CN106777921A - The constructing system and method for a kind of three tree net evaluation models based on traditional Chinese medical science big data - Google Patents

The constructing system and method for a kind of three tree net evaluation models based on traditional Chinese medical science big data Download PDF

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CN106777921A
CN106777921A CN201611075773.1A CN201611075773A CN106777921A CN 106777921 A CN106777921 A CN 106777921A CN 201611075773 A CN201611075773 A CN 201611075773A CN 106777921 A CN106777921 A CN 106777921A
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traditional chinese
classification
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chinese medicine
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CN106777921B (en
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温川飙
程小恩
姜雪梅
贾帅
杨东
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Chengdu University of Traditional Chinese Medicine
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Chengdu University of Traditional Chinese Medicine
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Abstract

The invention discloses the constructing system and method for a kind of three tree net evaluation models based on traditional Chinese medical science big data, integrated data that can be exactly to institute of traditional Chinese medicine and its traditional Chinese medical science section office and doctor of traditional Chinese medicine carries out electronic information treatment, obtains evaluation of classification flag data promptly and accurately.The constructing system includes:By the information acquisition module of network connection, influence computing module and scoring statistical module, wherein, information acquisition module, the institute of traditional Chinese medicine's information for obtaining institute of traditional Chinese medicine's generation in the process of running and record;Influence computing module, for centering information for hospital in each item data carry out data and parse to determine factor of influence, and obtain weighted value of each factor of influence relative to each default classification of assessment;Scoring statistical module, the weighted value for counting the factor of influence data corresponding to each default classification of assessment obtains classification scoring and the comprehensive grading data of doctor of traditional Chinese medicine, traditional Chinese medical science section office and institute of traditional Chinese medicine.

Description

The constructing system and method for a kind of three tree net evaluation models based on traditional Chinese medical science big data
Technical field
The present invention relates to electronic information technical field, more particularly to a kind of three tree on-Line review valency moulds based on traditional Chinese medical science big data The constructing system and method for type.
Background technology
Domestic science, media, policy document are for name doctor, name section, the competition of name institute and Internet technology binding Very few, existing evaluation system puts emphasis on scientific research, paper, pay attention to economic benefit etc. and there is drawback, but in being continually striving to improve.Society Can media, hospital doctor etc. takes much count of the ability in clinical of doctor, but still data supporting, the evaluation of refinement that famine can verify that Index.
In the prior art, application publication number is divided for the application for a patent for invention of the A of CN 105528529 is disclosed based on big data The data processing method of the tcm clinical practice technical ability appraisement system of analysis, can in scientific evaluation doctor ability to work and level, so And, the overall merit of department of traditional Chinese medicine room and institute of traditional Chinese medicine is not related to, it is impossible to realize traditional Chinese medical science section office and institute of traditional Chinese medicine's electronic data information The timely efficient assessment changed.
The content of the invention
An object of the present invention at least that, for above-mentioned prior art exist problem, there is provided one kind be based on the traditional Chinese medical science The constructing system and method for three tree net evaluation models of big data, can exactly to institute of traditional Chinese medicine and its traditional Chinese medical science section office and the traditional Chinese medical science The integrated data of doctor carries out electronic information treatment, obtains evaluation of classification flag data promptly and accurately.
To achieve these goals, the technical solution adopted by the present invention is:
A kind of three constructing systems of tree net evaluation model based on traditional Chinese medical science big data, including:By the letter of network connection Breath acquisition module, influence computing module and scoring statistical module, wherein,
Information acquisition module, the institute of traditional Chinese medicine's information for obtaining institute of traditional Chinese medicine's generation in the process of running and record;
Influence computing module, for centering information for hospital in each item data carry out data parse to determine factor of influence, And obtain weighted value of each factor of influence relative to each default classification of assessment;
Scoring statistical module, the weighted value for counting the factor of influence data corresponding to each default classification of assessment, Obtain classification scoring and the comprehensive grading data of doctor of traditional Chinese medicine, traditional Chinese medical science section office and institute of traditional Chinese medicine.
Preferably, described information acquisition module includes:Electronic health record unit, each patient for recording institute of traditional Chinese medicine Each time go to a doctor data;
Charge data unit, each single item charge data for recording institute of traditional Chinese medicine;
Human resource data unit, the rank of the doctor of traditional Chinese medicine for recording institute of traditional Chinese medicine, quantity and post data;
Patient feedback's data cell, for recording each patient to medical feedback data;And
Management data cell, each single item for recording institute of traditional Chinese medicine manages data and third party's interaction data.
