sent to medical institutions' examination server.By the above-mentioned means, allowing patient that relevant departments is assisted to examine the dialysis level of medical institutions, guarantee that the result of appraisal can really reflect that medical institutions' dialysis is horizontal.
Description
Technical field
The present invention relates to the horizontal wire examination methods of technical field of information processing more particularly to a kind of dialysis of medical institutions, dress
It sets, equipment and storage medium.
Background technique
Kidney transplant is the treatment means maximally efficient for middle end stage renal patient.But it is limited to high shifting
The shortage in plant expense and kidney source, more and more patients are more likely to treat using dialysis therapy, for example, peritoneal dialysis and
Haemodialysis.
In order to make patient enjoy more regular, reasonable treatment, relevant departments can be periodically to the saturating of medical institutions
Bleed is flat to be examined, and reasonably to adjust the rank of medical institutions according to the result of appraisal, and gives the excellent of medical institutions
Benevolent administration's plan, to guarantee that patient can enjoy more good medical services.For example, relevant departments are by sending investigator
Go to medical institutions, to the Medical Devices of medical institutions, the excellent service standard of medical staff, record each patient dialysis data,
And the dialysis adequacy in chronic assessment report made for dialysis data is investigated, and random from the patient for carrying out dialysis treatment
Extract it is some paid a return visit, then commenting according to the therapeutic effect of the examination data and patient feedback that go to medical institutions to be collected into
Valence information examines the dialysis level of medical institutions.
However, the dialysis data that each link generates in dialysis procedure at present, patient can not be known, Partial Medical Institutions
For additional income, often to dialysis adequacy in chronic assessment report fake, patient can not verify at all medical institutions provide it is saturating
The confidence level of adequacy assessment report is analysed, thus the evaluation information for the therapeutic effect fed back often does not have referential yet, at all
Relevant departments can not be assisted to examine the dialysis level of medical institutions, making can really reflect that medical institutions' dialysis is horizontal
The result of appraisal.
So it is urgent to provide the wire examination methods that one kind can really reflect medical institutions' dialysis level.
Above content is only used to facilitate the understanding of the technical scheme, and is not represented and is recognized that above content is existing skill
Art.
Summary of the invention
The main purpose of the present invention is to provide a kind of wire examination method of medical institutions' dialysis level, device, equipment and deposit
Storage media, it is intended to which solving patient in the prior art can not assist relevant departments to examine the dialysis level of medical institutions, make
The technical issues of capable of really reflecting the result of appraisal of medical institutions' dialysis level out.
To achieve the above object, the wire examination method horizontal the present invention provides a kind of dialysis of medical institutions, the method packet
Include following steps:
Receive dialysis patient triggering dialysis-effect feedback command, according to the dialysis-effect feedback command from dialysis data
The information of the medical institutions of management server acquisition dialysis data, the offer dialysis data and the medical institutions make saturating
Adequacy assessment report is analysed, dialysis data and the dialysis adequacy in chronic assessment report described in user interface presentation；
Receive the dialysis patient dialysis data and dialysis adequacy in chronic according to shown in the user interface
Assessment report, the dialysis-effect evaluation information made；
Based on keyword extraction method, at least one keyword is extracted from the dialysis-effect evaluation information；
According to preset mapping table, dialysis data content corresponding with each keyword in the dialysis data is determined,
The mapping table is the corresponding relationship between each keyword and each dialysis data content；
By each keyword, it is corresponding with each keyword dialysis data content, the medical institutions information and the dialysis
Adequacy assessment report is sent to medical institutions' examination server, examines the medical treatment as medical institutions examination server
The horizontal reference standard of mechanism dialysis.
Preferably, before dialyse described in user interface presentation data and the dialysis adequacy in chronic assessment report, institute
State method further include:
According to the dialysis data and preset dialysis adequacy in chronic evaluation criteria, to the dialysis adequacy in chronic assessment report into
Row analysis, obtains the analysis result of the dialysis adequacy in chronic assessment report；
Wherein, dialysis data and the dialysis adequacy in chronic assessment report described in user interface presentation, comprising:
Dialysis data, the dialysis adequacy in chronic assessment report and the analysis result described in the user interface presentation.
Preferably, it is described according to the dialysis-effect feedback command from dialysis data management server obtain dialysis data,
The dialysis adequacy in chronic assessment report that the information and the medical institutions for providing the medical institutions of the dialysis data are made, in user
Dialysis data and the dialysis adequacy in chronic assessment report described in showing interface, comprising:
The identity information of the dialysis patient is extracted from the dialysis-effect feedback command；
The data distributing request for carrying the identity information is sent to the dialysis data management server, so that described
Data management server of dialysing determines the memory block for storing the dialysis data of the dialysis patient according to the identity information, will
The information of the medical institutions of the dialysis data, the offer dialysis data that are stored in the memory block and the therapeutic machine
The dialysis adequacy in chronic assessment report that structure is made is issued to the terminal device；
Receive the dialysis data, the information of the medical institutions and described that the dialysis data management server issues
Dialysis adequacy in chronic assessment report, dialysis data and the dialysis adequacy in chronic assessment report described in user interface presentation.
Preferably, dialysis data screening rule is also carried in the data distributing request, so that the dialysis data pipe
Reason server filters out the dialysis data for meeting the dialysis screening rule from the memory block；
It is described receive it is described dialysis data management server issue the dialysis data, the information of the medical institutions and
The dialysis adequacy in chronic assessment report, dialysis data and the dialysis adequacy in chronic assessment report described in user interface presentation, packet
It includes:
Receive the dialysis data for meeting the dialysis screening rule, the institute that the dialysis data management server issues
State medical institutions information and the dialysis adequacy in chronic assessment report, the dialysis screening rule are met described in the user interface presentation
Dialysis data and the dialysis adequacy in chronic assessment report then.
Preferably, the dialysis data that the dialysis screening rule is met described in the user interface presentation, comprising:
According to preset weight distribution standard, the weighted value for respectively meeting the dialysis data of the dialysis screening rule is calculated；
According to the height of each weighted value and preset displaying rule, it will respectively meet the dialysis data of the dialysis screening rule
According to the height of weighted value, show in the user interface.
Preferably, described to be based on keyword extraction method, at least one key is extracted from the dialysis-effect evaluation information
Word, comprising:
Text Pretreatment is carried out to the dialysis-effect evaluation information；
Word-building division is carried out to the pretreated dialysis-effect evaluation information, obtains multiple words；
According to semantic dictionary, the semantic similarity between any two word is calculated；
According to the semantic similarity of each word, the degree between two parties of each word is calculated；
According to preset weighted value computation rule, calculates the semantic weight value of each word, spends weighted value, part of speech weight between two parties
Value, word frequency weighted value and the long weighted value of word；
According to the semantic weight value of each word, weighted value, part of speech weighted value, word frequency weighted value and the long weight of word are spent between two parties
Value, determines the total score of each word；
The word of highest scoring is chosen as the keyword in the dialysis-effect evaluation information.
