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CN111128323A - Medical electronic case labeling method, device, equipment and storage medium - Google Patents

Medical electronic case labeling method, device, equipment and storage medium
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Publication number
CN111128323A
CN111128323ACN201911311634.8ACN201911311634ACN111128323ACN 111128323 ACN111128323 ACN 111128323ACN 201911311634 ACN201911311634 ACN 201911311634ACN 111128323 ACN111128323 ACN 111128323A
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China
Prior art keywords
labeled
label
text
tag
user
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CN201911311634.8A
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Chinese (zh)
Inventor
刘凯强
黄硕
江正义
袁丁
程龙龙
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China Power Data Service Co Ltd
Zhongdian Yunnao (tianjin) Technology Co Ltd
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China Power Data Service Co Ltd
Zhongdian Yunnao (tianjin) Technology Co Ltd
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Priority to CN201911311634.8ApriorityCriticalpatent/CN111128323A/en
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Abstract

The disclosure provides a labeling method, a labeling device, labeling equipment and a labeling storage medium for medical electronic cases. The method comprises the following steps: displaying an operation interface, wherein the operation interface comprises a text to be labeled in a medical record text; responding to the selection operation of the user on the fields in the text to be labeled, and determining the fields to be labeled; responding to the selection operation of a user on the labels in the label set, and determining the selected labels as the labels of the fields to be labeled; and correspondingly displaying the field to be marked and the corresponding label. Therefore, in the method and the device, the operation interface is provided, the text to be labeled is displayed in the operation interface, the user labels in a mode of selecting the label, the problem that the user manually inputs the label is solved, meanwhile, the user does not need to care about the position of each label in the labeling sequence, the label can be automatically stored in the label sequence, the user operation is simplified, the labeling efficiency is improved, and the label and the field to be labeled are correspondingly displayed, so that the user can conveniently check and confirm the labeling result.

Description

Medical electronic case labeling method, device, equipment and storage medium
Technical Field
The present disclosure relates to the field of computer processing technologies, and in particular, to a method, an apparatus, a device, and a storage medium for labeling medical electronic cases.
Background
With the rapid development of internet technology, electronic medical cases are replacing handwritten medical records, and become an important part of hospital systems. The medical electronic medical record comprises a plurality of basic operations, and the label of the medical electronic medical record is one of the basic operations. For example, the name of the medicine, the name of the disease, etc. in the medical electronic medical record are labeled.
In the prior art, the labeling of medical electronic cases requires manual labeling by a user, each medical electronic medical record has a labeling sequence with a corresponding length, and the labeling sequence is used for storing a label to be labeled. When the labeling is performed, firstly, a user needs to check the content of each field in the medical electronic medical record, and then manually input a label corresponding to the field at a position corresponding to the field in a labeling sequence. Under the condition that a large number of medical electronic medical records need to be labeled, the labeling method in the prior art is complex in operation and low in labeling efficiency. Therefore, a new method for solving the above problems is urgently needed.
Disclosure of Invention
The present disclosure aims to provide a method and an apparatus for labeling a medical electronic case, so as to solve the problems of complicated operation and low labeling efficiency of the labeling method.
In a first aspect, the present disclosure provides a method for annotating a medical electronic case, the method comprising:
displaying an operation interface, wherein the operation interface comprises a text to be labeled in a medical record text;
responding to the selection operation of the user on the fields in the text to be labeled, and determining the fields to be labeled;
responding to the selection operation of a user on the labels in the label set, determining the selected labels as the labels of the fields to be labeled, and storing the selected labels to the positions corresponding to the fields to be labeled in the texts to be labeled;
and correspondingly displaying the field to be marked and the corresponding label.
In one embodiment, for each field to be labeled, the corresponding label of the field to be labeled is displayed in a specified display range based on the display position of the field to be labeled.
