CN103425975A - System and method for acquiring clinical case data - Google Patents
System and method for acquiring clinical case data Download PDFInfo
- Publication number
- CN103425975A CN103425975A CN2013103009662A CN201310300966A CN103425975A CN 103425975 A CN103425975 A CN 103425975A CN 2013103009662 A CN2013103009662 A CN 2013103009662A CN 201310300966 A CN201310300966 A CN 201310300966A CN 103425975 A CN103425975 A CN 103425975A
- Authority
- CN
- China
- Prior art keywords
- electronic medical
- medical records
- records account
- transient state
- account
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
- Granted
Links
- 238000000034 method Methods 0.000 title claims abstract description 24
- 238000012795 verification Methods 0.000 claims abstract description 51
- 230000001052 transient effect Effects 0.000 claims description 108
- 238000012937 correction Methods 0.000 claims description 23
- 238000012545 processing Methods 0.000 claims description 16
- 230000005540 biological transmission Effects 0.000 claims description 11
- 230000006978 adaptation Effects 0.000 claims description 8
- 238000012015 optical character recognition Methods 0.000 abstract description 42
- 238000011160 research Methods 0.000 description 6
- 238000006243 chemical reaction Methods 0.000 description 4
- 229940121657 clinical drug Drugs 0.000 description 4
- 238000005516 engineering process Methods 0.000 description 4
- 240000007643 Phytolacca americana Species 0.000 description 2
- 230000003044 adaptive effect Effects 0.000 description 2
- 238000001514 detection method Methods 0.000 description 2
- 238000010586 diagram Methods 0.000 description 2
- 239000003814 drug Substances 0.000 description 2
- 238000005728 strengthening Methods 0.000 description 2
- 230000001502 supplementing effect Effects 0.000 description 2
- 230000015572 biosynthetic process Effects 0.000 description 1
- 238000013523 data management Methods 0.000 description 1
- 238000011161 development Methods 0.000 description 1
- 238000003745 diagnosis Methods 0.000 description 1
- 230000000877 morphologic effect Effects 0.000 description 1
- 230000003287 optical effect Effects 0.000 description 1
- 238000012360 testing method Methods 0.000 description 1
- 238000002560 therapeutic procedure Methods 0.000 description 1
Images
Landscapes
- Medical Treatment And Welfare Office Work (AREA)
Abstract
The invention relates to a system and a method for acquiring clinical case data. The system is characterized in that a verification module of a recognition device further comprises an electronic case report form comparison unit, and the electronic case report form comparison unit receives first electronic case report forms and second electronic case report forms which are transmitted by a first OCR (optical character recognition) module and a second OCR module, and compares and verifies the electronic case report forms which are transmitted by the first OCR module and the second OCR module. The system and the method have the advantages that outputted erroneous electronic case report forms can be effectively reduced while the efficiency of work for converting paper case report forms into the electronic case report forms can be improved, the accuracy of the system for acquiring the clinical case data can be improved, and the speed of the system for acquiring the clinical case data can be increased; the paper case report forms are recognized by the first OCR module and the second OCR module according to different algorithms respectively, so that the comparison accuracy of the electronic case report form comparison unit for comparing the first electronic case report forms to the second electronic case report forms can be improved.
Description
Technical field
The present invention relates to the papery CRF is converted to the data acquisition system (DAS) of electronic medical records account, specifically a kind of clinical case data acquisition system (DAS), belong to electronic medical records account technical field.
Background technology
In clinical research or clinical drug trial, often will collect patient's CRF, and the CRF that is used for statistical study in clinical research or clinical drug trial must be the electronic medical records account.At present, in most of clinical research data center, or the mode by manual typing is carried out statistical study by formation electronic medical records account in papery CRF content input computing machine to clinical data.In order to guarantee the accuracy of data, usually need to be through even three typings of twice typing, and the data of each typing are compared to correcting the error in data because introducing in the manual entry process.Because the data management pilot process has a large amount of manual interventions, work efficiency is limited, and the possibility that data make a mistake also can increase exponentially, and, in order to eliminate this mistake, has to again increase more manpower.
Chinese patent CN102968572A discloses a kind of orthopaedics case information acquisition system and acquisition method thereof, wherein, described orthopaedics case information acquisition system comprises papery case scanning collection module, electronic medical records automatic converting module, orthopaedics image collecting module and case information shared platform; Wherein, described papery case scanning collection module comprises: scan module, image processor word identification module, data poke module and data transmission interface, described scan module comprises high speed scanner, scan module is converted to image information by patient's papery case information, image is processed and the word identification module is file scanning software, converts the image information of scanning to the electronic medical records text; Described electronic medical records automatic converting module comprises: HL7 resource module, HL7 send and accept module lighting module, HL7 modular converter, HL7 AIM and HL7 information; Described orthopaedics image collecting module comprises: acquisition module, memory module and data transmission interface.Described case information shared platform comprises: papery case information interface, electronic medical records information interface, orthopaedics image information data-interface, data processing module, data poke module and data sharing module.Described orthopaedics case information acquisition method comprises the steps: that (1) gathers papery orthopaedics case information by papery case scanning collection module; (2) gather orthopaedics electronic medical records information by the electronic medical records automatic converting module; (3) gather the orthopaedics image information by the orthopaedics image collecting module; (4) information exchange of above-mentioned steps collection is crossed to internet transmission to the case information shared platform; (5) data sharing platform is collected, is arranged case information, and offers doctor and patient's inquiry.Although technique scheme can be converted to electronic medical records by the papery case, the electronic medical records after conversion is not carried out to verification, once there be the information errors caused because of conversion in the electronic medical records of changing, this mistake just can not be by verification out.When in treatment or research process, if there is wrong information in the electronic medical records of inquiring about for doctor, patient and researchist, can causes to patient mistaken diagnosis in therapeutic process, to clinical research or clinical drug trial, cause test figure inaccurate.
Summary of the invention
Technical matters to be solved by this invention is in prior art, at the papery CRF, be converted in the process of electronic medical records account, owing to the electronic medical records account after conversion not being carried out to information errors in electronic medical records account that verification causes, thereby provide a kind of clinical case data acquisition system (DAS) that electronic medical records account after identification is carried out to verification.
