CN113707258A - Method for quickly revising electrocardiogram report, terminal equipment and storage medium - Google Patents
Method for quickly revising electrocardiogram report, terminal equipment and storage medium Download PDFInfo
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- CN113707258A CN113707258A CN202110837805.1A CN202110837805A CN113707258A CN 113707258 A CN113707258 A CN 113707258A CN 202110837805 A CN202110837805 A CN 202110837805A CN 113707258 A CN113707258 A CN 113707258A
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- G—PHYSICS
- G16—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
- G16H—HEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
- G16H15/00—ICT specially adapted for medical reports, e.g. generation or transmission thereof
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- G—PHYSICS
- G16—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
- G16H—HEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
- G16H50/00—ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics
- G16H50/20—ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for computer-aided diagnosis, e.g. based on medical expert systems
Abstract
The invention relates to a quick revising method of an electrocardiogram report, a terminal device and a storage medium, wherein the method comprises the following steps: s1: acquiring historical data for manually modifying the intelligent diagnosis result of the electrocardiogram, and constructing a confusion matrix according to the historical data; s2: when the intelligent diagnosis result of the electrocardiogram is revised, the first N manual modification results with the highest modification probability are obtained by combining the confusion matrix according to the content to be revised, and the selectable items of the first N manual modification results are provided, wherein N is a positive integer; s3: when the optional item of the manual modification result is selected, other contents related to the contents to be modified in the intelligent diagnosis result are automatically modified and/or deleted according to the contents of the manual modification result. The invention can improve the working efficiency of doctors.
Description
Technical Field
The present invention relates to the field of revising an electrocardiogram report, and in particular, to a method for quickly revising an electrocardiogram report, a terminal device, and a storage medium.
Background
With the improvement of living standard, people are more and more aware of the importance of health. The consciousness of regular physical examination, sick medical treatment and the like is also stronger and stronger. Electrocardiographic examination is a common examination which is often needed. A physical examination organization, a Hospital and the like have a large number of electrocardiographic examinations everyday to wait for diagnosis by doctors, the doctors usually have the diagnosis habit of inputting and selecting word banks, the word banks are searched first when the word banks are selected, the wanted content is conveniently and quickly found, and software on the market basically provides the word banks for the doctors to select and modify by themselves without assisting the doctors to quickly revise the electrocardiographic reports.
Disclosure of Invention
In order to solve the above problems, the present invention provides a method for quickly revising an electrocardiogram report, a terminal device and a storage medium.
The specific scheme is as follows:
a quick revising method of an electrocardiogram report comprises the following steps:
s1: acquiring historical data for manually modifying the intelligent diagnosis result of the electrocardiogram, and constructing a confusion matrix according to the historical data;
s2: when the intelligent diagnosis result of the electrocardiogram is revised, the first N manual modification results with the highest modification probability are obtained by combining the confusion matrix according to the content to be revised, and the selectable items of the first N manual modification results are provided, wherein N is a positive integer;
s3: when the optional item of the manual modification result is selected, other contents related to the contents to be modified in the intelligent diagnosis result are automatically modified and/or deleted according to the contents of the manual modification result.
Furthermore, rows in the confusion matrix represent intelligent diagnosis results, columns represent manual modification results, and elements in the ith row and the jth column in the matrix represent modification probabilities for manually modifying the intelligent diagnosis result corresponding to the ith row into the manual modification result corresponding to the jth column.
Further, when the top N selectable items of the manual modification result are provided, the top N selectable items of the manual modification result are sorted according to the sequence from high modification probability to low modification probability.
Further, automatically modifying other contents associated with the contents to be modified in the intelligent diagnosis result according to the contents of the manual modification result includes: and modifying other contents associated with the contents to be modified in the intelligent diagnosis result into diagnosis entries corresponding to the contents of the manual modification result.
Further, automatically deleting other contents associated with the contents to be modified in the intelligent diagnosis result according to the contents of the manual modification result includes: and deleting other contents related to the contents to be modified in the intelligent diagnosis result.
Further, the method also comprises the step of S4: and adding the modification of the artificial modification result on the intelligent diagnosis result into the historical data, and updating the confusion matrix according to the updated historical data.
An electrocardiogram report quick revision terminal device comprises a processor, a memory and a computer program stored in the memory and capable of running on the processor, wherein the processor executes the computer program to realize the steps of the method of the embodiment of the invention.
A computer-readable storage medium, in which a computer program is stored, which, when being executed by a processor, carries out the steps of the method as described above for an embodiment of the invention.