Preferably, the semantic similarity according to each word calculates the degree between two parties of each word, comprising:
According to the semantic similarity of each word, semantic similarity matrix is constructed；
Abstract processing is carried out to the semantic similarity matrix, obtains word distribution map, the word distribution map is any
Annexation figure between two words；
Using shortest path first, the shortest path between any two word is calculated；
The frequency for passing through each word according to each shortest path, determines the degree between two parties of each word.
In addition, to achieve the above object, the present invention also proposes a kind of checking device of medical institutions' dialysis level, the dress
It sets and includes:
Display module is fed back for receiving the dialysis-effect feedback command of dialysis patient triggering according to the dialysis-effect
It instructs from dialysis data management server and obtains dialysis data, the information for the medical institutions that the dialysis data are provided and the doctor
The dialysis adequacy in chronic assessment report that mechanism makes is treated, the dialysis data described in user interface presentation and dialysis adequacy in chronic assessment
Report；
Receiving module, for receiving the dialysis patient dialysis data and institute according to shown in the user interface
Dialysis adequacy in chronic assessment report is stated, the dialysis-effect evaluation information made；
Extraction module extracts at least one pass from the dialysis-effect evaluation information for being based on keyword extraction method
Keyword；
Determining module, for determining corresponding with each keyword in the dialysis data according to preset mapping table
Dialysis data content, the mapping table are the corresponding relationship between each keyword and each dialysis data content；
Sending module, for by each keyword, it is corresponding with each keyword dialysis data content, the medical institutions letter
Breath and the dialysis adequacy in chronic assessment report are sent to medical institutions' examination server, examine server as the medical institutions
Examine the reference standard of medical institutions' dialysis treatment level.
In addition, to achieve the above object, the present invention also proposes a kind of apparatus for checking of medical institutions' dialysis level, described to set
It is standby to include: memory, processor and be stored in the medical institutions' dialysis that run on the memory and on the processor
Horizontal examination program, it is saturating that the examination program of medical institutions' dialysis level is arranged for carrying out medical institutions as described above
The step of bleed flat wire examination method.
In addition, to achieve the above object, the present invention also proposes a kind of storage medium, medical treatment is stored on the storage medium
The horizontal examination program of mechanism dialysis, is realized when the examination program of medical institutions' dialysis level is executed by processor as above
The step of wire examination method of medical institutions' dialysis level.
The horizontal assessed form of medical institutions provided by the invention dialysis passes through the terminal device that uses in dialysis patient
The dialysis data of the current dialysis patient of user interface presentation, provide the dialysis data medical institutions information and the therapeutic machine
The dialysis adequacy in chronic assessment report for dialysis patient that structure is made, so that dialysis patient can determine that medical institutions make saturating
The authenticity for analysing adequacy assessment report, so that the dialysis data generated in dialysis procedure in conjunction with oneself and medical institutions make
Dialysis adequacy in chronic assessment report, make a dialysis-effect with reference value and evaluate.
In addition, the assessed form that medical institutions provided by the invention dialysis is horizontal, by being based on keyword extraction method, from saturating
It analyses in the dialysis-effect evaluation information for having reference value of patient feedback and extracts corresponding keyword, and according to preset mapping
Relation table determines the specific dialysis number corresponding with each keyword from the dialysis data got in dialysis data management server
According to content, then by obtained each keyword, it is corresponding with each keyword dialysis data content, medical institutions information and medical treatment
The dialysis adequacy in chronic assessment report that mechanism makes is sent to medical institutions' examination server, examines server as medical institutions
The reference standard for examining medical institutions' dialysis horizontal dialyses to medical institutions so as to better medical assistance examination server
Horizontal examination allows medical treatment examination server to provide the result of appraisal that can really reflect medical institutions' dialysis level.
Detailed description of the invention
Fig. 1 is the apparatus for checking of the medical institutions' dialysis level for the hardware running environment that the embodiment of the present invention is related to
Structural schematic diagram；
Fig. 2 is the flow diagram of the horizontal wire examination method first embodiment of medical institutions of the present invention dialysis；
Fig. 3 is the flow diagram of the horizontal wire examination method second embodiment of medical institutions of the present invention dialysis；
Fig. 4 is the structural block diagram of the horizontal checking device first embodiment of medical institutions of the present invention dialysis.
The embodiments will be further described with reference to the accompanying drawings for the realization, the function and the advantages of the object of the present invention.
Specific embodiment
It should be appreciated that described herein, specific examples are only used to explain the present invention, is not intended to limit the present invention.
Referring to Fig.1, Fig. 1 is examining for the medical institutions' dialysis level for the hardware running environment that the embodiment of the present invention is related to
Nuclear equipment structural schematic diagram.
As shown in Figure 1, the apparatus for checking of medical institutions' dialysis level may include: processor 1001, such as centre
It manages device (Central Processing Unit, CPU), communication bus 1002, user interface 1003, network interface 1004, storage
Device 1005.Wherein, communication bus 1002 is for realizing the connection communication between these components.User interface 1003 may include showing
Display screen (Display), input unit such as keyboard (Keyboard), optional user interface 1003 can also include the wired of standard
Interface, wireless interface.Network interface 1004 optionally may include standard wireline interface and wireless interface (such as Wireless Fidelity
(WIreless-FIdelity, WI-FI) interface).Memory 1005 can be the random access memory (Random of high speed
Access Memory, RAM) memory, be also possible to stable nonvolatile memory (Non-Volatile Memory,
), such as magnetic disk storage NVM.Memory 1005 optionally can also be the storage device independently of aforementioned processor 1001.
Medical institutions' dialysis level is examined it will be understood by those skilled in the art that structure shown in Fig. 1 is not constituted
The restriction of nuclear equipment may include perhaps combining certain components or different component cloth than illustrating more or fewer components
It sets.
As shown in Figure 1, as may include operating system, data storage mould in a kind of memory 1005 of storage medium
Block, network communication module, Subscriber Interface Module SIM and the horizontal examination program of medical institutions' dialysis.
In the horizontal apparatus for checking of medical institutions' dialysis shown in Fig. 1, network interface 1004 is mainly used for taking with network
Business device carries out data communication；User interface 1003 is mainly used for carrying out data interaction with user；Medical institutions' water-dialyzing of the present invention
Processor 1001, memory 1005 in flat apparatus for checking can be set in the apparatus for checking of medical institutions' dialysis level,
The apparatus for checking of medical institutions' dialysis level calls the medical institutions stored in memory 1005 saturating by processor 1001
The flat examination program of bleed, and execute the wire examination method of medical institutions' dialysis level provided in an embodiment of the present invention.