For solving the problems of the technologies described above, the present invention is achieved by the following technical solutions:
A kind of clinical case data acquisition system (DAS), comprise scanister and recognition device, wherein,
Described scanister, for by scanning papery CRF, generating the CRF image, and send to described recognition device to described CRF image;
Described recognition device, receive the CRF image that described scanister sends, and to described CRF image carry out image, the word identifying processing obtains the electronic medical records account; Described recognition device further comprises an OCR module, the 2nd OCR module and correction verification module, wherein,
A described OCR module, to the CRF image carry out image, the word identifying processing obtains the first electronic medical records account, and described the first electronic medical records account is transferred to described correction verification module;
Described the 2nd OCR module, there is the recognizer different from a described OCR module, described CRF image to a described OCR Module recognition carries out image, the word identifying processing obtains the second electronic medical records account, and described the second electronic medical records account is transferred to described correction verification module;
Described correction verification module, for the electronic medical records account is carried out to verification, it further comprises that the electronic medical records account contrasts unit and first and checks unit,
Described electronic medical records account contrast unit, receive the first electronic medical records account, the second electronic medical records account that a described OCR module and described the 2nd OCR module send, electronic medical records account to a described OCR module and described the 2nd OCR module transmission compares verification, after twin check, if described the first electronic medical records account is consistent with described the second electronic medical records account, the formal output using described the first electronic medical records account or described the second electronic medical records account as the first transient state electronic medical records account; Otherwise inconsistent content in described the first electronic medical records account, described the second electronic medical records account is carried out after mark to export to described first and check unit;
Described first checks unit, receive described the first electronic medical records account and described the second electronic medical records account exported after described electronic medical records account contrast unit mark, and the inconsistent content of mark in described the first electronic medical records account and described the second electronic medical records account is carried out to the artificial nucleus to corrigendum, the artificial nucleus is exported as the first transient state electronic medical records account described the first electronic medical records account or described the second electronic medical records account after correcting.
Described correction verification module also comprises that syntax check unit and second checks unit,
Described syntax check unit, receive described the first transient state electronic medical records account, statement in described the first transient state electronic medical records account is carried out to syntax check, if the syntax check result is correctly exported described the first transient state electronic medical records account as the second transient state electronic medical records account; Otherwise check unit by export to described second in described electronic medical records account after the grammar mistake mark is carried out in the incorrect place of syntax check;
Described second checks unit, receive the described first transient state electronic medical records account of the process grammar mistake mark of described syntax check unit transmission, and described the first transient state electronic medical records account is carried out to artificial nucleus couple, using the artificial nucleus to after described the first transient state electronic medical records account as the second transient state electronic medical records account, export.
Described correction verification module also comprises that random intercepting verification unit and the 3rd checks unit, wherein,
Described random intercepting verification unit further comprises random interception module and database,
Described random interception module, receive described the second transient state electronic medical records account, statement in described the second transient state electronic medical records account is carried out to random intercepting and obtain random phrase, and described random phrase is inquired about in described database, if described random phrase is key words, key sentence all or part of, described the second transient state electronic medical records account is exported as final state electronic medical records account; Otherwise the random phrase intercepted in described electronic medical records account is carried out exporting after mark;
Described database, for receiving key words and key sentence and described key words and the key sentence received being stored;
The described the 3rd checks unit, receive described the second transient state electronic medical records account after the mark that described random interception module sends, and it is carried out to artificial nucleus couple, using the artificial nucleus to after described the second transient state electronic medical records account as final state electronic medical records account, export.
Described database further comprises memory module, load module and adaptation module, wherein,
Described memory module, for receiving key words and key sentence and described key words and the key sentence received being stored;
Described load module, for outputing to described memory module by predetermined key words and key sentence;
Described adaptation module, for recording the number of times of described same random phrase accessing database, if number of times surpasses predetermined n time, using described random phrase as key words and key sentence send to described memory module and store.
A kind of clinical case collecting method, comprise the steps,
S0: scan the papery CRF to generate the CRF image, and described CRF image is sent;
S1: receive the CRF image, and to described to the CRF image carry out image, the word identifying processing obtains the first electronic medical records account, described the first electronic medical records account is exported;
S2: the described CRF image of identifying in receiving step S1, and to described CRF image, with being different from, recognizer in step S1 is carried out image, the word identifying processing obtains the second electronic medical records account, and described the second electronic medical records account is exported;
S3: receive described the first electronic medical records account and described the second electronic medical records account, and described the first electronic medical records account and described the second electronic medical records account are compared to verification; If described the first electronic medical records account is consistent with described the second electronic medical records account content, described the first electronic medical records account or described the second electronic medical records account are exported as the first transient state electronic medical records account; Otherwise inconsistent content in described the first electronic medical records account and described the second electronic medical records account is carried out exporting after mark;
S4: receive described the first electronic medical records account and described the second electronic medical records account exported after mark, and the inconsistent content of mark in described the first electronic medical records account and described the second electronic medical records account is carried out to the artificial nucleus to corrigendum, the artificial nucleus is exported as the first transient state electronic medical records account described the first electronic medical records account or described the second electronic medical records account after correcting.
The step that also comprises following syntax check:
S51: receive described the first transient state electronic medical records account, and the statement in described the first transient state electronic medical records account is carried out to syntax check, if the syntax check result is correctly exported described transient state CRF as the second transient state electronic medical records account; Otherwise will in described the first transient state electronic medical records account, through the incorrect place of syntax check, carry out exporting after the grammar mistake mark;
S52: receive described the first transient state electronic medical records account of exporting after the grammar mistake mark, and the content of grammar mistake mark on described the first transient state electronic medical records account is carried out to artificial nucleus couple, using the artificial nucleus to after described the first transient state electronic medical records account as the second transient state electronic medical records account, export.
Also comprise the step that phrase is checked after described syntax check step:
S61: receive described the second transient state electronic medical records account, statement in described the second transient state electronic medical records account is carried out to random intercepting and obtain random phrase, and described random phrase is inquired about in predetermined database, if described random phrase is the key words stored in described database or key sentence all or part of, described the second transient state electronic medical records account is exported as final state electronic medical records account; Otherwise, the described random phrase intercepted in described the second transient state electronic medical records account is carried out after error flag checked in phrase exporting;
S62: receive phrase and check described the second transient state electronic medical records account of exporting after error flag, and the described random phrase that error flag checked in phrase in described the second transient state electronic medical records account is carried out to artificial nucleus couple, using the artificial nucleus to after described the second transient state electronic medical records account as final state electronic medical records account, export.