Preferably, the influence computing module includes:Data resolution unit, for centering information for hospital in each item data Carry out automatic word segmentation, part-of-speech tagging, name Entity recognition, chunk parsing, composition syntactic analysis, interdependent syntactic analysis and semantic angle Colour code is noted, and determines factor of influence;And weight calculation unit, default commented relative to each for obtaining each factor of influence The weighted value of valency classification.
Preferably, the classification of assessment of the doctor of traditional Chinese medicine includes:Clinical efficacy, advantage disease, traditional Chinese medical science diagnosis and treatment method, work Five classification of assessment of attitude and workload.
Preferably, the classification of assessment of the traditional Chinese medical science section office includes:Clinical business, section office's advantage, the line insertion of principle-method-recipe-medicines one, Five classification of assessment of quality of medical care and team's strength.
Preferably, the classification of assessment of the institute of traditional Chinese medicine includes:Ability in clinical, traditional Chinese medical science succession, clinical efficacy and hospital's wind Four classification of assessment of looks.
Preferably, the evaluation of clinical curative effect classification includes that further consultation rate, consultation rate, symptom improve and patient's positive rating four Item evaluation index;
The advantage disease classification of assessment includes Single diseases further consultation rate ranking, Single diseases consultation rate ranking, consultation hours, disease Shape improves and five evaluation indexes of patient's positive rating;
The traditional Chinese medical science diagnosis and treatment method classification of assessment includes principle-method-recipe-medicines Symptomatic medicine coincidence rate and combination of Chinese tradiational and Western medicine utilization rate Two evaluation indexes;
The working attitude classification of assessment includes uploading two evaluation indexes of case history star and patient's positive rating;
The workload classification of assessment includes consultation rate and uploads case history two evaluation indexes of quantity;
Preferably, the clinical business classification of assessment includes electronic health record quantity, income level and expense situation three Evaluation index;
Section office's superiority assessment classification includes that advantage disease amount, Single diseases are gone to a doctor amount, Single diseases further consultation amount, difficult and complicated cases Five evaluation indexes of diagnosis and treatment amount and level professional technology;
The line insertion classification of assessment of the principle-method-recipe-medicines one include combination of Chinese tradiational and Western medicine utilization rate, electronic health record star distribution and Three evaluation indexes of five-pointed star electronic health record quantity;
The Evaluation of Medical Quality classification includes patient's public praise, three evaluations of department management level and doctor-patient relationship situation Index;
Team's strength classification of assessment includes that distinguished veteran doctors of TCM, young and middle-aged name doctor and three evaluations of talent's compatibility situation refer to Mark.
Preferably, the Clinical competent evaluation classification includes two sub- classification of assessment of principle-method-recipe-medicines and clinical business, its The middle sub- classification of assessment of principle-method-recipe-medicines includes the distribution of electronic health record star and two evaluation indexes of five-pointed star electronic health record quantity, clinical industry Business includes combination of Chinese tradiational and Western medicine utilization rate, electronic health record quantity, health service revenue, expense situation analysis, advantage disease quantity, Single diseases Medical amount, Single diseases load capacity, difficult and complicated cases diagnosis and treatment amount and nine evaluation indexes of level professional technology;
The traditional Chinese medical science succession classification of assessment includes tcm characteristic, three sub- classification of assessment of medical team and personnel training, Wherein the sub- classification of assessment of tcm characteristic includes that department construction, three evaluations of tcm characteristic Talent culture and featured offices score refer to Mark, medical team includes talent echelon, three evaluation indexes of distinguished veteran doctors of TCM and young and middle-aged backbone, the sub- classification of assessment of personnel training Including one evaluation index of Technique Popularizing;
The evaluation of clinical curative effect classification includes one sub- classification of assessment of quality of medical care, the wherein sub- classification of assessment of quality of medical care Evaluated and four evaluation indexes of patient's cure rate including evaluation of patient, doctor-patient relationship situation, tripartite;
Hospital's style and features classification of assessment includes that medical treatment is built and two sub- classification of assessment of administrative mechanism, wherein medical treatment is built Sub- classification of assessment includes two evaluation indexes of Medical Devices and informatization, and supervisor system classification of assessment includes worker's wind Looks, three evaluation indexes of security system and supervisory system.
A kind of three construction methods of tree net evaluation model based on traditional Chinese medical science big data, using above-mentioned constructing system, lead to Cross classification scoring and comprehensive grading data that following steps obtain doctor of traditional Chinese medicine, traditional Chinese medical science section office and institute of traditional Chinese medicine:
Obtain institute of traditional Chinese medicine's information of institute of traditional Chinese medicine's generation in the process of running and record;
Each item data in centering information for hospital carries out data parsing to determine factor of influence, and obtain each influence because Weighted value of the son relative to each default classification of assessment;
The weighted value of the factor of influence data corresponding to each default classification of assessment is counted, doctor of traditional Chinese medicine, the traditional Chinese medical science is obtained The classification scoring of section office and institute of traditional Chinese medicine and comprehensive grading data.