In one embodiment, the text to be labeled is segmented;
processing the word segmentation based on a pre-trained labeling model, and identifying a label corresponding to each field in the text to be labeled, wherein the labeling model is obtained by training in advance according to a training sample with the label;
the operation interface further comprises: and labels corresponding to all fields in the text to be labeled.
In one embodiment, each tag in the set of tags has a corresponding rendering effect, and the rendering effects of different tags are different.
In one embodiment, the rendering effect of the user-selected tag is altered in response to a user editing operation on the tag rendering effect.
In one embodiment, in response to an operation instruction of a user on a selected label, performing corresponding operation on the selected label; wherein the operation indication comprises at least one of: an indication of a first modified tag content, an indication of a first deleted tag.
In one embodiment, in response to an operation instruction of a user on a labelset, performing corresponding operation on the labelset; wherein the operation indication comprises at least one of: a second indication to modify the tag content, a second indication to delete the tag, an indication to add a new tag.
In one embodiment, information in an extensible markup language (XML) file is traversed;
and filtering specified information in the XML file information by adopting a regular matching mode to obtain a text to be labeled in the medical record text.
In one embodiment, the number of the labeled case texts is counted;
and displaying the working progress of the labeling tasks according to the quantity.
In one embodiment, counting the labeling progress of the completed labeling in the text to be labeled;
and displaying the labeling progress of the completed labeling in the text to be labeled.
In a second aspect, the present disclosure provides a labeling apparatus for medical electronic medical records, the apparatus comprising:
the display operation interface module is used for displaying an operation interface, wherein the operation interface comprises a text to be labeled in a medical record text;
the field to be marked determining module is used for responding to the selection operation of the user on the field in the text to be marked and determining the field to be marked;
the label determining module is used for responding to the selection operation of a user on the labels in the label set, determining the selected labels as the labels of the fields to be labeled, and storing the selected labels to the positions, corresponding to the fields to be labeled, in the text to be labeled;
and the display module is used for correspondingly displaying the field to be marked and the corresponding label.
In one embodiment, for each field to be labeled, the corresponding label of the field to be labeled is displayed in a specified display range based on the display position of the field to be labeled.
In one embodiment, the apparatus further comprises:
the word segmentation module is used for segmenting the text to be labeled;
the recognition module is used for processing the word segmentation based on a pre-trained labeling model and recognizing a label corresponding to each field in the text to be labeled, wherein the labeling model is obtained by training in advance according to a training sample with the label;
the display operation interface module is used for displaying an operation interface, and the operation interface further comprises: and labels corresponding to all fields in the text to be labeled.
In one embodiment, each tag in the set of tags has a corresponding rendering effect, and the rendering effects of different tags are different.
In one embodiment, the apparatus further comprises:
and the rendering effect changing module is used for responding to the editing operation of the user on the rendering effect of the label and changing the rendering effect of the label selected by the user.
In one embodiment, the apparatus further comprises:
the corresponding operation module is used for responding to the operation instruction of the user on the selected label and performing corresponding operation on the selected label; wherein the operation indication comprises at least one of: an indication of a first modified tag content, an indication of a first deleted tag.
In one embodiment, the apparatus further comprises:
the tag set operation module is used for responding to an operation instruction of a user on a tag set and carrying out corresponding operation on the tag set; wherein the operation indication comprises at least one of: a second indication to modify the tag content, a second indication to delete the tag, an indication to add a new tag.
In one embodiment, the apparatus further comprises:
the traversal module is used for traversing the information in the extensible markup language XML file;
and the filtering module is used for filtering the specified information in the XML file information by adopting a regular matching mode to obtain the text to be labeled in the medical record text.
In one embodiment, the apparatus further comprises:
the quantity counting module is used for counting the quantity of the case texts which are labeled;
and the working progress display module is used for displaying the working progress of the labeling tasks according to the quantity.
In one embodiment, the apparatus further comprises:
the marking progress counting module is used for counting the marking progress of the marked text;
and the annotation progress display module is used for displaying the annotation progress of the completed annotation in the text to be annotated.