Database in described step S61 generates according to following steps:
S5 ' 1: store predetermined key words and key sentence into database;
S5 ' 2: record the number of times of described random phrase accessing database, if number of times surpasses predetermined n time, using described random phrase as key words or key sentence store in described database.
Technique scheme of the present invention has the following advantages compared to existing technology:
(1) a kind of clinical case data acquisition system (DAS) of the present invention, correction verification module further comprises electronic medical records account contrast unit, described electronic medical records account contrast unit receives the first electronic medical records account of a described OCR module and described the 2nd OCR module transmission, the second electronic medical records account, electronic medical records account to a described OCR module and described the 2nd OCR module transmission compares verification, after twin check, if described the first electronic medical records account and described the second electronic medical records account are accurate, the first electronic medical records account or the second electronic medical records account are exported as the first transient state electronic medical records account, otherwise by described the first electronic medical records account, in described the second electronic medical records account, inconsistent content is carried out the mark pedestrian's work of going forward side by side and is checked, by the artificial nucleus to after the first electronic medical records account, the second electronic medical records account is with the formal output of final state electronic medical records form.The present invention can effectively reduce the output of wrong electronic medical records account when greatly improving the papery CRF and being converted to the work efficiency of electronic medical records account, has improved identification accuracy and the recognition speed of clinical case data acquisition system (DAS).And a described OCR module and described the 2nd OCR module are identified described papery CRF according to algorithms of different respectively, can make the CRF image obtain described the first electronic medical records account and described the second electronic medical records account under algorithms of different, can increase the accuracy that described electronic medical records account contrast unit compares described the first electronic medical records account and described the second electronic medical records account.
(2) a kind of clinical case data acquisition system (DAS) of the present invention, described correction verification module also comprises the syntax check unit, can carry out syntax check to the statement in described the first transient state electronic medical records account, has further increased the accuracy of identification of system.Described correction verification module also comprises random intercepting verification unit, can intercept and obtain random phrase the statement in described the second transient state electronic medical records account at random, and described random phrase is inquired about in described database, if described random phrase is described key words and key sentence all or part of, described the second transient state electronic medical records account is exported as final state electronic medical records account; Otherwise by the random phrase place mark that intercepts in described electronic medical records account and it is carried out to artificial nucleus couple, by the artificial nucleus to after the output of final state electronic medical records account.The present invention can carry out verification to the accuracy of statement in the second transient state electronic medical records account, has effectively increased the identification accuracy of system.
(3) a kind of clinical case data acquisition system (DAS) of the present invention, described database further comprises memory module, load module and adaptation module, can be according to adaptive input key words and the key sentence of artificial input and system, increase described database data amount, can strengthening system different key words and accurate identification and the verification of key sentence in can be to disparity items in the CRF identifying.
The accompanying drawing explanation
For content of the present invention is more likely to be clearly understood, below in conjunction with accompanying drawing, the present invention is further detailed explanation, wherein,
Fig. 1 is the frame diagram of the clinical case data acquisition system (DAS) of one embodiment of the invention;
Fig. 2 is the process flow diagram of the clinical case collecting method of one embodiment of the invention.
Embodiment
Embodiment 1
The structure of clinical case data acquisition system (DAS) of the present invention, as shown in Figure 1, comprise scanister and recognition device.Wherein,
Described scanister, for by scanning papery CRF, generating the CRF image, and send to described recognition device to described CRF image.Described scanister can be the electronic equipments such as scanner, camera, while adopting high speed scanner or high-speed camera, can improve the picking rate of entire system.
Described recognition device, receive the CRF image that described scanister sends, and to described CRF image carry out image, the word identifying processing obtains the electronic medical records account; Described recognition device further comprises an OCR module, the 2nd OCR module and correction verification module.Wherein,
A described OCR module, adopt an OCR algorithm to the CRF image carry out image, the word identifying processing obtains the first electronic medical records account, and described the first electronic medical records account is transferred to described correction verification module.Described CRF be raw data in clinical research or clinical drug trial and legal document, it has certain form and project, all or part of subject's hand filling in the papery CRF that needs in described project.The described CRF image the present invention is directed to after the subject fills in carries out OCR(Optical Character Recognition optical character identification) obtain the electronic medical records account, complete the conversion of papery data item electronic data.Described OCR module can be analyzed according to algorithm the morphological feature of word, the standard code of judgement word, and being stored as the computer literal presents according to general format, existing OCR technology can have been processed the poor character of printing quality or comparatively general handwritten character.
Described the 2nd OCR module, adopt the 2nd OCR algorithm to the described CRF image of a described OCR Module recognition carry out image, the word identifying processing obtains the second electronic medical records account, and described the second electronic medical records account is transferred to described correction verification module.A described OCR algorithm is different with the 2nd OCR algorithm.A described OCR module and the 2nd OCR module are identified same described CRF image according to algorithms of different respectively, can make the CRF image obtain described the first electronic medical records account and described the second electronic medical records account under algorithms of different, can increase the accuracy that described electronic medical records account contrast unit compares described the first electronic medical records account and described the second electronic medical records account.
Described correction verification module, for the electronic medical records account is carried out to verification, it further comprises that the electronic medical records account contrasts unit and first and checks unit.
Described electronic medical records account contrast unit, receive the first electronic medical records account, the second electronic medical records account that a described OCR module and described the 2nd OCR module send, electronic medical records account to a described OCR module and described the 2nd OCR module transmission compares verification, after twin check, if described the first electronic medical records account is consistent with described the second electronic medical records account, the formal output using described the first electronic medical records account or described the second electronic medical records account as the first transient state electronic medical records account; Otherwise inconsistent content in described the first electronic medical records account, described the second electronic medical records account is carried out after mark to export to described first and check unit.
Described first checks unit, receive described the first electronic medical records account and described the second electronic medical records account exported after described electronic medical records account contrast unit mark, and the inconsistent content of mark in described the first electronic medical records account and described the second electronic medical records account is carried out to the artificial nucleus to corrigendum, the artificial nucleus is exported as the first transient state electronic medical records account described the first electronic medical records account or described the second electronic medical records account after correcting.Described transient state account both can be used as the last output data of the present invention, also can be used as other module input data to carry out further Data correction.The electronic medical records account that described final state account is final output system.