In sum, by adopting the above-described technical solution, the present invention at least has the advantages that:
By to magnanimity clinic electronic health record, charge data, human resource data, patient feedback's data and management data Data parsing is carried out to determine factor of influence, and obtains weight of each factor of influence relative to each default classification of assessment Value such that it is able to obtain classification scoring and the comprehensive grading data of doctor of traditional Chinese medicine, traditional Chinese medical science section office and institute of traditional Chinese medicine, be traditional medical Name doctor, name section, the competition of name institute provide reliable basic data in system;Further, it is possible to exactly to institute of traditional Chinese medicine and its traditional Chinese medical science The integrated data of section office and doctor of traditional Chinese medicine carries out electronic information treatment, to improve quality of medical care and reduce malpractice;Obtain Evaluation of classification flag data promptly and accurately can further promote medical institutions and doctor's rational use of medicines, legitimate check, rationally Diagnosis and treatment, improve medical service quality.
Brief description of the drawings
Fig. 1 is a kind of three structure systems of tree net evaluation model based on traditional Chinese medical science big data that the embodiment of the present invention one is provided The structural representation of system;
Fig. 2 is a kind of three structure systems of tree net evaluation model based on traditional Chinese medical science big data that the embodiment of the present invention two is provided System structural representation;
Fig. 3 is a kind of three structure systems of tree net evaluation model based on traditional Chinese medical science big data that the embodiment of the present invention three is provided Three tree net schematic diagrames that three tree net display modules of system are shown;
Fig. 4 is a kind of three structure sides of tree net evaluation model based on traditional Chinese medical science big data that the embodiment of the present invention four is provided The flow chart of method.
Specific embodiment
Below in conjunction with the accompanying drawings and embodiment, the present invention will be described in further detail, so that the purpose of the present invention, technology Scheme and advantage become more apparent.It should be appreciated that specific embodiment described herein is only used to explain the present invention, and without It is of the invention in limiting.
Embodiment one
As shown in figure 1, a kind of three tree net evaluation models based on traditional Chinese medical science big data disclosed in the embodiment of the present invention one Constructing system includes:By the information acquisition module of network connection, influence computing module and scoring statistical module.
Wherein, information acquisition module, the institute of traditional Chinese medicine's information for obtaining institute of traditional Chinese medicine's generation in the process of running and record, Specifically, information acquisition module can using the XML format of structuring, based on the core CPU of Intel XEON MPX7340 tetra- and RAID0 disk arrays, set up Oracle RAC, DB2, MS SQL Server, Sybase, Mysql or Database on MAC OS Database Systems, and also WEB server can be included, for carrying out the statistics based on WEB, inquiring about and browse;With And the Transaction Processing in LAN, on-line equiries and statistical analysis treatment, User-defined report generation etc..
As shown in Fig. 2 disclosed three structures of tree net evaluation model based on traditional Chinese medical science big data of one embodiment of the invention Information acquisition module in system is further included:Electronic health record unit, charge data unit, human resource data unit, trouble Person's feedback data unit and management data cell.
Information acquisition module records each patient of institute of traditional Chinese medicine each time by the electronic health record unit in database Medical data, including tcm diagnosis, TCM-related Terms, tcm characteristic case history specification, traditional Chinese medical science case history masterplate, therapeutic standards, in The structured patient record data of doctor's prescription etc., it is possible to from other hospital information systems HIS systems, LIMS LIS etc. directly reads patient information, doctor's advice information, inspection, inspection result etc..Further, information acquisition module can also lead to Cross each single item charge data of charge data unit record institute of traditional Chinese medicine;By the traditional Chinese medical science of human resource data unit record institute of traditional Chinese medicine The rank of doctor, quantity and post data;Each patient is recorded to medical feedback coefficient by patient feedback's data cell According to;And each single item management data and third party's interaction data of institute of traditional Chinese medicine are recorded by managing data cell.