By adopting the technical scheme, the confusion matrix can be constructed according to the revised historical data of the doctor, and then the modification suggestion of the intelligent diagnosis result is automatically provided according to the confusion matrix. The invention can improve the working efficiency of doctors.
Drawings
Fig. 1 is a flowchart illustrating a first embodiment of the present invention.
Detailed Description
To further illustrate the various embodiments, the invention provides the accompanying drawings. The accompanying drawings, which are incorporated in and constitute a part of this disclosure, illustrate embodiments of the invention and, together with the description, serve to explain the principles of the embodiments. Those skilled in the art will appreciate still other possible embodiments and advantages of the present invention with reference to these figures.
The invention will now be further described with reference to the accompanying drawings and detailed description.
The first embodiment is as follows:
the embodiment of the invention provides a method for quickly revising an electrocardiogram report, which comprises the following steps as shown in figure 1:
s1: and acquiring historical data for manually modifying the intelligent diagnosis result of the electrocardiogram, and constructing a confusion matrix according to the historical data.
The manual modification may be a modification by a doctor, a medical specialist, or the like, and is not limited herein, and the doctor is manually used in this embodiment.
As shown in table 1, in this embodiment, a row in the confusion matrix represents an intelligent diagnostic result (AI), a column represents a manual modification result, and an element in an ith row and a jth column in the confusion matrix represents a modification probability for manually modifying the intelligent diagnostic result corresponding to the ith row into the manual modification result corresponding to the jth column. If row 2, column 1 corresponds to a value of 0.15, this indicates that the physician has a 15% probability of modifying the atrioventricular to atrioventricular phase.
TABLE 1
S2: when the intelligent diagnosis result of the electrocardiogram is revised, the top N manual modification results with the highest modification probability are obtained by combining the confusion matrix according to the content to be revised, and the top N optional items of the manual modification results are provided, wherein N is a positive integer.
The value of N can be set by those skilled in the art according to actual requirements, and is set to 3 in this embodiment.
The content to be modified is typically determined by a delete operation. The content to be modified is usually a diagnosis result, such as atrial premature, ventricular premature, atrial fibrillation, atrial premature-delayed transmission, etc., which corresponds to the words constituting the confusion matrix.
In order to help the doctor to select the suitable manual modification result more quickly, in the embodiment, it is preferably set that when the selectable items of the top N manual modification results are provided, the selectable items of the top N manual modification results are sorted in the order of the modification probability from high to low.
If the content to be modified is the earliest, the modification probability is, according to the result in the confusion matrix corresponding to the content to be modified, sequentially from high to low: atrial premature, atrial fibrillation, and atrial premature and poor transmission, so all three results are provided as selectable items for display. In the sorting, it can be set that the manual modification result with the highest modification probability (atrial premature) is displayed by default, and the manual modification result with the subsequent modification probability (atrial fibrillation and atrial premature and poor propagation) is displayed after clicking.
S3: when the optional item of the manual modification result is selected, other contents related to the contents to be modified in the intelligent diagnosis result are automatically modified and/or deleted according to the contents of the manual modification result.
In the embodiment, the modification is as follows: modifying other contents associated with the contents to be modified in the intelligent diagnosis result into diagnosis entries corresponding to the contents of the manual modification result; the deletion is: and deleting other contents related to the contents to be modified in the intelligent diagnosis result. If the content to be modified is the precocious morning, and the selected manual modification result is the precocious morning, the content related to the precocious morning in the original intelligent diagnosis result is deleted, or is replaced by the diagnosis entry corresponding to the precocious morning.
Further, this embodiment further includes step S4: and adding the modification of the artificial modification result on the intelligent diagnosis result into the historical data, and updating the confusion matrix according to the updated historical data.
The update of the confusion matrix may be periodically updated according to a preset time interval.
According to the embodiment of the invention, the confusion matrix can be constructed according to the revised historical data of the doctor, and then the modification suggestion of the intelligent diagnosis result is automatically provided according to the confusion matrix, so that the working efficiency of the doctor is improved.
Example two:
the invention also provides an electrocardiogram report quick revision terminal device, which comprises a memory, a processor and a computer program stored in the memory and capable of running on the processor, wherein the processor executes the computer program to realize the steps of the method embodiment of the first embodiment of the invention.
Further, as an executable solution, the quick electrocardiographic report revising terminal device may be a desktop computer, a notebook, a palm computer, a cloud server, and other computing devices. The electrocardiograph report quick revision terminal device may include, but is not limited to, a processor, a memory. It will be understood by those skilled in the art that the above-mentioned constituent structure of the quick revising electrocardiographic report terminal device is only an example of the quick revising electrocardiographic report terminal device, and does not constitute a limitation of the quick revising electrocardiographic report terminal device, and may include more or less components than the above, or combine some components, or different components, for example, the quick revising electrocardiographic report terminal device may further include an input-output device, a network access device, a bus, etc., which is not limited by the embodiments of the present invention.