Clinical case data acquisition system (DAS) of the present invention can be when improving the papery CRF and being converted to the work efficiency of electronic medical records account greatly, effectively reduce the output of wrong electronic medical records account, improved identification accuracy and the recognition speed of clinical case data acquisition system (DAS).
As other embodiment of the present invention, on the basis of above-described embodiment, described correction verification module also comprises that syntax check unit and second checks unit.Described syntax check unit, receive the first transient state electronic medical records account of described electronic medical records account contrast unit output, statement in described the first transient state electronic medical records account is carried out to syntax check, if the syntax check result is correctly exported described the first transient state electronic medical records account as the second transient state electronic medical records account; Otherwise check unit by export to described second in described electronic medical records account after the grammar mistake mark is carried out in the incorrect place of syntax check.Described syntax check unit, can carry out syntax check to the statement in described the first transient state electronic medical records account, further increased the accuracy of identification of system.
Described second checks unit, receive the described first transient state electronic medical records account of the process grammar mistake mark of described syntax check unit transmission, and described the first transient state electronic medical records account is carried out to artificial nucleus couple, using the artificial nucleus to after described the first transient state electronic medical records account as the second transient state electronic medical records account, export.
As other embodiment of the present invention, on the basis of above-mentioned any one embodiment, described correction verification module also comprises that random intercepting verification unit and the 3rd checks unit.Wherein, described random intercepting verification unit further comprises random interception module and database.
Described random interception module, receive described the second transient state electronic medical records account, statement in described the second transient state electronic medical records account is carried out to random intercepting and obtain random phrase, and the key word of described random phrase search is carried out to search inquiry in described database, if described random phrase is the key words stored in database, key sentence all or part of, think that random intercepting verification is correct, described the second transient state electronic medical records account is exported as final state electronic medical records account; Otherwise the random phrase intercepted in described electronic medical records account is carried out exporting after mark.
Described database, for receiving key words and key sentence and described key words and the key sentence received being stored, described key words and key sentence are word and the statement in the professional tool books such as traditional Chinese medicine dictionary, Modern Chinese dictionary.
The described the 3rd checks unit, receive described the second transient state electronic medical records account after the mark that described random interception module sends, and it is carried out to artificial nucleus couple, using the artificial nucleus to after described the second transient state electronic medical records account as final state electronic medical records account, export.
The present invention can carry out verification to the accuracy of word and statement in described the second transient state electronic medical records account, has effectively increased the identification accuracy of system.
As the above-mentioned embodiment that comprises the embodiment of the database for storing key words and key sentence of the present invention, described database further comprises memory module, load module and adaptation module.Wherein,
Described memory module, for receiving key words and key sentence and described key words and the key sentence received being stored.
Described load module, for exporting predetermined key words and key sentence to described memory module, word and statement in the reference books such as described traditional Chinese medicine dictionary, Modern Chinese dictionary are input in described load module by described load module.
Described adaptation module, for recording the number of times of described same random phrase accessing database, if number of times surpasses predetermined n time, using described random phrase as key words and key sentence send to described memory module and store.Can be according to adaptive input key words and the key sentence of artificial input and system, increase described database data amount, can strengthening system different key words and accurate identification and the verification of key sentence in can be to disparity items in the CRF identifying.Due to the quantity of medical terminology and huge and along with scientific and technological development medical terminology also in continuous creation, so impossible complete all medical terminologys of storage in database of the present invention, after adopting described adaptation module, can carry out automatically supplementing of system to the key words in described database and key sentence timely according to the key words identified and key sentence, have advantages of that the real-time update applicability is strong.
As other embodiments of the present invention, after described grammer detection module can also be placed on random intercepting verification unit, the transient state electronic medical records account sent for receiving random correction verification module, and it is carried out to the grammer detection.
Embodiment 2
As a kind of clinical case collecting method of the present invention, as shown in Figure 2, it comprises the steps,
S0: scan the papery CRF to generate the CRF image, and described CRF image is sent;
S1: receive the CRF image, and to described to the CRF image carry out image, the word identifying processing obtains the first electronic medical records account, described the first electronic medical records account is exported;
S2: the described CRF image of identifying in receiving step S1, and to described CRF image, with being different from, recognizer in step S1 is carried out image, the word identifying processing obtains the second electronic medical records account, and described the second electronic medical records account is exported;
S3: receive described the first electronic medical records account and described the second electronic medical records account, and described the first electronic medical records account and described the second electronic medical records account are compared to verification; If described the first electronic medical records account is consistent with described the second electronic medical records account content, described the first electronic medical records account or described the second electronic medical records account are exported as the first transient state electronic medical records account; Otherwise inconsistent content in described the first electronic medical records account and described the second electronic medical records account is carried out exporting after mark;
S4: receive described the first electronic medical records account and described the second electronic medical records account exported after mark, and the inconsistent content of mark in described the first electronic medical records account and described the second electronic medical records account is carried out to the artificial nucleus to corrigendum, the artificial nucleus is exported as the final state CRF described the first electronic medical records account or described the second electronic medical records account after correcting.
Collecting method of the present invention can be when improving the papery CRF and being converted to the work efficiency of electronic medical records account greatly, effectively reduce the output of wrong electronic medical records account, improved identification accuracy and the recognition speed of clinical case data acquisition system (DAS).Described step S1 and step S2 are identified described papery CRF according to algorithms of different respectively, can make the CRF image obtain described the first electronic medical records account and described the second electronic medical records account under algorithms of different, can increase the accuracy that described electronic medical records account contrast unit compares described the first electronic medical records account and described the second electronic medical records account.
As other embodiments of the present invention, also comprise the step of syntax check after described step S4.
S51: receive described the first transient state electronic medical records account, and the statement in described the first transient state electronic medical records account is carried out to syntax check, if the syntax check result is correctly exported described transient state CRF as the second transient state electronic medical records account; Otherwise will in described the first transient state electronic medical records account, through the incorrect place of syntax check, carry out exporting after the grammar mistake mark;
S52: receive described the first transient state electronic medical records account of exporting after the grammar mistake mark, and the content of grammar mistake mark on described the first transient state electronic medical records account is carried out to artificial nucleus couple, using the artificial nucleus to after described the first transient state electronic medical records account as the second transient state electronic medical records account, export.Described syntax check step can be carried out syntax check to the statement in described the first electronic medical records account or described the second electronic medical records account, has further increased the accuracy of identification of system.