Influence computing module further includes data resolution unit and weight calculation unit.Wherein, data resolution unit, uses In by internal bus communications or network communication interface, institute of traditional Chinese medicine's information is extracted from information acquisition module database, used Each item data in python script centering information for hospital carries out data parsing, such as including automatic word segmentation, part-of-speech tagging, name Entity recognition, chunk parsing, composition syntactic analysis, interdependent syntactic analysis and semantic character labeling, obtain factor of influence;Weight meter Unit is calculated, for determining weighted value of each factor of influence relative to each default classification of assessment.Data resolution unit Hadoop text analyzing platforms can be based on, Chinese word segmentation be quickly carried out and is set up label dictionary, determine factor of influence.
Embodiment two
In a preferred embodiment, influence computing module includes data resolution unit and weight calculation unit, for facing In bed business, section office's advantage, the line insertion of principle-method-recipe-medicines one, five classification of assessment of traditional Chinese medical science section office of quality of medical care and team's strength Each classification of assessment, determine factor of influence and corresponding weighted value.
Refer to for the electronic health record quantity in clinical business classification of assessment, three evaluations of income level and expense situation Mark, the Traditional Chinese medical electronic disease that influence computing module is uploaded according to each traditional Chinese medical science section office in the institute of traditional Chinese medicine recorded in electronic health record unit The amount of counting one by one sum, the weight for determining electronic health record quantitative assessment index is 0~7;According to the charge recorded in charge data unit Data, calculate the monthly average diagnosis and treatment gross income of traditional Chinese medical science section office, and the weighted value for determining income level evaluation index is 0~5;According to receipts Take the audit knot in third party's exchange data in feedback data in data, patient feedback's data cell and management data cell Really, analysis disease charge situation, section office's charge is normal, abnormal conditions, and the weighted value for determining expense situation evaluation index is 0~6.
For the advantage disease amount in section office's superiority assessment classification, Single diseases medical amount, Single diseases further consultation amount, difficult and complicated cases Five evaluation indexes of diagnosis and treatment amount and level professional technology, each time go to a doctor data of the influence computing module in electronic health record The section office's advantage disease registered in management data cell, calculates the quantity sum of the advantage disease that traditional Chinese medical science section office are good at, and obtains excellent The weighted value of gesture disease amount is 0~6;The medical quantity sum of Single diseases of each traditional Chinese medical science section office is calculated, Single diseases is obtained and is gone to a doctor The weighted value for measuring evaluation index is 0~6;According to electronic health record and patient feedback's data, single disease of each traditional Chinese medical science section office is calculated Further consultation quantity sum is planted, the weighted value for obtaining Single diseases further consultation amount evaluation index is 0~6;Department of traditional Chinese medicine room difficult and complicated cases are carried out Data Discretization treatment, the weighted value for obtaining difficult and complicated cases diagnosis and treatment amount evaluation index is 0~7;According to the medical number of patient feedback According to management data cell in management data and third-party monitoring data, obtain mistake, accident, dispute that traditional Chinese medical science section office occur After quantity, the weighted value for determining level professional technology evaluation index is 0~5.
For the combination of Chinese tradiational and Western medicine utilization rate in the line insertion classification of assessment of principle-method-recipe-medicines one, electronic health record star distribution and Three evaluation indexes of five-pointed star electronic health record quantity, data resolution unit determines that the diagnosis and treatment findings data in electronic health record determines the traditional Chinese medical science Or doctor trained in Western medicine diagnosis and treatment quantity is factor of influence, weight calculation unit calculates the difference of the traditional Chinese medical science and doctor trained in Western medicine diagnosis and treatment quantity, obtains traditional Chinese and western medicine The weighted value for being used in combination rate evaluation index is 0~6;According to the electronic health record star and each star that are marked in electronic health record Electronic health record quantity product, determine the weighted value of the corresponding electronic health record star Evaluation on distribution index of traditional Chinese medical science section office for 0~ 6;It is the quantity sum of the electronic health record of five-pointed star according to star in electronic health record, determines the five-pointed star electronics disease of corresponding traditional Chinese medical science section office The weighted value of the amount of counting one by one evaluation index is 0~8.
Patient's public praise, department management level and three evaluations of doctor-patient relationship situation in classifying for Evaluation of Medical Quality Index, influence computing module determines that patient's public praise evaluation refers to the opinion rating in patient feedback's data cell as factor of influence Target weighted value is 0~6;The shadow such as traditional Chinese medical science section office post staff attendance data, specification violation data in acquisition management data cell The factor is rung, the weighted value for determining department management assessment of levels index is 0~5;Obtain complaint, the pipe in patient feedback's data cell The doctor-patient dispute punishment for managing the third-party monitoring of data cell is factor of influence, determines the weight of doctor-patient relationship situation evaluation index Be worth is 0~5.