According to a third aspect of the embodiments of the present disclosure, there is provided an electronic apparatus including:
a processor;
a computer storage medium for storing the processor-executable instructions;
wherein the processor is configured to execute the instructions to implement the method for annotating a medical electronic medical record according to the first aspect.
According to a fourth aspect provided by the embodiments of the present disclosure, a computer storage medium is provided, which stores computer executable instructions for performing the labeling method of the medical electronic medical record as described in the first aspect.
The technical scheme provided by the embodiment of the disclosure at least brings the following beneficial effects:
the disclosure provides a labeling method, a labeling device, labeling equipment and a labeling storage medium for medical electronic cases. The method comprises the following steps: displaying an operation interface, wherein the operation interface comprises a text to be labeled in a medical record text; responding to the selection operation of the user on the fields in the text to be labeled, and determining the fields to be labeled; responding to the selection operation of a user on the labels in the label set, determining the selected labels as the labels of the fields to be labeled, and storing the selected labels to the positions corresponding to the fields to be labeled in the texts to be labeled; and correspondingly displaying the field to be marked and the corresponding label. Therefore, in the method and the device, the operation interface is provided, the text to be labeled is displayed in the operation interface, the user labels in a mode of selecting the label, the problem that the user manually inputs the label is solved, meanwhile, the user does not need to care about the position of each label in the labeling sequence, the label can be automatically stored in the label sequence, the user operation is simplified, the labeling efficiency is improved, and the label and the field to be labeled are correspondingly displayed, so that the user can conveniently check and confirm the labeling result.
It is to be understood that both the foregoing general description and the following detailed description are exemplary and explanatory only and are not restrictive of the disclosure.
Drawings
The accompanying drawings, which are incorporated in and constitute a part of this specification, illustrate embodiments consistent with the present disclosure and, together with the description, serve to explain the principles of the disclosure and are not to be construed as limiting the disclosure.
FIG. 1 is a schematic diagram of a suitable scenario in accordance with an embodiment of the present disclosure;
FIG. 2 is a flow chart illustrating a method for annotating medical electronic medical records according to an embodiment of the present disclosure;
FIG. 3 is one of the schematic diagrams of a display interface according to one embodiment of the present disclosure;
FIG. 4 is a second schematic diagram of a display interface according to an embodiment of the present disclosure;
FIG. 5 is a third schematic diagram of a display interface according to an embodiment of the present disclosure;
FIG. 6 is a fourth schematic diagram of a display interface according to one embodiment of the present disclosure;
FIG. 7 is a fifth schematic view of a display interface according to one embodiment of the present disclosure;
FIG. 8 is a schematic view of a tag operating interface according to one embodiment of the present disclosure;
FIG. 9 is a sixth schematic view of a display interface according to one embodiment of the present disclosure;
FIG. 10 is a seventh schematic view of a display interface according to one embodiment of the present disclosure;
FIG. 11 is an eighth schematic view of a display interface according to one embodiment of the present disclosure;
FIG. 12 is a ninth illustration of a schematic diagram of a display interface, according to one embodiment of the present disclosure;
FIG. 13 is ten of a schematic diagram of a display interface according to one embodiment of the present disclosure;
FIG. 14 is a schematic view of a medical electronic medical record annotation device according to one embodiment of the present disclosure;
fig. 15 is a schematic structural diagram of a medical electronic device according to an embodiment of the present disclosure.
Detailed Description
To make the objects, technical solutions and advantages of the present disclosure more clear, the present disclosure will be described in further detail with reference to the accompanying drawings, and it is apparent that the described embodiments are only a part of the embodiments of the present disclosure, not all of the embodiments. All other embodiments, which can be derived by one of ordinary skill in the art from the embodiments disclosed herein without making any creative effort, shall fall within the scope of protection of the present disclosure.