The embodiment of the invention provides a kind of horizontal wire examination methods of medical institutions dialysis, are the present invention referring to Fig. 2, Fig. 2
A kind of flow diagram for the wire examination method first embodiment that medical institutions' dialysis is horizontal.
In the present embodiment, the horizontal wire examination method of medical institutions dialysis the following steps are included:
Step S10: receive dialysis patient triggering dialysis-effect feedback command, according to the dialysis-effect feedback command from
Data management server of dialysing obtains dialysis data, the information for the medical institutions for providing the dialysis data and the medical institutions
The dialysis adequacy in chronic assessment report made, dialysis data and the dialysis adequacy in chronic assessment report described in user interface presentation.
Specifically, the executing subject in the present embodiment be user terminal device, such as smart phone, tablet computer,
The terminal device of any accessible network such as personal computer, will not enumerate herein, any restrictions is not also done to this.
In addition, obtaining dialysis number from dialysis data management server according to the dialysis-effect feedback command described in above-mentioned
According to, provide the dialysis data medical institutions information and the dialysis adequacy in chronic assessment report made of the medical institutions,
Dialysis data and the dialysis adequacy in chronic assessment report described in user interface presentation, can specifically pass through following implementation:
(1) identity information of the dialysis patient is extracted from the dialysis-effect feedback command.
Specifically, dialysis-effect feedback command described in the present embodiment specifically can be the request of a http format,
Perhaps the request format of the request of Json format or other agreements.Some field in the instruction, which carries, dialyses
The identity information of the patient for the treatment of, such as name, age, gender, ID card No., dialysis classification (haemodialysis in this way, peritonaeum
Dialysis, colonic dialysis or other kinds of dialysis) etc., specific rationally setting as needed, herein with no restrictions.
However, it should be understood that the above- mentioned information carried in dialysis-effect feedback command, specifically can be dialysis patient
When registering the App, typing, then when triggering above-mentioned key, is directly acquired, and is also possible in each feedback, by dialysing
Patient's typing as needed, concrete implementation mode, herein with no restrictions.
(2) the data distributing request for carrying the identity information is sent to the dialysis data management server, so that
The dialysis data management server determines the memory block for storing the dialysis data of the dialysis patient according to the identity information
Block by the dialysis data stored in the memory block, provides the information of the medical institutions of the dialysis data and described
The dialysis adequacy in chronic assessment report that medical institutions make is issued to the terminal device.
(3) receive it is described dialysis data management server issue the dialysis data, the information of the medical institutions and
The dialysis adequacy in chronic assessment report, dialysis data and the dialysis adequacy in chronic assessment report described in user interface presentation.
Specifically, the above-mentioned dialysis data obtained according to dialysis-effect feedback command from dialysis data management server,
The as history dialysis data of the dialysis patient, for example certain is once, or all, can be specifically arranged according to dialysis patient
Timing node obtains.
In addition, if the dialysis-type carried in dialysis-effect feedback command is haemodialysis, then the dialysis data obtained
For all data generated in blood dialysis；If the dialysis-type carried in dialysis-effect feedback command is peritoneal dialysis,
The dialysis data then obtained are all data of generation during peritoneal dialysis.
Further, in order to preferably promote user experience, the specific dialysis for needing to obtain can be arranged by dialysis patient
Data can also check record according to the history of dialysis patient, recommend to show high saturating of dialysis patient attention rate to dialysis patient
Analyse the removing index of urea production rate in data, such as haemodialysis, the time mean concentration of urea, urea, therapeutic effect
Deng also such as there is the data of larger impact to dialysis adequacy in chronic assessment report.
That is, in the concrete realization, in order to meet the above-mentioned requirements of dialysis patient, being gone back in the data distributing request
Dialysis data screening rule can be carried, so that the dialysis data management server filters out symbol from the memory block
The dialysis data of the dialysis screening rule are closed, i.e. dialysis patient needs the dialysis data that obtain.
Correspondingly, show that in user interface be then dialysis data for meeting the dialysis screening rule and described
Analyse adequacy assessment report.
In addition, in practical applications, the dialysis data for meeting screening rule filtered out often more than one, thus with
When family showing interface meets the dialysis data of the dialysis screening rule, it can specifically follow such as under type:
For example, calculating the dialysis data for respectively meeting the dialysis screening rule first according to preset weight distribution standard
Weighted value；Then, according to the height of each weighted value and preset displaying rule, the dialysis of the dialysis screening rule will respectively be met
Data are shown according to the height of weighted value in the user interface.
It should be noted that having the above is only for example, not constituting any restriction to technical solution of the present invention
During body is realized, those skilled in the art, which can according to need, to be configured, herein with no restrictions.
It further, can be with root when meeting the dialysis data of the dialysis screening rule described in the user interface presentation
It is checked according to preset displaying rule to show, such as in order to facilitate dialysis patient, brings dialysis patient more intuitive vision effect
Fruit, can will acquire described in meet the dialysis data of the dialysis screening rule and shown according to preset image, such as
The figure table of kind pattern.
However, it should be understood that above-mentioned described response, tool, which can be dialysis patient and click, is mounted on terminal device
On be the application program examined of medical institutions' dialysis level for checking dialysis data and according to dialysis data
Be arranged in (Application, App) a certain key (function button can be shown in the virtual functions in the interface App by
Key is also possible to the mechanical key of middle equipment itself).
Smart phone, tablet computer, the personal computer etc. that terminal device can use for dialysis patient can be intervened mutually
The intelligent mobile of networking is set, and will not enumerate herein, and any restrictions are not also done to this.
Dialysis data management server can be one for storing each chronic kidney disease dialysis patient dialysis data in the whole nation
Server, such as physical server or virtual Cloud Server.
Here, it is preferred that data storage capacity is big, it is not take up the virtual Cloud Server in actual physics space.
It should be noted that having the above is only for example, not constituting any restriction to technical solution of the present invention
During body is realized, those skilled in the art, which can according to need, to be configured, herein with no restrictions.
Step S20: dialysis patient dialysis data according to shown in the user interface and described are received
Analyse adequacy assessment report, the dialysis-effect evaluation information made.
Specifically, due to dialysis adequacy in chronic assessment report, it may be possible to which the medical staff of medical institutions is according to dialysis patient
True dialysis data make be able to reflect the current dialysis treatment effect authenticity of dialysis patient dialysis adequacy in chronic assessment report
It accuses, for example urea production rate, urea clearance have tended to normal level after dialysis, haemocyanin has reached minimum standard, slowly
Property nephrosis reduces by stages.
It is also likely to be to increase medical institutions' profit, exaggerate purposely therapeutic effect, is recommended to use for dialysis patient high
The dialysis adequacy in chronic assessment report of drug etc..