Refer to for the distinguished veteran doctors of TCM in team's strength classification of assessment, young and middle-aged name doctor and three evaluations of talent's compatibility situation Mark, influence computing module is according to the rank of the doctor of traditional Chinese medicine of the institute of traditional Chinese medicine of record, quantity and hilllock in human resource data unit Position data, to have first default first more than length of service pre-set level doctor of traditional Chinese medicine's quantity to be in each traditional Chinese medical science section office Factor of influence, the weighted value for determining distinguished veteran doctors of TCM evaluation index is 0~5;With with second it is default it is more than the length of service second Pre-set level doctor of traditional Chinese medicine quantity is factor of influence, it is determined that the weighted value of young and middle-aged backbone's evaluation index is 0~6;According to the traditional Chinese medical science The doctor of traditional Chinese medicine's total quantity for being superior to the 3rd pre-set level of section office, the weighted value for determining talent's compatibility situation evaluation index is 0~6.
It is each that scoring statistical module presets classification of assessment correspondence according to influence computing module to the items of each traditional Chinese medical science section office The weighted value of item evaluation index, obtains classification scoring and the comprehensive grading value of corresponding each classification of assessment of traditional Chinese medical science section office, further Ground, traditional Chinese medical science section office that can also be by comprehensive grading more than or equal to 70 are defined as three-star section office, and comprehensive grading is more than or is waited Traditional Chinese medical science section office in 80 are defined as four-star section office, and the traditional Chinese medical science section office by comprehensive grading more than or equal to 90 points are defined as five-star Section office.Further, continuous three times can also be marked the traditional Chinese medical science section office for being labeled as traditional Chinese medical science name section.
Embodiment three
In a further preferred embodiment, in the sub- classification of assessment of principle-method-recipe-medicines in classifying for Clinical competent evaluation Each single item evaluation index, influence computing module is according to the electronic health record star marked in electronic health record and the electronics of each star The product of the quantity of case history, the weighted value for determining the electronic health record star Evaluation on distribution index of institute of traditional Chinese medicine is 0~5;According to institute of traditional Chinese medicine Star is the quantity sum of the electronic health record of five-pointed star in whole electronic health records, determines the five-pointed star electronic health record quantitative assessment of institute of traditional Chinese medicine The weighted value of index is 0~5.
The evaluation index in the sub- classification of assessment of clinical business in classifying for Clinical competent evaluation, in influence computing module The data resolution unit diagnosis and treatment findings data that determines in electronic health record determine that the traditional Chinese medical science or doctor trained in Western medicine diagnosis and treatment quantity are factor of influence, Weight calculation unit calculates the difference of the quantity of the traditional Chinese medical science and doctor trained in Western medicine diagnosis and treatment, obtains the weighted value of combination of Chinese tradiational and Western medicine utilization rate evaluation index It is 0~3;Computing module is influenceed according to the Traditional Chinese medical electronic case history quantity sum of the institute of traditional Chinese medicine recorded in electronic health record unit, it is determined that The weight of electronic health record quantitative assessment index is 0~4;With in institute of traditional Chinese medicine all section office monthly diagnosis and treatment gross income as influence because Son, the weighted value for determining the health service revenue evaluation index of institute of traditional Chinese medicine is 0~4;According in charge data, patient feedback's data cell Feedback data and management data cell in auditing result in third party's exchange data, analysis disease charge situation, section office Charge is normal, abnormal conditions, and the weighted value for determining the expense situation analysis evaluation index of institute of traditional Chinese medicine is 0~4;Influence computing module The institute of traditional Chinese medicine's advantage disease registered in data management data cell of going to a doctor each time in electronic health record, calculates institute of traditional Chinese medicine and arrogates to oneself The quantity sum of advantage disease long, the weighted value for obtaining advantage disease amount is 0~4;Calculate the Single diseases of all traditional Chinese medical science section office Medical quantity sum, the weighted value for obtaining the Single diseases amount of going to a doctor evaluation index is 0~4;According to electronic health record and patient feedback's number According to, calculate the Single diseases further consultation quantity sum of whole traditional Chinese medical science section office, obtain the weighted value of Single diseases further consultation amount evaluation index for 0~ 4;The difficult and complicated cases marked in centering Hospital Electronic Medical Record carry out Data Discretization treatment, obtain difficult and complicated cases diagnosis and treatment amount evaluation and refer to Target weighted value is 0~5;Medical data and the management data and third-party monitoring managed in data cell according to patient feedback Data, obtain after whole malpractices, accident, dispute quantity that institute of traditional Chinese medicine occurs, determine level professional technology evaluation index Weighted value be 0~3.