The term "plurality" in the embodiments of the present disclosure means two or more, and other terms are used similarly, it being understood that the preferred embodiments described herein are only for illustrating and explaining the present disclosure, and are not intended to limit the present disclosure, and that the embodiments and features of the embodiments in the present disclosure may be combined with each other without conflict.
As described in the background art, in the prior art, the label display interface of the electronic case is very messy, which is inconvenient for the user to view and operate, and brings great inconvenience to the work of the user.
In view of the above, the present disclosure provides a method, an apparatus, and a storage medium for labeling a medical electronic case.
The application scenario of the method for labeling the medical electronic case provided by the disclosure is as follows:
fig. 1 is a schematic diagram of an applicable scenario in the embodiment of the present disclosure. The application scene comprises a terminal 10 and aserver 11, wherein theserver 11 performs word segmentation on a text to be labeled, processes the word segmentation based on a pre-trained labeling model, and automatically identifies a label corresponding to each field in the text to be labeled. Then, the terminal 10 displays the text to be labeled and the labels corresponding to the fields thereof in the operation interface so that the user can check and edit the automatic identification result. The user can change and fill the text to be labeled and the corresponding label displayed in the operation interface, so as to ensure the accuracy of the final labeling.
Of course, in implementation, the terminal 10 may automatically recognize the tag, and theserver 11 may store the labeling result. While the operations performed by theserver 11 and the terminal 10 can be determined according to actual requirements, the embodiment of fig. 1 is only used to illustrate the solutions provided by the embodiments of the present application.
The following describes the scheme provided by the present disclosure in detail with reference to the accompanying drawings, and fig. 2 is a schematic flow chart of the labeling method for the medical electronic medical record, which may include the following steps:
step 201: displaying an operation interface, wherein the operation interface comprises a text to be labeled in a medical record text;
step 202: responding to the selection operation of the user on the fields in the text to be labeled, and determining the fields to be labeled;
step 203: responding to the selection operation of a user on the labels in the label set, determining the selected labels as the labels of the fields to be labeled, and storing the selected labels to the positions corresponding to the fields to be labeled in the texts to be labeled;
the tab set may be displayed in the area of the tab set in the interface at all times, as shown in fig. 3, or may pop up for user selection after the user selects a segment of the field, as shown in fig. 4.
Step 204: and correspondingly displaying the field to be marked and the corresponding label.
Therefore, the field to be marked is determined by responding to the selection operation of the user on the field in the text to be marked, the selected label is determined as the label of the field to be marked and the label corresponding to the field to be marked are correspondingly displayed by responding to the selection operation of the user on the label in the label set, so that the text to be marked is displayed in the operation interface by providing the operation interface in the public provision, the user marks the label by selecting the label, the problem of manual label input by the user is solved, meanwhile, the user does not need to care about the position of each label in the marking sequence, the label can be automatically stored in the label sequence, the user operation is simplified, the marking efficiency is improved, and the label and the field to be marked are correspondingly displayed, so that the user can conveniently check, operate and confirm the marking effect.
Regarding how to display instep 204, in an embodiment, for each field to be labeled, the corresponding tag of the field to be labeled is displayed in a specified display range based on the display position of the field to be labeled. The display interface diagram shown in fig. 5 may include four corresponding display modes:
mode 1: the label 1 is above the field to be marked;
mode 2: the label 2 is arranged below the field to be marked;
mode 3: the label 3 is on the left of the field to be labeled;
mode 4: tag 4 is to the right of its field to be marked.
Therefore, the user can conveniently view and operate in the display mode.
In one embodiment, as described above, the tags for each field may be automatically identified, thereby reducing the labeling effort. In the present application, the method for automatically identifying a tag may be implemented as follows: performing word segmentation on the text to be labeled; and processing the word segmentation based on a pre-trained labeling model, and identifying a label corresponding to each field in the text to be labeled. As shown in fig. 6, the automatically recognized labels are displayed above the fields, and of course, when no label is recognized, the automatically recognized labels may be displayed as blank for the user to supplement the labels.
Therefore, the label corresponding to each field in the text to be labeled can be determined.