As other embodiments of the present invention, after described syntax check step, also comprise the step that phrase is checked.
S61: receive described the second transient state electronic medical records account, statement in described the second transient state electronic medical records account is carried out to random intercepting and obtain random phrase, and described random phrase is inquired about in predetermined database, if described random phrase is the key words stored in described database or key sentence all or part of, described the second transient state electronic medical records account is exported as final state electronic medical records account; Otherwise, the described random phrase intercepted in described the second transient state electronic medical records account is carried out after error flag checked in phrase exporting;
S62: receive phrase and check described the second transient state electronic medical records account of exporting after error flag, and the described random phrase that error flag checked in phrase in described the second transient state electronic medical records account is carried out to artificial nucleus couple, using the artificial nucleus to after described the second transient state electronic medical records account as final state electronic medical records account, export.
The present embodiment can carry out verification to the accuracy of statement in the second transient state electronic medical records account, has effectively increased the identification accuracy of system.
Send to the above-mentioned a kind of embodiment that comprises the embodiment of the step that phrase is checked of described memory module storage as key words and key sentence, at this embodiment, the database in described step S61 generates according to following steps.
S5 ' 1: key words and key sentence is pre-stored to database;
S5 ' 2: record the number of times of described random phrase accessing database, if number of times surpasses predetermined n time, using described random phrase as key words or key sentence store in described database.This step can be carried out automatically supplementing of system to the key words in described database and key sentence timely according to the key words identified and key sentence, has advantages of that the real-time update applicability is strong.
Obviously, above-described embodiment is only for example clearly is described, and is not the restriction to embodiment.For those of ordinary skill in the field, can also make other changes in different forms on the basis of the above description.Here exhaustive without also giving all embodiments.And the apparent variation of being extended out thus or change are still among the protection domain in the invention.
Claims (8)
1. a clinical case data acquisition system (DAS), is characterized in that, comprises scanister and recognition device, wherein,
Described scanister, for by scanning papery CRF, generating the CRF image, and send to described recognition device to described CRF image;
Described recognition device, receive the CRF image that described scanister sends, and to described CRF image carry out image, the word identifying processing obtains the electronic medical records account; Described recognition device further comprises an OCR module, the 2nd OCR module and correction verification module, wherein,
A described OCR module, to the CRF image carry out image, the word identifying processing obtains the first electronic medical records account, and described the first electronic medical records account is transferred to described correction verification module;
Described the 2nd OCR module, there is the recognizer different from a described OCR module, described CRF image to a described OCR Module recognition carries out image, the word identifying processing obtains the second electronic medical records account, and described the second electronic medical records account is transferred to described correction verification module;
Described correction verification module, for the electronic medical records account is carried out to verification, it further comprises that the electronic medical records account contrasts unit and first and checks unit,
Described electronic medical records account contrast unit, receive the first electronic medical records account, the second electronic medical records account that a described OCR module and described the 2nd OCR module send, electronic medical records account to a described OCR module and described the 2nd OCR module transmission compares verification, after twin check, if described the first electronic medical records account is consistent with described the second electronic medical records account, the formal output using described the first electronic medical records account or described the second electronic medical records account as the first transient state electronic medical records account; Otherwise inconsistent content in described the first electronic medical records account, described the second electronic medical records account is carried out after mark to export to described first and check unit;
Described first checks unit, receive described the first electronic medical records account and described the second electronic medical records account exported after described electronic medical records account contrast unit mark, and the inconsistent content of mark in described the first electronic medical records account and described the second electronic medical records account is carried out to the artificial nucleus to corrigendum, the artificial nucleus is exported as the first transient state electronic medical records account described the first electronic medical records account or described the second electronic medical records account after correcting.
2. a kind of clinical case data acquisition system (DAS) according to claim 1, is characterized in that, described correction verification module also comprises that syntax check unit and second checks unit,
Described syntax check unit, receive described the first transient state electronic medical records account, statement in described the first transient state electronic medical records account is carried out to syntax check, if the syntax check result is correctly exported described the first transient state electronic medical records account as the second transient state electronic medical records account; Otherwise check unit by export to described second in described electronic medical records account after the grammar mistake mark is carried out in the incorrect place of syntax check;
Described second checks unit, receive the described first transient state electronic medical records account of the process grammar mistake mark of described syntax check unit transmission, and described the first transient state electronic medical records account is carried out to artificial nucleus couple, using the artificial nucleus to after described the first transient state electronic medical records account as the second transient state electronic medical records account, export.
3. a kind of clinical case data acquisition system (DAS) according to claim 2, is characterized in that, described correction verification module also comprises that random intercepting verification unit and the 3rd checks unit, wherein,
Described random intercepting verification unit further comprises random interception module and database,
Described random interception module, receive described the second transient state electronic medical records account, statement in described the second transient state electronic medical records account is carried out to random intercepting and obtain random phrase, and described random phrase is inquired about in described database, if described random phrase is key words, key sentence all or part of, described the second transient state electronic medical records account is exported as final state electronic medical records account; Otherwise the random phrase intercepted in described electronic medical records account is carried out exporting after mark;
Described database, for receiving key words and key sentence and described key words and the key sentence received being stored;
The described the 3rd checks unit, receive described the second transient state electronic medical records account after the mark that described random interception module sends, and it is carried out to artificial nucleus couple, using the artificial nucleus to after described the second transient state electronic medical records account as final state electronic medical records account, export.
4. a kind of clinical case data acquisition system (DAS) according to claim 3, is characterized in that, described database further comprises memory module, load module and adaptation module, wherein,
Described memory module, for receiving key words and key sentence and described key words and the key sentence received being stored;
Described load module, for outputing to described memory module by predetermined key words and key sentence;
Described adaptation module, for recording the number of times of described same random phrase accessing database, if number of times surpasses predetermined n time, using described random phrase as key words and key sentence send to described memory module and store.