Thus, abundant by the dialysis for making the true dialysis data of dialysis patient and medical institutions in the present embodiment
Property assessment report is presented along in user interface, for reference, so as to facilitate user to judge that medical institutions make saturating
The authenticity of adequacy assessment report is analysed, and then makes suitable dialysis-effect evaluation information.
For example, the dialysis-effect evaluation information that dialysis patient is made may is that, by dialysing several times, the state of an illness has obtained preferably
Control, and medication and dialysis number also gradually decreasing, medical institutions service.
It is undesirable to be also possible to dialysis-effect, dialyses for a long time, but the state of an illness is never controlled, but therapeutic machine
Structure never adjusts Dialysis scheme etc..
It should be noted that having the above is only for example, not constituting any restriction to technical solution of the present invention
During body is realized, those skilled in the art, which can according to need, to be configured, herein with no restrictions.
Step S30: it is based on keyword extraction method, extracts at least one keyword from the dialysis-effect evaluation information.
Specifically, in the present embodiment, it about keyword extraction method is based on, is mentioned from the dialysis-effect evaluation information
The operation of at least one keyword is taken, can be specifically accomplished in that
(1) Text Pretreatment is carried out to the dialysis-effect evaluation information.
Specifically, when obtaining keyword from the dialysis-effect evaluation information, in order to improve the key got
The validity of word needs first to pre-process dialysis-effect evaluation information.
Such as remove stop words, that is, remove and contain in dialysis-effect evaluation information such as:, without practical meaning
The word of justice.
Also such as, remove invalid spcial character, such as emoticon, various punctuation marks.
Also such as, the number in dialysis-effect evaluation information is switched into Chinese character or corresponding English, such as by Arabic number
Word 1,2,3 is converted to Chinese character one, two, three or one, two, three etc..
Also such as, after having executed above-mentioned several processing operations, content of text is merged in a row.
It should be noted that the pretreatment the above is only for example, in practical applications, to dialysis-effect evaluation information
Not limitation and above-mentioned several operations, those skilled in the art, which can according to need, chooses suitable preparation standards, to saturating
It analyses effect assessment information and carries out Text Pretreatment, herein with no restrictions.
(2) word-building division is carried out to the pretreated dialysis-effect evaluation information, obtains multiple words
After carrying out above-mentioned pretreatment operation to dialysis-effect evaluation information, to passing through the dialysis-effect after pretreatment operation
Evaluation information carries out word-building division, i.e., is divided according to combining form, to realize to word in dialysis-effect evaluation information
Efficient combination, split.
It, specifically can be according to the part of speech of individual Chinese character or English word, the number of appearance, appearance about word-building division operation
The reference factors such as position (for example occurring from section first, Duan Zhong or short-tail, or occur from title) divided.
Further, Chinese lexical analysis system (Institute of Computing can be used in the present embodiment
Technology Chinese Lexical Analysis System, ICTCLAS) part-of-speech tagging is carried out to each Chinese character, it uses
The coreNLP English part of speech annotation tool that Stanford University provides carries out part-of-speech tagging to each English word, so as to ensure
In, accurately progress word-building division more reasonable according to the part of speech of Chinese character or English word.
(3) according to semantic dictionary, the semantic similarity between any two word is calculated.
It should be noted that the meaning of a word dictionary chosen in the present embodiment, mainly more mature at present, use is relatively extensive
Hownet (HowNet) dictionary, English dictionary (wordne) and Chinese thesaurus.
Since the application of various semantic dictionaries has been the common knowledge of this field, those skilled in the art can basis
The service manual of each semantic dictionary realizes the semantic similarity calculated between any two word, thus details are not described herein again.
(4) according to the semantic similarity of each word, the degree between two parties of each word is calculated.
Specifically, it is that phase knowledge and magnanimity matrix is abstracted into image due to spending between two parties, then obtains image progress according to abstract
Acquisition is calculated, therefore in the concrete realization, in the semantic similarity according to each word, calculates when spending between two parties of each word, is needed
Semantic similarity matrix is first constructed, then obtained semantic similarity matrix is abstracted, to obtain indicating to appoint
The word distribution map for the connection relationship anticipated between two words, then calculate according to obtained word distribution map and obtains each word
The degree between two parties of language.
In order to make it easy to understand, a kind of specific implementation spent between two parties for calculating each word using shortest path first is given below
Mode, approximately as:
Firstly, constructing semantic similarity matrix according to the semantic similarity of each word.
Then, abstract processing is carried out to the semantic similarity matrix, obtains word distribution map, the word distribution map is
Annexation figure between any two word.
Specifically, abstracting for carrying out herein is that similarities all in semantic similarity matrix are equal greater than 0.5
It is set as 1, all similarities are set as 0 less than 0.5, semantic similarity matrix can be thus abstracted as one only by vertex
The part of speech distribution map on (word) and side (path between points).
Then, using shortest path first, the shortest path between any two word is calculated.
Specifically, it calculates for convenience, preferably Dijkstra's algorithm (dijkstra's algorithm) is counted in the present embodiment
Calculate the shortest path between any two word.
Since the use of dijkstra's algorithm have been relatively mature, those skilled in the art can be by searching for correlation money
Material voluntarily realizes that details are not described herein again.
Finally, passing through the frequency of each word according to each shortest path, the degree between two parties of each word is determined.
Specifically, since the degree between two parties of each word is related by the frequency of each word with each shortest path, i.e., frequency is got over
Height, spends bigger between two parties, and the different degree of the word is also higher, therefore the frequency by passing through each word according to each shortest path, really
The degree between two parties of fixed each word also can be convenient calculating while guaranteeing to obtain the accuracy of each word spent between two parties.
It should be noted that only a kind of specific implementation spent between two parties for calculating word is given above, to this
The technical solution of invention does not constitute any restriction, and in the concrete realization, those skilled in the art can according to need setting,
Herein with no restrictions.
(5) it according to preset weighted value computation rule, calculates the semantic weight value of each word, spend weighted value, part of speech between two parties
Weighted value, word frequency weighted value and the long weighted value of word.
Specifically, weighted value computation rule described herein is mainly used for storing the power of above-mentioned each weighted value computational item
The default score value of weight ratio and each single item.
(6) the long power of weighted value, part of speech weighted value, word frequency weighted value and word is spent according to the semantic weight value of each word, between two parties
Weight values determine the total score of each word.
(7) word of highest scoring is chosen as the keyword in the dialysis-effect evaluation information.
It is evaluated based on keyword extraction method from the dialysis-effect it should be noted that being given above only one kind
The specific implementation that at least one keyword is extracted in information does not constitute any restriction to technical solution of the present invention,
In the specific implementation, those skilled in the art can according to need setting, for example use the keyword abstraction based on statistical nature
The pass of the different modes such as algorithm, the keyword abstraction algorithm of word-based graph model, keyword abstraction algorithm based on topic model
Keyword extraction algorithm extracts keyword from the dialysis-effect evaluation information, will not enumerate herein, does not also allow this
Any restrictions.