In one embodiment, each tag in the set of tags has a corresponding rendering effect, and the rendering effects of different tags are different. As shown in fig. 5, the tag set includes a tag 1, a tag 2, a tag 3, and a tag 4, and in implementation, the tag 1 is red, the tag 2 is pink, the tag 3 is blue, and the tag 4 is green. So that the user can confirm whether the annotation is accurate or not through the color without checking specific content. Therefore, each label can be distinguished according to different rendering effects of the label, and the user can conveniently check and operate the label.
In one embodiment, the rendering effect of the tag can be edited according to the user requirement, and can be implemented as: and in response to the editing operation of the user on the tag rendering effect, changing the rendering effect of the tag selected by the user. For example, as shown in fig. 7, fig. 7 includes a label 1, a label 2, a label 3, and a label 4, where the color of the label 1 is red, the color of the label 2 is pink, the color of the label 3 is blue, and the color of the label 4 is green, if a user wants to change the color of the label 2, the user needs to click the label 2, then input a color to be set in a right-hand input label color box in the interface, and after the input is completed, the color of the label 2 is changed, for example, the color input by the user is blue, and as shown in fig. 8, the color of the label 2 is changed to blue.
Therefore, the rendering effect of the label can be set according to the requirement of the user.
After the label corresponding to the field to be marked is selected, in one embodiment, in response to an operation instruction of a user on the selected label, performing corresponding operation on the selected label; wherein the operation indication comprises at least one of: an indication of a first modified tag content, an indication of a first deleted tag. As shown in the tag operation interface of fig. 9, the right button of the single-computer mouse of the tag 4 is selected, as shown in fig. 9, a pop-up list is provided for the user to select, if the user clicks the delete button, the tag 4 is deleted, if the user clicks the modify button, as shown in fig. 10, the corresponding modify frame is displayed, the corresponding content is input for modification, and the click determination is performed.
Therefore, the label marked according to the requirement of the user can be modified or deleted.
In one embodiment, in response to an operation instruction of the user on the tag set, the tag set is correspondingly operated; wherein the operation indication comprises at least one of: a second indication to modify the tag content, a second indication to delete the tag, an indication to add a new tag. As shown in fig. 11, in the tab set in the interface shown, if the user wants to delete the tab 6, a right button of a single-computer mouse is needed, a selection list is popped up for the user to operate, the list includes deletion and modification, the user can delete the tab 3 by clicking a delete button, if the user clicks a modify button, a modified box is popped up, as shown in fig. 12, corresponding modified content is input and click determination is performed, if the user wants to add a new tab, as shown in fig. 11, content of the new tab is input in the corresponding box in which the new tab is added, and the new tab can be generated by click determination.
Therefore, the labels in the label set can be operated according to the requirements of the user.
In one embodiment, information in an extensible markup language XML file is traversed according to how to obtain a text to be labeled in a case text; and filtering specified information in the XML file information by adopting a regular matching mode to obtain a text to be labeled in the medical record text. For example, the information in the XML file is traversed by a recursive function, the information input by the user is received, the information in the XML file is compared with the information input by the user, the information identical to the information input by the user is filtered, and the text to be labeled in the case text is obtained. The specific information may be time, number, and the like, and it should be noted that any field may be set as the specific information as long as the user's requirements are met.
Therefore, unnecessary information or sensitive information of the user can be filtered according to the requirements of the user, and the operation of the user is facilitated. Of course, it should be noted that the user information is accessible through the authorization permission.
In one embodiment, the number of the labeled case texts is counted; and displaying the working progress of the labeling tasks according to the quantity. As shown in the display interface shown in fig. 13, the total workload is 30, and the completed work progress is 12, so that the user can conveniently view the work progress.