In a preferred embodiment, traditional Chinese medical science succession includes that tcm characteristic, three sons of medical team and personnel training are evaluated Classification.For the department construction in the sub- classification of assessment of tcm characteristic, tcm characteristic Talent culture and featured offices score three Evaluation index, influence computing module, with department of traditional Chinese medicine number of chambers amount sum as factor of influence, determines that department construction is commented by semantic analysis The weighted value of valency index is 0~4;It is with the quantity for managing the TCM Features Priority Department diagnosis and treatment section office marked in data cell Factor of influence, the weighted value for determining tcm characteristic Talent culture evaluation index is 0~5;According to the characteristic in management data cell The grade mark and quantity sum of section office, the weighted value for determining featured offices score evaluation index are 0~4.
Evaluation index in the sub- classification of assessment of correspondence medical team, influence computing module is according to human resource management data sheet The caste of all doctors of traditional Chinese medicine in unit and each professional, the operation time limit and its major accident record, determine the talent The weighted value of echelon's evaluation index is 0~2;Influence computing module is according in the institute of traditional Chinese medicine recorded in human resource data unit Rank, quantity and the post data of doctor are cured, to have first default the first more than length of service default level in institute of traditional Chinese medicine Other doctor of traditional Chinese medicine's quantity is factor of influence, and the weighted value for determining distinguished veteran doctors of TCM evaluation index is 0~3;With with the second default work Make the second more than time limit pre-set level doctor of traditional Chinese medicine quantity for factor of influence, it is determined that young and middle-aged name cures the weighted value of evaluation index It is 0~4.
For the Technique Popularizing evaluation index in the sub- classification of assessment of personnel training, commented according to management data cell and third party Traditional Chinese medical science doctor conjuncted construction evaluation mark quantity sum of the valence mumber in, the weighted value for determining personnel training evaluation index is 0~3.
In a preferred embodiment, clinical efficacy includes one sub- classification of assessment of quality of medical care, is commented for patient therein Valency, doctor-patient relationship situation, tripartite evaluate and four evaluation indexes of patient's cure rate, and influence computing module is according to patient feedback's number According to the feedback data in unit, the evaluation star with patient feedback determines corresponding evaluation of patient evaluation index as factor of influence Weighted value be 0~5;According to the complaint, mistake, accident and the dispute quantity that are recorded in feedback data and management data cell, really The weighted value for determining doctor-patient relationship situation evaluation index is 0~3;Regulator and industry specialists pair in management data cell The opinion rating of institute of traditional Chinese medicine and the difference of punishment number of times, determine that the weighted value that tripartite evaluates evaluation index is 0~4;According to institute of traditional Chinese medicine Full institute heals the sick the ratio of the total number of patients of quantity and hospital, determines the weighted value of patient's cure rate evaluation index of institute of traditional Chinese medicine It is 0~4.
In a preferred embodiment, hospital's style and features classification of assessment includes that medical construction is divided with two sub evaluations of administrative mechanism Class.For two evaluation indexes of Medical Devices and informatization that medical treatment is built in sub- classification of assessment, computing module is influenceed Product with the quantity of the modernization Medical Devices of institute of traditional Chinese medicine and its price determines Medical Devices evaluation index as factor of influence Weighted value is 0~3;Electronic information processing data total amount and papery record the difference of data total amount as factor of influence with institute of traditional Chinese medicine, The weighted value for determining institute of traditional Chinese medicine's informatization evaluation index is 0~5.It is excellent using with no paper information reform Traditional Chinese Medicine institute Change institute of traditional Chinese medicine's operation flow, improve medical worker operating efficiency, meanwhile, using information-based means, integrated Traditional Chinese Medicine Theory promotes Development of Traditional Chinese Medicine, lifts competitiveness.
For the worker's style and features in supervisor system classification of assessment, three evaluation indexes of security system and supervisory system, The quantity of the worker of all institutes of traditional Chinese medicine of the influence computing module according to described in human resource data unit and management data cell And corresponding violation, the difference of punishment record entry, the weighted value for determining worker's style and features evaluation index is 0~2;According to medical safety Cycle and the difference of institute of traditional Chinese medicine's medical safety accident quantity, the weighted value for determining security system evaluation index are 0~2;According to management The difference of prize record and punishment record entry, determines supervisory system evaluation index in higher level's supervision cycle that data cell is received Weighted value is 0~6.