In addition, the implementation about various keyword extraction algorithms, those skilled in the art can be by searching for phase
Pass data voluntarily realizes that details are not described herein again.
Step S40: according to preset mapping table, dialysis number corresponding with each keyword in the dialysis data is determined
According to content.
Specifically, storing in mapping table described in the present embodiment is each keyword and each dialysis data content
Between corresponding relationship.
In order to make it easy to understand, illustrated below:
Such as be that Urea clearance index is undesirable in the dialysis-effect evaluation information of dialysis patient feedback, then it extracts
Keyword can be " Urea clearance index ", " undesirable ", and corresponding corresponding dialysis data content is then calculating urea dialysis
Dialysis data content needed for index.
It should be noted that this mapping relations, specifically can be according to the mass data stored on big data server
Carry out relevant keyword extraction training, the inspection item for then needing to be related to current various types of dialysis treatments, dialysis
Parameter needed for adequacy is assessed, complication control situation assessment parameter etc. establish corresponding relationship.
It should be understood that having the above is only for example, not constituting any restriction to technical solution of the present invention
During body is realized, those skilled in the art can according to need setting, herein with no restrictions.
Step S50: by each keyword, it is corresponding with each keyword dialysis data content, the medical institutions information and
The dialysis adequacy in chronic assessment report is sent to medical institutions' examination server, as medical institutions examination server examination
The horizontal reference standard of medical institutions' dialysis.
Specifically, medical institutions described in the present embodiment examine server, can be by related governmental departments and can
One of letter third-party monitoring is for examining the third-party server of each medical institutions' dialysis level.The server is in examination medical treatment
When mechanism, by being based on above-mentioned reference standard, the rank of medical institutions can be preferably adjusted, and control for dialysis patient recommendation
Therapeutic effect is more preferable, the better medical institutions of service quality are treated.
Meanwhile by above-mentioned Assessment, the obtained result of appraisal more can really reflect the dialysis of medical institutions
Level, and then government department can be enabled to give the preferential policy of medical institutions according to result of appraisal reasonable distribution, it avoids
It is an incompetent person or a person unequal to his task, unqualified medical institutions occupy the medical insurance fund of government allocated.
By foregoing description it is not difficult to find that the wire examination method of the medical institutions' dialysis level provided in the present embodiment, passes through
The current dialysis patient of the user interface presentation for the terminal device that dialysis patient uses dialysis data, the dialysis data are provided
The dialysis adequacy in chronic assessment report for dialysis patient that the information of medical institutions and the medical institutions make, so that dialysis is suffered from
Person can determine the authenticity for the dialysis adequacy in chronic assessment report that medical institutions make, to produce in dialysis procedure in conjunction with oneself
The dialysis adequacy in chronic assessment report that raw dialysis data and medical institutions make makes a dialysis-effect with reference value
Evaluation.
In addition, the wire examination method of the medical institutions' dialysis level provided in the present embodiment, by being based on keyword extraction method,
Corresponding keyword is extracted from the dialysis-effect evaluation information for having reference value that dialysis patient is fed back, and according to preset
Mapping table determines corresponding with each keyword specific saturating from the dialysis data got in dialysis data management server
Analyse data content, then by obtained each keyword, it is corresponding with each keyword dialyse data content, medical institutions information and
The dialysis adequacy in chronic assessment report that medical institutions make is sent to medical institutions' examination server, examines and takes as medical institutions
The reference standard for device examination medical institutions dialysis level of being engaged in, so as to better medical assistance examination server to medical institutions
The examination for level of dialysing allows medical treatment examination server to provide the examination knot that can really reflect medical institutions' dialysis level
Fruit.
With reference to Fig. 3, Fig. 3 is a kind of process signal for the wire examination method second embodiment that medical institutions' dialysis is horizontal of the present invention
Figure.
Based on above-mentioned first embodiment, the horizontal wire examination method of the present embodiment medical institutions dialysis is in user interface presentation institute
It states before dialysing data and the dialysis adequacy in chronic assessment report, it is also necessary to abundant according to the dialysis data and preset dialysis
Property evaluation criteria, the dialysis adequacy in chronic assessment report is analyzed, with obtain the dialysis adequacy in chronic assessment report point
Analysis is as a result, then dialysis data described in user interface presentation and when the dialysis adequacy in chronic assessment report, described in obtaining
The analysis result of dialysis adequacy in chronic assessment report is presented along.
For ease of description, step S10 is replaced with into step S10' in the present embodiment, and step S10' is refined as three
Sub-step is detailed in Fig. 3.
In step s101, the dialysis-effect feedback command for receiving dialysis patient triggering is fed back according to the dialysis-effect
It instructs from dialysis data management server and obtains dialysis data, the information for the medical institutions that the dialysis data are provided and the doctor
Treat the dialysis adequacy in chronic assessment report that mechanism makes.
In step s 102, according to the dialysis data and preset dialysis adequacy in chronic evaluation criteria, the dialysis is filled
Point property assessment report is analyzed, and the analysis result of the dialysis adequacy in chronic assessment report is obtained.
Specifically, dialysis adequacy in chronic evaluation criteria specifically can be by medical institutions' examination server formulation, can also
To be trusted third party, as social medical insurance administrative department formulates, will not enumerate herein, also with no restrictions to this.
In addition, the operation executed in above-mentioned steps S102, it specifically can be by as follows:
For example, can generate a dialysis first according to the dialysis data and preset dialysis adequacy in chronic evaluation criteria and fill
Divide property assessment reference report.
Then, the dialysis adequacy in chronic assessment that the report of obtained dialysis adequacy in chronic assessment reference is made with medical institutions is kept
Aspect ratio pair is carried out, abnormal, unmatched place will be present and make marks.
Then, the data of the place that problem can also will be present and indices health carry out for example, then determining medical treatment
Rationally whether the dialysis adequacy in chronic assessment report that mechanism provides, correctly.
It should be noted that having the above is only for example, not constituting any restriction to technical solution of the present invention
During body is realized, those skilled in the art can according to need setting, herein with no restrictions.
In step s 103, described in the user interface presentation dialysis data, the dialysis adequacy in chronic assessment report and
The analysis result.
By foregoing description it is not difficult to find that the wire examination method of the medical institutions' dialysis level provided in the present embodiment, passes through
The analysis result of the dialysis adequacy in chronic assessment report is opened up together with the dialysis data, the dialysis adequacy in chronic assessment report
Show in the user interface, checked for dialysis patient, so that the dialysis patient for not having medical expertise can also be clearly bright
The dialysis adequacy in chronic assessment report of knowing that medical institutions make it is whether authentic and valid, so that helping dialysis patient is to oneself
The medical institutions of dialysis service are provided, reasonable dialysis-effect evaluation is made, the dialysis really to reflect the medical institutions is horizontal.