In addition to the work progress, the annotation progress can also be checked, and in one embodiment, the annotation progress of the completed annotation in the text to be annotated is counted; and displaying the labeling progress of the completed labeling in the text to be labeled. As shown in fig. 13, the annotation progress of the text to be annotated is shown in the annotation interface, and the annotation progress of the text to be annotated is shown in the annotation interface as 58%, so that the annotation progress of the user can be checked.
Based on the same concept, as shown in fig. 14, the embodiment of the present disclosure provides a labeling device for medical electronic medical records, and based on the same inventive concept, the effect of the labeling device is similar to that of the method, and is not repeated herein.
As shown in fig. 14, theannotation apparatus 1400 for medical electronic medical record of the present disclosure may include a display operation interface module 1401, a field to be annotated determination module 1402, a label determination module 1403, and a display module 1404.
A display operation interface module 1401, configured to display an operation interface, where the operation interface includes a text to be labeled in a medical history text;
a to-be-labeled field determining module 1402, configured to determine a to-be-labeled field in response to a selection operation of a user on a field in the to-be-labeled text;
a tag determining module 1403, configured to respond to a selection operation of a user on a tag in a tag set, determine the selected tag as a tag of the field to be tagged, and store the selected tag in a position, corresponding to the field to be tagged, in the text to be tagged;
a display module 1404, configured to correspondingly display the field to be labeled and the corresponding label.
In one embodiment, for each field to be labeled, the corresponding label of the field to be labeled is displayed in a specified display range based on the display position of the field to be labeled.
In one embodiment, the apparatus further comprises:
a word segmentation module 1405, configured to segment the text to be labeled;
the identification module 1406 is configured to process the word segmentation based on a pre-trained labeling model, and identify a label corresponding to each field in the text to be labeled, where the labeling model is obtained by training in advance according to a training sample with a label;
the display operation interface module 1407 is configured to display an operation interface, where the operation interface further includes: and labels corresponding to all fields in the text to be labeled.
In one embodiment, each tag in the set of tags has a corresponding rendering effect, and the rendering effects of different tags are different.
In one embodiment, the apparatus further comprises:
and a rendering effect changing module 1408, configured to change the rendering effect of the tag selected by the user in response to the user's editing operation on the tag rendering effect.
In one embodiment, the apparatus further comprises:
a corresponding operation module 1409, configured to perform a corresponding operation on the selected tag in response to an operation instruction of the user on the selected tag; wherein the operation indication comprises at least one of: an indication of a first modified tag content, an indication of a first deleted tag.
In one embodiment, the apparatus further comprises:
the tab set operation module 1410 is configured to, in response to an operation instruction of a user on a tab set, perform a corresponding operation on the tab set; wherein the operation indication comprises at least one of: a second indication to modify the tag content, a second indication to delete the tag, an indication to add a new tag.
In one embodiment, the apparatus further comprises:
a traversal module 1411, configured to traverse information in an XML file;
and the filtering module 1412 is configured to filter out the specified information in the XML file information by using a regular matching manner, so as to obtain a text to be labeled in the medical record text.
In one embodiment, the apparatus further comprises:
a quantity counting module 1413, configured to count the quantity of the labeled case texts;
and the work progress display module 1414 is used for displaying the work progress of the labeling tasks according to the quantity.
In one embodiment, the apparatus further comprises:
a marking progress counting module 1415, configured to count a marking progress of the to-be-marked text that has been marked;
and a marking progress display module 1416, configured to display a marking progress of the text to be marked after marking is completed.
After introducing a method and an apparatus for annotating medical electronic medical records according to an exemplary embodiment of the present application, an electronic device according to another exemplary embodiment of the present application is introduced next.
As will be appreciated by one skilled in the art, aspects of the present application may be embodied as a system, method or program product. Accordingly, various aspects of the present application may be embodied in the form of: an entirely hardware embodiment, an entirely software embodiment (including firmware, microcode, etc.) or an embodiment combining hardware and software aspects that may all generally be referred to herein as a "circuit," module "or" system.