Further, scoring statistical module presets classification of assessment correspondence respectively according to influence computing module to the items of institute of traditional Chinese medicine The weighted value of item evaluation index, obtains classification scoring and the comprehensive grading value of corresponding each classification of assessment of institute of traditional Chinese medicine, further, Institute of traditional Chinese medicine that can also be by comprehensive grading more than or equal to 70 is defined as three-star institute of traditional Chinese medicine, and comprehensive grading is more than or equal into 80 Institute of traditional Chinese medicine be defined as four-star institute of traditional Chinese medicine, comprehensive grading is defined as the five-star traditional Chinese medical science more than or equal to 90 points of institute of traditional Chinese medicine Institute.Further, continuous three times can also be marked the institute of traditional Chinese medicine for being labeled as traditional Chinese medical science name institute.
In a preferred embodiment, the constructing systems of above-mentioned three based on traditional Chinese medical science big data trees net evaluation model can be with Three tree net display modules are further included, traditional Chinese medical science name institute and its corresponding department of traditional Chinese medicine are shown for classifying by node tree net figure Room and the distribution tree-network structure figure of doctor of traditional Chinese medicine, select corresponding node to show the comprehensive grading of corresponding node, and save The size of point is directly proportional to the height of scoring.As shown in figure 3, in shown three tree nets of three tree net display modules, for During each three trees, are followed successively by the hospital of traditional Chinese hospital from inside to outside, the section office in the hospital of traditional Chinese hospital, and institute of traditional Chinese medicine is corresponded in section office Doctor doctor.By joint form doctor of traditional Chinese medicine, section office, hospital comprehensive score and ranking, can image retouch exactly State name doctor, name section, name institute architecture in medical system.
Example IV
As shown in figure 4, a kind of three tree net evaluation models based on traditional Chinese medical science big data disclosed in the embodiment of the present invention four Construction method, using above-mentioned constructing system, obtains the classification of doctor of traditional Chinese medicine, traditional Chinese medical science section office and institute of traditional Chinese medicine as follows Scoring and comprehensive grading data:
Step 301:Obtain institute of traditional Chinese medicine's information of institute of traditional Chinese medicine's generation in the process of running and record;
Step 302:Each item data in centering information for hospital carries out data parsing to determine factor of influence;
Step 303:Obtain weighted value of each factor of influence relative to each default classification of assessment;
Step 304:Count the weighted value of the factor of influence data corresponding to each default classification of assessment;
Step 305:Obtain classification scoring and the comprehensive grading data of doctor of traditional Chinese medicine, traditional Chinese medical science section office and institute of traditional Chinese medicine.
Embodiment of above is merely to illustrate presently preferred embodiments of the present invention, rather than limitation of the present invention.Correlation technique The technical staff in field in the case where principle of the invention and scope is not departed from, various replacements, modification and the improvement made Should be included within the scope of the present invention.

Claims (10)

1. a kind of constructing systems of three based on traditional Chinese medical science big data trees net evaluation model, it is characterised in that the constructing system Including:By the information acquisition module of network connection, influence computing module and scoring statistical module, wherein,
Information acquisition module, the institute of traditional Chinese medicine's information for obtaining institute of traditional Chinese medicine's generation in the process of running and record;
Influence computing module, for centering information for hospital in each item data carry out data and parse to determine factor of influence, and obtain Take weighted value of each factor of influence relative to each default classification of assessment;
Scoring statistical module, the weighted value for counting the factor of influence data corresponding to each default classification of assessment is obtained The classification scoring of doctor of traditional Chinese medicine, traditional Chinese medical science section office and institute of traditional Chinese medicine and comprehensive grading data.
2. constructing system according to claim 1, it is characterised in that described information acquisition module includes:Electronic health record list Unit, the data of going to a doctor each time of each patient for recording institute of traditional Chinese medicine;
Charge data unit, each single item charge data for recording institute of traditional Chinese medicine;
Human resource data unit, the rank of the doctor of traditional Chinese medicine for recording institute of traditional Chinese medicine, quantity and post data;
Patient feedback's data cell, for recording each patient to medical feedback data;And
Management data cell, each single item for recording institute of traditional Chinese medicine manages data and third party's interaction data.
3. constructing system according to claim 1, it is characterised in that the influence computing module includes:
Data resolution unit, for centering information for hospital in each item data carry out automatic word segmentation, part-of-speech tagging, name entity know Not, chunk parsing, composition syntactic analysis, interdependent syntactic analysis and semantic character labeling, determine factor of influence;And
Weight calculation unit, for obtaining weighted value of each factor of influence relative to each default classification of assessment.
4. constructing system according to claim 1, it is characterised in that the classification of assessment of the doctor of traditional Chinese medicine includes:It is clinical Curative effect, advantage disease, traditional Chinese medical science diagnosis and treatment method, five classification of assessment of working attitude and workload.