Also, by according to the dialysis data and preset dialysis adequacy in chronic evaluation criteria, to the dialysis adequacy in chronic
Assessment report is analyzed, and provides analysis of the patient for current dialysis adequacy in chronic assessment report as a result, trouble of dialysing can be helped
Person is better understood by oneself current physical condition, thus the higher level of selection dialysis in time, the better therapeutic machine of medical services
Structure is treated.
In addition, the embodiment of the present invention also proposes a kind of storage medium, medical institutions' dialysis is stored on the storage medium
Horizontal examination program, the examination program of medical institutions' dialysis level realize doctor as described above when being executed by processor
The step for the treatment of the wire examination method of mechanism dialysis level.
It is the structural block diagram of the horizontal checking device first embodiment of medical institutions of the present invention dialysis referring to Fig. 4, Fig. 4.
As shown in figure 4, the checking device for medical institutions' dialysis level that the embodiment of the present invention proposes includes: display module
4001, receiving module 4002, extraction module 4003, determining module 4004 and sending module 4005.
Wherein, display module 4001, for receiving the dialysis-effect feedback command of dialysis patient triggering, according to the dialysis
Staining effect instruction obtains the information of dialysis data, the medical institutions for providing the dialysis data from dialysis data management server
And the dialysis adequacy in chronic assessment report that the medical institutions make, the dialysis data described in user interface presentation and the dialysis are filled
Divide property assessment report.
It should be understood that in the concrete realization, in order to enable display module 4001 can be fast and accurately from dialysis number
Above-mentioned data relevant to dialysis patient are got according to management server, display module 4001 can specifically be refined as identity information
Extracting sub-module, data distributing request-to-send submodule and dialysis information receiving submodule.
Specifically, identity information extracting sub-module, suffers from for extracting the dialysis from the dialysis-effect feedback command
The identity information of person；Data distributing request-to-send submodule carries for sending to the dialysis data management server
The data distributing request of identity information is stated, so that the dialysis data management server determines storage institute according to the identity information
The memory block for stating the dialysis data of dialysis patient by the dialysis data stored in the memory block, provides the dialysis number
According to the medical institutions information and the dialysis adequacy in chronic assessment report made of the medical institutions be issued to the end
End equipment；Dialysis information receiving submodule, for receiving the dialysis data, the institute that the dialysis data management server issues
State medical institutions information and the dialysis adequacy in chronic assessment report, the dialysis data and dialysis described in user interface presentation
Adequacy assessment report.
Further, in the concrete realization, the data distributing request-to-send submodule takes to the dialysis data management
Dialysis data screening rule can also be carried in the data distributing request that business device is sent, so that the dialysis data management service
Device filters out the dialysis data for meeting the dialysis screening rule from the memory block.
Specifically, the dialysis data for meeting the dialysis screening rule described in the present embodiment, specifically can be
Analysis patient compares the dialysis data of concern, or has the dialysis data etc. of larger impact to dialysis adequacy in chronic assessment report, specifically
Screening rule, can be set as needed, can also be set by system default, herein with no restrictions by dialysis patient.
Correspondingly, when also carrying dialysis data screening rule in data distributing request, the dialysis information is connect
The dialysis information that submodule receives is received, the specially described dialysis data for meeting the dialysis screening rule, the therapeutic machine
The information of structure and the dialysis adequacy in chronic assessment report.
In addition, in practical applications, the dialysis data for meeting screening rule filtered out often more than one, thus with
When family showing interface meets the dialysis data of the dialysis screening rule, it can specifically follow such as under type:
For example, calculating the dialysis data for respectively meeting the dialysis screening rule first according to preset weight distribution standard
Weighted value；Then, according to the height of each weighted value and preset displaying rule, the dialysis of the dialysis screening rule will respectively be met
Data are shown according to the height of weighted value in the user interface.
It should be noted that having the above is only for example, not constituting any restriction to technical solution of the present invention
During body is realized, those skilled in the art, which can according to need, to be configured, herein with no restrictions.
Receiving module 4002, for receiving dialysis patient dialysis data according to shown in the user interface
With the dialysis adequacy in chronic assessment report, the dialysis-effect evaluation information made.
Extraction module 4003 extracts at least one from the dialysis-effect evaluation information for being based on keyword extraction method
A keyword.
Specifically, in practical applications, extraction module 4003 is being based on keyword extraction method, comments from the dialysis-effect
When extracting at least one keyword in valence information, workflow is realized approximately by following steps:
(1) Text Pretreatment is carried out to the dialysis-effect evaluation information；
(2) word-building division is carried out to the pretreated dialysis-effect evaluation information, obtains multiple words；
(3) according to semantic dictionary, the semantic similarity between any two word is calculated；
(4) according to the semantic similarity of each word, the degree between two parties of each word is calculated；
(5) it according to preset weighted value computation rule, calculates the semantic weight value of each word, spend weighted value, part of speech between two parties
Weighted value, word frequency weighted value and the long weighted value of word；
(6) the long power of weighted value, part of speech weighted value, word frequency weighted value and word is spent according to the semantic weight value of each word, between two parties
Weight values determine the total score of each word；
(7) word of highest scoring is chosen as the keyword in the dialysis-effect evaluation information.
In addition, it is noted that in the concrete realization, the degree between two parties of word is usually according between any two word
Annexation figure be calculated, and the annexation figure between any two word is needed by semantic similarity matrix
It is abstracted to obtain, therefore in order to calculate the degree between two parties of each word, needs the semantic similarity first according to each word, structure
Semantic similarity matrix is built, abstract processing then is carried out to the semantic similarity matrix, obtains word distribution map (any two
Annexation figure between word), and shortest path first is used, the shortest path between any two word is calculated, finally
The frequency for passing through each word according to each shortest path, determines the degree between two parties of each word.
It is evaluated based on keyword extraction method from the dialysis-effect it should be noted that being given above only one kind
The specific implementation that at least one keyword is extracted in information does not constitute any restriction to technical solution of the present invention,
In the specific implementation, those skilled in the art can according to need setting, herein with no restrictions.
Determining module 4004, for according to preset mapping table, determine in the dialysis data with each keyword pair
The dialysis data content answered.
It should be noted that mapping table described in this example is between each keyword and each dialysis data content
Corresponding relationship.
Sending module 4005 is used for each keyword, dialysis data content corresponding with each keyword, the medical institutions
Information and the dialysis adequacy in chronic assessment report be sent to medical institutions examination server, as the medical institutions examine take
The reference standard for device examination medical institutions' dialysis treatment level of being engaged in.