In some possible implementations, an electronic device in accordance with the present application may include at least one processor, and at least one computer storage medium. The computer storage medium stores program codes, and when the program codes are executed by a processor, the program codes cause the processor to execute the steps of the method for labeling the medical electronic medical record according to the various exemplary embodiments of the present application. For example, the processor may performsteps 201 and 204 as shown in FIG. 2.
Anelectronic device 1500 according to this embodiment of the application is described below with reference to fig. 15. Theelectronic device 1500 shown in fig. 15 is only an example, and should not bring any limitation to the functions and the scope of use of the embodiments of the present application.
As shown in fig. 15, theelectronic apparatus 1500 is represented in the form of a general electronic apparatus. Components ofelectronic device 1500 may include, but are not limited to: the at least oneprocessor 1501, the at least onecomputer storage medium 1502, and thebus 1503 that connects the various system components (including thecomputer storage medium 1502 and the processor 1501).
Bus 1503 represents one or more of several types of bus structures, including a computer storage media bus or computer storage media controller, a peripheral bus, a processor, or a local bus using any of a variety of bus architectures.
Thecomputer storage media 1502 may include readable media in the form of volatile computer storage media, such as random access computer storage media (RAM)1521 and/orcache storage media 1522, and may further include read-only computer storage media (ROM) 1523.
Thecomputer storage media 1502 may also include a program/utility 1525 having a set (at least one) ofprogram modules 1524,such program modules 1524 including, but not limited to: an operating system, one or more application programs, other program modules, and program data, each of which, or some combination thereof, may comprise an implementation of a network environment.
Theelectronic device 1500 can also communicate with one or more external devices 1504 (e.g., keyboard, pointing device, etc.), one or more devices that enable a user to interact with theelectronic device 1500, and/or any devices (e.g., router, modem, etc.) that enable theelectronic device 1500 to communicate with one or more other electronic devices. Such communication may occur via input/output (I/O)interface 1505. Also, theelectronic device 1500 can communicate with one or more networks (e.g., a Local Area Network (LAN), a Wide Area Network (WAN), and/or a public network, such as the internet) through thenetwork adapter 1506. As shown, thenetwork adapter 1506 communicates with other modules for theelectronic device 1500 viabus 1503. It should be understood that although not shown, other hardware and/or software modules may be used in conjunction with theelectronic device 1500, including but not limited to: microcode, device drivers, redundant processors, external disk drive arrays, RAID systems, tape drives, and data backup storage systems, among others.
In some possible embodiments, the aspects of the method for labeling a medical electronic medical record provided by the present application may also be implemented in the form of a program product including program code for causing a computer device to perform the steps of a method for training a recognition model according to various exemplary embodiments of the present application described above in this specification when the program product is run on the computer device, for example, the computer device may perform thestep 201 and thestep 204 as shown in fig. 2.
The program product may employ any combination of one or more readable media. The readable medium may be a readable signal medium or a readable storage medium. A readable storage medium may be, for example, but not limited to, an electronic, magnetic, optical, electromagnetic, infrared, or semiconductor system, apparatus, or device, or any combination of the foregoing. More specific examples (a non-exhaustive list) of the readable storage medium include: an electrical connection having one or more wires, a portable diskette, a hard disk, a random access computer storage media (RAM), a read-only computer storage media (ROM), an erasable programmable read-only computer storage media (EPROM or flash memory), an optical fiber, a portable compact disc read-only computer storage media (CD-ROM), an optical computer storage media piece, a magnetic computer storage media piece, or any suitable combination of the foregoing.
The program product for annotation of electronic medical records of medical treatment of embodiments of the present application can employ a portable compact disc read-only computer storage medium (CD-ROM) and include program code, and can be executed on an electronic device. However, the program product of the present application is not limited thereto, and in this document, a readable storage medium may be any tangible medium that can contain, or store a program for use by or in connection with an instruction execution system, apparatus, or device.