5. a clinical case collecting method, is characterized in that, comprise the steps,
S0: scan the papery CRF to generate the CRF image, and described CRF image is sent;
S1: receive the CRF image, and to described to the CRF image carry out image, the word identifying processing obtains the first electronic medical records account, described the first electronic medical records account is exported;
S2: the described CRF image of identifying in receiving step S1, and to described CRF image, with being different from, recognizer in step S1 is carried out image, the word identifying processing obtains the second electronic medical records account, and described the second electronic medical records account is exported;
S3: receive described the first electronic medical records account and described the second electronic medical records account, and described the first electronic medical records account and described the second electronic medical records account are compared to verification; If described the first electronic medical records account is consistent with described the second electronic medical records account content, described the first electronic medical records account or described the second electronic medical records account are exported as the first transient state electronic medical records account; Otherwise inconsistent content in described the first electronic medical records account and described the second electronic medical records account is carried out exporting after mark;
S4: receive described the first electronic medical records account and described the second electronic medical records account exported after mark, and the inconsistent content of mark in described the first electronic medical records account and described the second electronic medical records account is carried out to the artificial nucleus to corrigendum, the artificial nucleus is exported as the first transient state electronic medical records account described the first electronic medical records account or described the second electronic medical records account after correcting.
6. a kind of clinical case collecting method according to claim 5, is characterized in that, also comprises the step of following syntax check:
S51: receive described the first transient state electronic medical records account, and the statement in described the first transient state electronic medical records account is carried out to syntax check, if the syntax check result is correctly exported described transient state CRF as the second transient state electronic medical records account; Otherwise will in described the first transient state electronic medical records account, through the incorrect place of syntax check, carry out exporting after the grammar mistake mark;
S52: receive described the first transient state electronic medical records account of exporting after the grammar mistake mark, and the content of grammar mistake mark on described the first transient state electronic medical records account is carried out to artificial nucleus couple, using the artificial nucleus to after described the first transient state electronic medical records account as the second transient state electronic medical records account, export.
7. a kind of clinical case collecting method according to claim 6, is characterized in that, also comprises the step that phrase is checked after described syntax check step:
S61: receive described the second transient state electronic medical records account, statement in described the second transient state electronic medical records account is carried out to random intercepting and obtain random phrase, and described random phrase is inquired about in predetermined database, if described random phrase is the key words stored in described database or key sentence all or part of, described the second transient state electronic medical records account is exported as final state electronic medical records account; Otherwise, the described random phrase intercepted in described the second transient state electronic medical records account is carried out after error flag checked in phrase exporting;
S62: receive phrase and check described the second transient state electronic medical records account of exporting after error flag, and the described random phrase that error flag checked in phrase in described the second transient state electronic medical records account is carried out to artificial nucleus couple, using the artificial nucleus to after described the second transient state electronic medical records account as final state electronic medical records account, export.
8. a kind of clinical case collecting method according to claim 7, is characterized in that, the database in described step S61 generates according to following steps:
S5 ' 1: store predetermined key words and key sentence into database;
S5 ' 2: record the number of times of described random phrase accessing database, if number of times surpasses predetermined n time, using described random phrase as key words or key sentence store in described database.
Priority Applications (4)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN201511021525.4A CN105468929B (en) | 2013-07-17 | 2013-07-17 | Clinical case data collecting system and acquisition method |
CN201511021528.8A CN105550524B (en) | 2013-07-17 | 2013-07-17 | A kind of clinical case data collecting system and acquisition method |
CN201511026452.8A CN105608325B (en) | 2013-07-17 | 2013-07-17 | Novel clinical case data collecting system and acquisition method |
CN201310300966.2A CN103425975B (en) | 2013-07-17 | 2013-07-17 | A kind of clinical case data collecting system and acquisition method |
Applications Claiming Priority (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN201310300966.2A CN103425975B (en) | 2013-07-17 | 2013-07-17 | A kind of clinical case data collecting system and acquisition method |
Related Child Applications (3)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
CN201511021528.8A Division CN105550524B (en) | 2013-07-17 | 2013-07-17 | A kind of clinical case data collecting system and acquisition method |
CN201511021525.4A Division CN105468929B (en) | 2013-07-17 | 2013-07-17 | Clinical case data collecting system and acquisition method |
CN201511026452.8A Division CN105608325B (en) | 2013-07-17 | 2013-07-17 | Novel clinical case data collecting system and acquisition method |
Publications (2)
Publication Number | Publication Date |
---|---|
CN103425975A true CN103425975A (en) | 2013-12-04 |
CN103425975B CN103425975B (en) | 2016-05-18 |
Family
ID=49650686
Family Applications (4)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