By foregoing description it is not difficult to find that the checking device of the medical institutions' dialysis level provided in the present embodiment, passes through
The current dialysis patient of the user interface presentation for the terminal device that dialysis patient uses dialysis data, the dialysis data are provided
The dialysis adequacy in chronic assessment report for dialysis patient that the information of medical institutions and the medical institutions make, so that dialysis is suffered from
Person can determine the authenticity for the dialysis adequacy in chronic assessment report that medical institutions make, to produce in dialysis procedure in conjunction with oneself
The dialysis adequacy in chronic assessment report that raw dialysis data and medical institutions make makes a dialysis-effect with reference value
Evaluation.
In addition, the checking device of the medical institutions' dialysis level provided in the present embodiment, by being based on keyword extraction method,
Corresponding keyword is extracted from the dialysis-effect evaluation information for having reference value that dialysis patient is fed back, and according to preset
Mapping table determines corresponding with each keyword specific saturating from the dialysis data got in dialysis data management server
Analyse data content, then by obtained each keyword, it is corresponding with each keyword dialyse data content, medical institutions information and
The dialysis adequacy in chronic assessment report that medical institutions make is sent to medical institutions' examination server, examines and takes as medical institutions
The reference standard for device examination medical institutions dialysis level of being engaged in, so as to better medical assistance examination server to medical institutions
The examination for level of dialysing allows medical treatment examination server to provide the examination knot that can really reflect medical institutions' dialysis level
Fruit.
It should be noted that workflow described above is only schematical, not to protection model of the invention
Enclose composition limit, in practical applications, those skilled in the art can select according to the actual needs part therein or
It all achieves the purpose of the solution of this embodiment, herein with no restrictions.
In addition, the not technical detail of detailed description in the present embodiment, reference can be made to provided by any embodiment of the invention
The horizontal wire examination method of medical institutions' dialysis, details are not described herein again.
Based on the first embodiment of the horizontal checking device of above-mentioned medical institutions dialysis, medical institutions' dialysis of the present invention is proposed
Horizontal checking device second embodiment.
In the present embodiment, the checking device of medical institutions' dialysis level further includes analysis module.The analysis mould
Block, for according to the dialysis data and preset dialysis adequacy in chronic evaluation criteria, to the dialysis adequacy in chronic assessment report into
Row analysis, obtains the analysis result of the dialysis adequacy in chronic assessment report.
Correspondingly, dialysis data described in user interface presentation and when the dialysis adequacy in chronic assessment report, it is also necessary to will
Obtained analysis result is presented along.
By foregoing description it is not difficult to find that the checking device of the medical institutions' dialysis level provided in the present embodiment, passes through
The analysis result of the dialysis adequacy in chronic assessment report is opened up together with the dialysis data, the dialysis adequacy in chronic assessment report
Show in the user interface, checked for dialysis patient, so that the dialysis patient for not having medical expertise can also be clearly bright
The dialysis adequacy in chronic assessment report of knowing that medical institutions make it is whether authentic and valid, so that helping dialysis patient is to oneself
The medical institutions of dialysis service are provided, reasonable dialysis-effect evaluation is made, the dialysis really to reflect the medical institutions is horizontal.
Also, by according to the dialysis data and preset dialysis adequacy in chronic evaluation criteria, to the dialysis adequacy in chronic
Assessment report is analyzed, and provides analysis of the patient for current dialysis adequacy in chronic assessment report as a result, trouble of dialysing can be helped
Person is better understood by oneself current physical condition, thus the higher level of selection dialysis in time, the better therapeutic machine of medical services
Structure is treated
It should be noted that workflow described above is only schematical, not to protection model of the invention
Enclose composition limit, in practical applications, those skilled in the art can select according to the actual needs part therein or
It all achieves the purpose of the solution of this embodiment, herein with no restrictions.
In addition, the not technical detail of detailed description in the present embodiment, reference can be made to provided by any embodiment of the invention
The horizontal wire examination method of medical institutions' dialysis, details are not described herein again.
In addition, it should be noted that, herein, the terms "include", "comprise" or its any other variant are intended to contain
Lid non-exclusive inclusion, so that process, method, article or system including a series of elements are not only wanted including those
Element, but also including other elements that are not explicitly listed, or further include for this process, method, article or system
Intrinsic element.In the absence of more restrictions, the element limited by sentence "including a ...", it is not excluded that
There is also other identical elements in process, method, article or system including the element.
The serial number of the above embodiments of the invention is only for description, does not represent the advantages or disadvantages of the embodiments.
Through the above description of the embodiments, those skilled in the art can be understood that above-described embodiment side
Method can be realized by means of software and necessary general hardware platform, naturally it is also possible to by hardware, but in many cases
The former is more preferably embodiment.Based on this understanding, technical solution of the present invention substantially in other words does the prior art
The part contributed out can be embodied in the form of software products, which is stored in a storage medium
In (such as read-only memory (Read Only Memory, ROM)/RAM, magnetic disk, CD), including some instructions are used so that one
Terminal device (can be mobile phone, computer, server or the network equipment etc.) executes side described in each embodiment of the present invention
Method.
The above is only a preferred embodiment of the present invention, is not intended to limit the scope of the invention, all to utilize this hair
Equivalent structure or equivalent flow shift made by bright specification and accompanying drawing content is applied directly or indirectly in other relevant skills
Art field, is included within the scope of the present invention.
Claims (10)
1. a kind of wire examination method that medical institutions' dialysis is horizontal, which is characterized in that the described method includes:
Receive dialysis patient triggering dialysis-effect feedback command, according to the dialysis-effect feedback command from dialysis data management
Server obtains the dialysis that dialysis data, the information for the medical institutions for providing the dialysis data and the medical institutions make and fills
Divide property assessment report, dialysis data and the dialysis adequacy in chronic assessment report described in user interface presentation；
Receive dialysis patient dialysis data according to shown in the user interface and dialysis adequacy in chronic assessment
Report, the dialysis-effect evaluation information made；
Based on keyword extraction method, at least one keyword is extracted from the dialysis-effect evaluation information；
According to preset mapping table, dialysis data content corresponding with each keyword in the dialysis data is determined, it is described
Mapping table is the corresponding relationship between each keyword and each dialysis data content；
Each keyword, dialysis data content corresponding with each keyword, the information of the medical institutions and the dialysis is abundant
Property assessment report be sent to medical institutions' examination server, examine the medical institutions as medical institutions examination server
The reference standard for level of dialysing.
2. the method as described in claim 1, which is characterized in that the dialysis data and described described in user interface presentation
Before analysing adequacy assessment report, the method also includes:
According to the dialysis data and preset dialysis adequacy in chronic evaluation criteria, the dialysis adequacy in chronic assessment report is divided
Analysis, obtains the analysis result of the dialysis adequacy in chronic assessment report；
Wherein, dialysis data and the dialysis adequacy in chronic assessment report described in user interface presentation, comprising:
Dialysis data, the dialysis adequacy in chronic assessment report and the analysis result described in the user interface presentation.