5. constructing system according to claim 1, it is characterised in that the classification of assessment of the traditional Chinese medical science section office includes:It is clinical Business, section office's advantage, the line insertion of principle-method-recipe-medicines one, five classification of assessment of quality of medical care and team's strength.
6. constructing system according to claim 1, it is characterised in that the classification of assessment of the institute of traditional Chinese medicine includes:Clinical energy Power, traditional Chinese medical science succession, four classification of assessment of clinical efficacy and hospital's style and features.
7. constructing system according to claim 4, it is characterised in that the evaluation of clinical curative effect classification include further consultation rate, Consultation rate, symptom improve and four evaluation indexes of patient's positive rating;
The advantage disease classification of assessment includes that Single diseases further consultation rate ranking, Single diseases consultation rate ranking, consultation hours, symptom change Kind and five evaluation indexes of patient's positive rating;
The traditional Chinese medical science diagnosis and treatment method classification of assessment includes principle-method-recipe-medicines Symptomatic medicine coincidence rate and combination of Chinese tradiational and Western medicine utilization rate two Evaluation index;
The working attitude classification of assessment includes uploading two evaluation indexes of case history star and patient's positive rating;
The workload classification of assessment includes consultation rate and uploads case history two evaluation indexes of quantity.
8. constructing system according to claim 5, it is characterised in that the clinical business classification of assessment includes electronic health record Quantity, three evaluation indexes of income level and expense situation;
Section office's superiority assessment classification includes that advantage disease amount, Single diseases are gone to a doctor amount, Single diseases further consultation amount, difficult and complicated cases diagnosis and treatment Amount and five evaluation indexes of level professional technology;
The line insertion classification of assessment of the principle-method-recipe-medicines one includes combination of Chinese tradiational and Western medicine utilization rate, the distribution of electronic health record star and five-pointed star Three evaluation indexes of electronic health record quantity;
The Evaluation of Medical Quality classification includes that patient's public praise, three evaluations of department management level and doctor-patient relationship situation refer to Mark;
Team's strength classification of assessment includes distinguished veteran doctors of TCM, young and middle-aged name doctor and three evaluation indexes of talent's compatibility situation.
9. constructing system according to claim 6, it is characterised in that the Clinical competent evaluation classification includes principle-method-recipe-medicines And two sub- classification of assessment of clinical business, wherein the sub- classification of assessment of principle-method-recipe-medicines is distributed including electronic health record star and five-pointed star is electric Two evaluation indexes of sub- case history quantity, clinical business includes combination of Chinese tradiational and Western medicine utilization rate, electronic health record quantity, health service revenue, takes With situation analysis, advantage disease quantity, the medical amount of Single diseases, Single diseases load capacity, difficult and complicated cases diagnosis and treatment amount and professional technique Nine evaluation indexes of level;
The traditional Chinese medical science succession classification of assessment includes tcm characteristic, three sub- classification of assessment of medical team and personnel training, wherein The sub- classification of assessment of tcm characteristic includes department construction, three evaluation indexes of tcm characteristic Talent culture and featured offices score, Medical team includes talent echelon, three evaluation indexes of distinguished veteran doctors of TCM and young and middle-aged backbone, the sub- classification of assessment bag of personnel training Include one evaluation index of Technique Popularizing;
The evaluation of clinical curative effect classification includes one sub- classification of assessment of quality of medical care, and the wherein sub- classification of assessment of quality of medical care includes Evaluation of patient, doctor-patient relationship situation, tripartite evaluate and four evaluation indexes of patient's cure rate;
Hospital's style and features classification of assessment includes that medical treatment is built and two sub- classification of assessment of administrative mechanism, wherein son is built in medical treatment commenting Valency classification includes two evaluation indexes of Medical Devices and informatization, supervisor system classification of assessment including worker's style and features, Three evaluation indexes of security system and supervisory system.
10. a kind of construction methods of three based on traditional Chinese medical science big data trees net evaluation model, it is characterised in that the construction method Using according to the described constructing system of any one of claim 1 to 9, doctor of traditional Chinese medicine, department of traditional Chinese medicine are obtained as follows The classification scoring of room and institute of traditional Chinese medicine and comprehensive grading data:
Obtain institute of traditional Chinese medicine's information of institute of traditional Chinese medicine's generation in the process of running and record;
Each item data in centering information for hospital carries out data parsing to determine factor of influence, and obtains each factor of influence phase For the weighted value of each default classification of assessment;
The weighted value of the factor of influence data corresponding to each default classification of assessment is counted, doctor of traditional Chinese medicine, traditional Chinese medical science section office are obtained And classification scoring and the comprehensive grading data of institute of traditional Chinese medicine.
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