CN201511021528.8A Expired - Fee Related CN105550524B (en) | 2013-07-17 | 2013-07-17 | A kind of clinical case data collecting system and acquisition method |
CN201310300966.2A Expired - Fee Related CN103425975B (en) | 2013-07-17 | 2013-07-17 | A kind of clinical case data collecting system and acquisition method |
CN201511026452.8A Active CN105608325B (en) | 2013-07-17 | 2013-07-17 | Novel clinical case data collecting system and acquisition method |
CN201511021525.4A Expired - Fee Related CN105468929B (en) | 2013-07-17 | 2013-07-17 | Clinical case data collecting system and acquisition method |
Family Applications Before (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
CN201511021528.8A Expired - Fee Related CN105550524B (en) | 2013-07-17 | 2013-07-17 | A kind of clinical case data collecting system and acquisition method |
Family Applications After (2)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
CN201511026452.8A Active CN105608325B (en) | 2013-07-17 | 2013-07-17 | Novel clinical case data collecting system and acquisition method |
CN201511021525.4A Expired - Fee Related CN105468929B (en) | 2013-07-17 | 2013-07-17 | Clinical case data collecting system and acquisition method |
Country Status (1)
Country | Link |
---|---|
CN (4) | CN105550524B (en) |
Cited By (14)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN104915668A (en) * | 2015-05-29 | 2015-09-16 | 深圳泓数科技有限公司 | Character information identification method for medical image and device thereof |
CN105786934A (en) * | 2014-12-26 | 2016-07-20 | 北大医疗信息技术有限公司 | Method and system for processing medical record document |
CN107145734A (en) * | 2017-05-04 | 2017-09-08 | 深圳市联新移动医疗科技有限公司 | A kind of automatic acquisition of medical data and input method and its system |
CN107609077A (en) * | 2017-09-04 | 2018-01-19 | 中国核工业第五建设有限公司 | Wlding approaches to IM |
CN107767929A (en) * | 2017-11-13 | 2018-03-06 | 医渡云(北京)技术有限公司 | CRF filling method, device, electronic equipment and storage medium |
CN108597565A (en) * | 2018-04-11 | 2018-09-28 | 浙江大学 | It is a kind of that method of calibration is cooperateed with the clinical queuing data of name entity extraction technology based on OCR |
CN109102844A (en) * | 2018-08-24 | 2018-12-28 | 北京锐客科技有限公司 | A kind of clinical test source data automatic Verification method |
CN109583358A (en) * | 2018-11-26 | 2019-04-05 | 广东智源信息技术有限公司 | A kind of Medical Surveillance fast accurate enforcement approach |
CN109616166A (en) * | 2018-11-09 | 2019-04-12 | 金色熊猫有限公司 | Medical data registration management method and device, electronic equipment, storage medium |
CN109979547A (en) * | 2019-04-08 | 2019-07-05 | 皮敏 | A kind of novel clinical case data collection system and acquisition method |
CN110490185A (en) * | 2019-08-23 | 2019-11-22 | 北京工业大学 | One kind identifying improved method based on repeatedly comparison correction OCR card information |
CN112116968A (en) * | 2019-06-21 | 2020-12-22 | 上海交通大学医学院附属瑞金医院 | Medical examination report recognition method, device, equipment and storage medium |
CN112308070A (en) * | 2020-10-30 | 2021-02-02 | 深圳前海微众银行股份有限公司 | Certificate information identification method and device, equipment and computer readable storage medium |
CN113052557A (en) * | 2021-03-30 | 2021-06-29 | 贵州数智联云工程科技有限公司 | Three-dimensional model generation and analysis system and method for approval |
Families Citing this family (5)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN107833600A (en) * | 2017-10-25 | 2018-03-23 | 医渡云(北京)技术有限公司 | Medical data typing check method and device, storage medium, electronic equipment |
CN107767924A (en) * | 2017-11-13 | 2018-03-06 | 医渡云(北京)技术有限公司 | Initial data checking method, device, electronic equipment and storage medium |
CN109919253A (en) * | 2019-03-27 | 2019-06-21 | 北京爱数智慧科技有限公司 | Character identifying method, device, equipment and computer-readable medium |
CN110675924B (en) * | 2019-08-19 | 2023-03-10 | 医渡云(北京)技术有限公司 | Method and device for automatically generating case report table, readable medium and electronic equipment |
CN113724825A (en) * | 2021-09-06 | 2021-11-30 | 浙江海心智惠科技有限公司 | Medical record OCR-based patient and education video diagnosis and treatment scheme selecting and matching system |
Citations (3)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN1116342A (en) * | 1994-07-08 | 1996-02-07 | 唐武 | Chinese automatic proofreading method and system thereof |
US20080159589A1 (en) * | 2003-02-19 | 2008-07-03 | Alcatel Lucent | Method of optically recognizing postal articles using a plurality of images |
CN101887519A (en) * | 2010-08-16 | 2010-11-17 | 同方知网(北京)技术有限公司 | Character recognition and modification method |
Family Cites Families (12)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
JP2000132635A (en) * | 1998-10-29 | 2000-05-12 | Hitachi Ltd | Recognizing data confirming method |
JP2002157545A (en) * | 2000-11-22 | 2002-05-31 | Nippon Express Co Ltd | Method for reading and transferring document |
CN100556062C (en) * | 2007-01-10 | 2009-10-28 | 刘强 | Based on the method for multiple OCR scheme combination verification with accurate extraction numeral |
JP2009146340A (en) * | 2007-12-18 | 2009-07-02 | Konica Minolta Medical & Graphic Inc | Medical image system, examination order generation device and program |
US8954339B2 (en) * | 2007-12-21 | 2015-02-10 | Koninklijke Philips N.V. | Detection of errors in the inference engine of a clinical decision support system |
CN101236579A (en) * | 2008-02-20 | 2008-08-06 | 杭州创业软件股份有限公司 | Dynamic structured electronic patient history |
CN101615225A (en) * | 2009-05-25 | 2009-12-30 | 刘晓峰 | Portable individual electronic medical record and read-write device matched with same |
KR20100133663A (en) * | 2009-06-12 | 2010-12-22 | 김혁만 | Apparatus and method for generating electronic case report form, system and method for servicing clinical trial by using it |
CN101710369A (en) * | 2009-12-18 | 2010-05-19 | 北京华大智宝电子系统有限公司 | Electronic medical record system for assisting in diagnosis and treatment and running method thereof |
CN101984448A (en) * | 2010-12-24 | 2011-03-09 | 中山大学孙逸仙纪念医院 | Electronic medical record database system |
CN201996534U (en) * | 2011-03-18 | 2011-10-05 | 车飞沦 | Clinical medical intelligent diagnosis and treatment system |
CN102999698A (en) * | 2012-11-21 | 2013-03-27 | 无锡市妇幼保健院 | System and method for managing potential critical diseases |
-
2013
- 2013-07-17 CN CN201511021528.8A patent/CN105550524B/en not_active Expired - Fee Related
- 2013-07-17 CN CN201310300966.2A patent/CN103425975B/en not_active Expired - Fee Related
- 2013-07-17 CN CN201511026452.8A patent/CN105608325B/en active Active
- 2013-07-17 CN CN201511021525.4A patent/CN105468929B/en not_active Expired - Fee Related