3. method according to claim 1 or 2, which is characterized in that it is described according to the dialysis-effect feedback command from dialysis
Data management server obtains dialysis data, the information for the medical institutions for providing the dialysis data and the medical institutions and makes
Dialysis adequacy in chronic assessment report, the dialysis data and dialysis adequacy in chronic assessment report described in user interface presentation, comprising:
The identity information of the dialysis patient is extracted from the dialysis-effect feedback command；
The data distributing request for carrying the identity information is sent to the dialysis data management server, so that the dialysis
Data management server determines the memory block for storing the dialysis data of the dialysis patient according to the identity information, will be described
The information of the medical institutions of the dialysis data, the offer dialysis data that store in memory block and the medical institutions make
The dialysis adequacy in chronic assessment report out is issued to the terminal device；
Receive the dialysis data, the information of the medical institutions and the dialysis that the dialysis data management server issues
Adequacy assessment report, dialysis data and the dialysis adequacy in chronic assessment report described in user interface presentation.
4. method as claimed in claim 3, which is characterized in that also carry dialysis data screening in the data distributing request
Rule, so that the dialysis data management server is filtered out from the memory block meets the saturating of the dialysis screening rule
Analyse data；
The dialysis data, the information of the medical institutions and described for receiving the dialysis data management server and issuing
Dialysis adequacy in chronic assessment report, dialysis data and the dialysis adequacy in chronic assessment report described in user interface presentation, comprising:
Receive the dialysis data for meeting the dialysis screening rule, the doctor that the dialysis data management server issues
Treat mechanism information and the dialysis adequacy in chronic assessment report, the dialysis screening rule is met described in the user interface presentation
Data of dialysing and the dialysis adequacy in chronic assessment report.
5. method as claimed in claim 4, which is characterized in that described to meet the dialysis screening described in the user interface presentation
The dialysis data of rule, comprising:
According to preset weight distribution standard, the weighted value for respectively meeting the dialysis data of the dialysis screening rule is calculated；
According to the height of each weighted value and preset displaying rule, by respectively meet it is described dialysis screening rule dialysis data according to
The height of weighted value is shown in the user interface.
6. method according to claim 1 or 2, which is characterized in that it is described to be based on keyword extraction method, from the dialysis-effect
At least one keyword is extracted in evaluation information, comprising:
Text Pretreatment is carried out to the dialysis-effect evaluation information；
Word-building division is carried out to the pretreated dialysis-effect evaluation information, obtains multiple words；
According to semantic dictionary, the semantic similarity between any two word is calculated；
According to the semantic similarity of each word, the degree between two parties of each word is calculated；
According to preset weighted value computation rule, calculate the semantic weight value of each word, spend between two parties weighted value, part of speech weighted value,
Word frequency weighted value and the long weighted value of word；
According to the semantic weight value of each word, weighted value, part of speech weighted value, word frequency weighted value and the long weighted value of word are spent between two parties, really
The total score of fixed each word；
The word of highest scoring is chosen as the keyword in the dialysis-effect evaluation information.
7. method as claimed in claim 6, which is characterized in that the semantic similarity according to each word calculates each word
Degree between two parties, comprising:
According to the semantic similarity of each word, semantic similarity matrix is constructed；
Abstract processing is carried out to the semantic similarity matrix, obtains word distribution map, the word distribution map is any two
Annexation figure between word；
Using shortest path first, the shortest path between any two word is calculated；
The frequency for passing through each word according to each shortest path, determines the degree between two parties of each word.
8. a kind of horizontal checking device of medical institutions dialysis, which is characterized in that described device includes:
Display module, for receiving the dialysis-effect feedback command of dialysis patient triggering, according to the dialysis-effect feedback command
Dialysis data, the information for the medical institutions that the dialysis data are provided and the therapeutic machine are obtained from dialysis data management server
The dialysis adequacy in chronic assessment report that structure is made, the dialysis data described in user interface presentation and dialysis adequacy in chronic assessment report
It accuses；
Receiving module, for receiving dialysis patient dialysis data according to shown in the user interface and described
Analyse adequacy assessment report, the dialysis-effect evaluation information made；
Extraction module extracts at least one keyword from the dialysis-effect evaluation information for being based on keyword extraction method；
Determining module, for determining dialysis corresponding with each keyword in the dialysis data according to preset mapping table
Data content, the mapping table are the corresponding relationship between each keyword and each dialysis data content；
Sending module, for by each keyword, it is corresponding with each keyword dialysis data content, the medical institutions information and
The dialysis adequacy in chronic assessment report is sent to medical institutions' examination server, as medical institutions examination server examination
The reference standard of medical institutions' dialysis treatment level.
9. a kind of horizontal apparatus for checking of medical institutions dialysis, which is characterized in that the equipment include: memory, processor and
The examination program of medical institutions' dialysis level that is stored on the memory and can run on the processor, the medical treatment
It is horizontal that the examination program of mechanism dialysis level is arranged for carrying out medical institutions' dialysis as described in any one of claims 1 to 7
Wire examination method the step of.
10. a kind of storage medium, which is characterized in that be stored with the examination journey of medical institutions' dialysis level on the storage medium
The examination program of sequence, medical institutions' dialysis level is realized as described in any one of claim 1 to 7 when being executed by processor
The step of wire examination method of medical institutions' dialysis level.
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| CN201811476994.9A CN109637642B (en) | 2018-12-04 | 2018-12-04 | Assessment method, device, equipment and storage medium for dialysis level of medical institution |
| PCT/CN2019/095828 WO2020113959A1 (en) | 2018-12-04 | 2019-07-12 | Medical institution dialysis level assessment method, apparatus and device, and storage medium |
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| CN201811476994.9A CN109637642B (en) | 2018-12-04 | 2018-12-04 | Assessment method, device, equipment and storage medium for dialysis level of medical institution |
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| CN112992333A (en) * | 2019-12-18 | 2021-06-18 | 森睿软件系统(上海)有限公司 | Diagnostic device and method for diagnosing adequacy of hemodialysis |
| CN112907045A (en) * | 2021-02-02 | 2021-06-04 | 方翔 | Intelligent medical data acquisition method based on 5G Internet of things |
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| CN113539421A (en) * | 2021-07-03 | 2021-10-22 | 深圳市裕辰医疗科技有限公司 | Hemodialysis quality control system and control method thereof |
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| CN113744857A (en) * | 2021-09-30 | 2021-12-03 | 深圳市裕辰医疗科技有限公司 | Hemodialysis quality control auxiliary system |
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