A readable signal medium may include a propagated data signal with readable program code embodied therein, for example, in baseband or as part of a carrier wave. Such a propagated data signal may take any of a variety of forms, including, but not limited to, electro-magnetic, optical, or any suitable combination thereof. A readable signal medium may also be any readable medium that is not a readable storage medium and that can communicate, propagate, or transport a program for use by or in connection with an instruction execution system, apparatus, or device.
Program code embodied on a readable medium may be transmitted using any appropriate medium, including but not limited to wireless, wireline, optical fiber cable, RF, etc., or any suitable combination of the foregoing.
Program code for carrying out operations of the present application may be written in any combination of one or more programming languages, including an object oriented programming language such as Java, C + + or the like and conventional procedural programming languages, such as the "C" programming language or similar programming languages. The program code may execute entirely on the consumer electronic device, partly on the consumer electronic device, as a stand-alone software package, partly on the consumer electronic device and partly on a remote electronic device, or entirely on the remote electronic device or server. In the case of remote electronic devices, the remote electronic devices may be connected to the consumer electronic device through any kind of network, including a Local Area Network (LAN) or a Wide Area Network (WAN), or may be connected to an external electronic device (e.g., through the internet using an internet service provider).
It should be noted that although several modules of the apparatus are mentioned in the above detailed description, such division is merely exemplary and not mandatory. Indeed, the features and functionality of two or more of the modules described above may be embodied in one module according to embodiments of the application. Conversely, the features and functions of one module described above may be further divided into embodiments by a plurality of modules.
Further, while the operations of the methods of the present application are depicted in the drawings in a particular order, this does not require or imply that these operations must be performed in this particular order, or that all of the illustrated operations must be performed, to achieve desirable results. Additionally or alternatively, certain steps may be omitted, multiple steps combined into one step execution, and/or one step broken down into multiple step executions.
As will be appreciated by one skilled in the art, embodiments of the present application may be provided as a method, system, or computer program product. Accordingly, the present application may take the form of an entirely hardware embodiment, an entirely software embodiment or an embodiment combining software and hardware aspects. Furthermore, the present application may take the form of a computer program product embodied on one or more computer-usable storage media (including, but not limited to, magnetic disk computer storage media, CD-ROMs, optical computer storage media, and the like) having computer-usable program code embodied therein.
The present application is described with reference to flowchart illustrations and/or block diagrams of methods, apparatus (systems), and computer program products according to the application. It will be understood that each flow and/or block of the flow diagrams and/or block diagrams, and combinations of flows and/or blocks in the flow diagrams and/or block diagrams, can be implemented by computer program instructions. These computer program instructions may be provided to a processor of a general purpose computer, special purpose computer, embedded processor, or other programmable data processing apparatus to produce a machine, such that the instructions, which execute via the processor of the computer or other programmable data processing apparatus, create means for implementing the functions specified in the flowchart flow or flows and/or block diagram block or blocks.
These computer program instructions may also be stored in a computer-readable computer storage medium that can direct a computer or other programmable data processing apparatus to function in a particular manner, such that the instructions stored in the computer-readable computer storage medium produce an article of manufacture including instruction means which implement the function specified in the flowchart flow or flows and/or block diagram block or blocks.
These computer program instructions may also be loaded onto a computer or other programmable data processing apparatus to cause a series of operational steps to be performed on the computer or other programmable apparatus to produce a computer implemented process such that the instructions which execute on the computer or other programmable apparatus provide steps for implementing the functions specified in the flowchart flow or flows and/or block diagram block or blocks.
It will be apparent to those skilled in the art that various changes and modifications may be made in the present application without departing from the spirit and scope of the application. Thus, if such modifications and variations of the present application fall within the scope of the claims of the present application and their equivalents, the present application is intended to include such modifications and variations as well.

Claims (22)

CN201911311634.8A2019-12-182019-12-18Medical electronic case labeling method, device, equipment and storage mediumPendingCN111128323A (en)

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CN116257622B (en)*2023-05-162023-07-11之江实验室Label rendering method and device, storage medium and electronic equipment
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