Patent Citations (3)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN1116342A (en) * | 1994-07-08 | 1996-02-07 | 唐武 | Chinese automatic proofreading method and system thereof |
US20080159589A1 (en) * | 2003-02-19 | 2008-07-03 | Alcatel Lucent | Method of optically recognizing postal articles using a plurality of images |
CN101887519A (en) * | 2010-08-16 | 2010-11-17 | 同方知网(北京)技术有限公司 | Character recognition and modification method |
Non-Patent Citations (1)
Title |
---|
闫秀峰 等: "《与中医结构化电子病历相结合的e_CRF研制思路与结合方式》", 《中国数字医学》, no. 03, 31 December 2010 (2010-12-31), pages 27 - 31 * |
Cited By (21)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN105786934A (en) * | 2014-12-26 | 2016-07-20 | 北大医疗信息技术有限公司 | Method and system for processing medical record document |
CN105786934B (en) * | 2014-12-26 | 2020-06-12 | 北大医疗信息技术有限公司 | Medical record document defect processing method and system |
CN104915668B (en) * | 2015-05-29 | 2019-02-26 | 深圳市红源资产管理有限公司 | Text information recognition methods and device in medical image |
CN104915668A (en) * | 2015-05-29 | 2015-09-16 | 深圳泓数科技有限公司 | Character information identification method for medical image and device thereof |
CN107145734A (en) * | 2017-05-04 | 2017-09-08 | 深圳市联新移动医疗科技有限公司 | A kind of automatic acquisition of medical data and input method and its system |
CN107145734B (en) * | 2017-05-04 | 2020-08-28 | 深圳市联新移动医疗科技有限公司 | Automatic medical data acquisition and entry method and system |
CN107609077A (en) * | 2017-09-04 | 2018-01-19 | 中国核工业第五建设有限公司 | Wlding approaches to IM |
CN107767929B (en) * | 2017-11-13 | 2024-04-05 | 医渡云(北京)技术有限公司 | Case report form filling method and device, electronic equipment and storage medium |
CN107767929A (en) * | 2017-11-13 | 2018-03-06 | 医渡云(北京)技术有限公司 | CRF filling method, device, electronic equipment and storage medium |
CN108597565A (en) * | 2018-04-11 | 2018-09-28 | 浙江大学 | It is a kind of that method of calibration is cooperateed with the clinical queuing data of name entity extraction technology based on OCR |
CN108597565B (en) * | 2018-04-11 | 2021-07-02 | 浙江大学 | Clinical queue data collaborative verification method based on OCR and named entity extraction technology |
CN109102844A (en) * | 2018-08-24 | 2018-12-28 | 北京锐客科技有限公司 | A kind of clinical test source data automatic Verification method |
CN109102844B (en) * | 2018-08-24 | 2022-02-15 | 北京锐客科技有限公司 | Automatic calibration method for clinical test source data |
CN109616166A (en) * | 2018-11-09 | 2019-04-12 | 金色熊猫有限公司 | Medical data registration management method and device, electronic equipment, storage medium |
CN109583358A (en) * | 2018-11-26 | 2019-04-05 | 广东智源信息技术有限公司 | A kind of Medical Surveillance fast accurate enforcement approach |
CN109979547A (en) * | 2019-04-08 | 2019-07-05 | 皮敏 | A kind of novel clinical case data collection system and acquisition method |
CN112116968A (en) * | 2019-06-21 | 2020-12-22 | 上海交通大学医学院附属瑞金医院 | Medical examination report recognition method, device, equipment and storage medium |
CN110490185A (en) * | 2019-08-23 | 2019-11-22 | 北京工业大学 | One kind identifying improved method based on repeatedly comparison correction OCR card information |
CN112308070A (en) * | 2020-10-30 | 2021-02-02 | 深圳前海微众银行股份有限公司 | Certificate information identification method and device, equipment and computer readable storage medium |
CN112308070B (en) * | 2020-10-30 | 2024-04-26 | 深圳前海微众银行股份有限公司 | Identification method and device for certificate information, equipment and computer readable storage medium |
CN113052557A (en) * | 2021-03-30 | 2021-06-29 | 贵州数智联云工程科技有限公司 | Three-dimensional model generation and analysis system and method for approval |
Also Published As
Publication number | Publication date |
---|---|
CN105550524B (en) | 2018-02-13 |
CN105608325B (en) | 2018-05-15 |
CN105608325A (en) | 2016-05-25 |
CN105550524A (en) | 2016-05-04 |
CN105468929B (en) | 2018-01-02 |
CN105468929A (en) | 2016-04-06 |
CN103425975B (en) | 2016-05-18 |
Similar Documents
Publication | Publication Date | Title |
---|---|---|
CN103425975A (en) | System and method for acquiring clinical case data | |
US10482174B1 (en) | Systems and methods for identifying form fields | |
US20220004878A1 (en) | Systems and methods for synthetic document and data generation | |
US11416531B2 (en) | Systems and methods for parsing log files using classification and a plurality of neural networks | |
US10049096B2 (en) | System and method of template creation for a data extraction tool | |
CN103413261A (en) | General clinical test electronic data acquiring system and method | |
US20160210426A1 (en) | Method of classifying medical documents | |
CN111144210B (en) | Image structuring processing method and device, storage medium and electronic equipment | |
CN109949938A (en) | For by the non-standard standardized method and device of title of medical treatment | |
CN111090641A (en) | Data processing method and device, electronic equipment and storage medium | |
CN113241138B (en) | Medical event information extraction method and device, computer equipment and storage medium | |
CN103425976A (en) | System and method for recognizing clinical case report forms | |
Chen et al. | Encoding implicit relation requirements for relation extraction: A joint inference approach | |
CN101520778A (en) | Apparatus and method for determing parts-of-speech in chinese | |
CN113158988A (en) | Financial statement processing method and device and computer readable storage medium | |
EP3640861A1 (en) | Systems and methods for parsing log files using classification and a plurality of neural networks | |
CN112418204A (en) | Text recognition method, system and computer medium based on paper document | |
CA3162733A1 (en) | Extracting key value pairs using positional coordinates | |
CN114612919A (en) | Bill information processing system, method and device | |
CN113722421A (en) | Contract auditing method and system and computer readable storage medium | |
KR20140123647A (en) | System for analyzing intellectual property | |
CN1704932A (en) | Extendible marked language key constraint verification method based on structural analysis | |
CN113936787A (en) | Method and tool for realizing hospital diagnosis service data splitting and correcting | |
KR101522581B1 (en) | Dictionary database device and the driving method thereof | |
CN115841101A (en) | Table data generation method and device |
Legal Events
Date | Code | Title | Description |
---|---|---|---|
C06 | Publication | ||
PB01 | Publication | ||
C10 | Entry into substantive examination | ||
SE01 | Entry into force of request for substantive examination | ||
C14 | Grant of patent or utility model | ||
GR01 | Patent grant | ||
CF01 | Termination of patent right due to non-payment of annual fee |
Granted publication date: 20160518 |