Further, as an executable solution, the Processor may be a Central Processing Unit (CPU), other general purpose Processor, a Digital Signal Processor (DSP), an Application Specific Integrated Circuit (ASIC), a Field Programmable Gate Array (FPGA) or other Programmable logic device, a discrete Gate or transistor logic device, a discrete hardware component, and the like. The general purpose processor may be a microprocessor or the processor may be any conventional processor or the like, the processor being the control center of the ecg report quick revision terminal device, various interfaces and lines connecting the various parts of the entire ecg report quick revision terminal device.
The memory may be used for storing the computer program and/or module, and the processor may implement various functions of the quick revising of electrocardiogram report terminal device by operating or executing the computer program and/or module stored in the memory and calling data stored in the memory. The memory can mainly comprise a program storage area and a data storage area, wherein the program storage area can store an operating system and an application program required by at least one function; the storage data area may store data created according to the use of the mobile phone, and the like. In addition, the memory may include high speed random access memory, and may also include non-volatile memory, such as a hard disk, a memory, a plug-in hard disk, a Smart Media Card (SMC), a Secure Digital (SD) Card, a Flash memory Card (Flash Card), at least one magnetic disk storage device, a Flash memory device, or other volatile solid state storage device.
The invention also provides a computer-readable storage medium, in which a computer program is stored, which, when being executed by a processor, carries out the steps of the above-mentioned method of an embodiment of the invention.
The integrated module/unit of the electrocardiogram report quick revision terminal device may be stored in a computer-readable storage medium if it is implemented in the form of a software functional unit and sold or used as a separate product. Based on such understanding, all or part of the flow of the method according to the embodiments of the present invention may also be implemented by a computer program, which may be stored in a computer-readable storage medium, and when the computer program is executed by a processor, the steps of the method embodiments may be implemented. Wherein the computer program comprises computer program code, which may be in the form of source code, object code, an executable file or some intermediate form, etc. The computer-readable medium may include: any entity or device capable of carrying the computer program code, recording medium, usb disk, removable hard disk, magnetic disk, optical disk, computer Memory, Read-Only Memory (ROM), Random Access Memory (RAM), software distribution medium, and the like.
While the invention has been particularly shown and described with reference to a preferred embodiment, it will be understood by those skilled in the art that various changes in form and detail may be made therein without departing from the spirit and scope of the invention as defined by the appended claims.
Claims (8)
1. A quick revising method of an electrocardiogram report is characterized by comprising the following steps:
s1: acquiring historical data for manually modifying the intelligent diagnosis result of the electrocardiogram, and constructing a confusion matrix according to the historical data;
s2: when the intelligent diagnosis result of the electrocardiogram is revised, the first N manual modification results with the highest modification probability are obtained by combining the confusion matrix according to the content to be revised, and the selectable items of the first N manual modification results are provided, wherein N is a positive integer;
s3: when the optional item of the manual modification result is selected, other contents related to the contents to be modified in the intelligent diagnosis result are automatically modified and/or deleted according to the contents of the manual modification result.
2. The method for quickly revising an electrocardiogram report as claimed in claim 1, wherein: rows in the confusion matrix represent intelligent diagnosis results, columns represent manual modification results, and elements in the ith row and the jth column in the matrix represent modification probabilities for manually modifying the intelligent diagnosis results corresponding to the ith row into the manual modification results corresponding to the jth column.
3. The method for quickly revising an electrocardiogram report as claimed in claim 1, wherein: and when the selectable items of the first N manual modification results are provided, sorting the selectable items of the first N manual modification results according to the sequence from high modification probability to low modification probability.
4. The method for quickly revising an electrocardiogram report as claimed in claim 1, wherein: automatically modifying other contents related to the contents to be modified in the intelligent diagnosis result according to the contents of the manual modification result comprises the following steps: and modifying other contents associated with the contents to be modified in the intelligent diagnosis result into diagnosis entries corresponding to the contents of the manual modification result.
5. The method for quickly revising an electrocardiogram report as claimed in claim 1, wherein: automatically deleting other contents related to the contents to be modified in the intelligent diagnosis result according to the contents of the manual modification result comprises the following steps: and deleting other contents related to the contents to be modified in the intelligent diagnosis result.
6. The method for quickly revising an electrocardiogram report as claimed in claim 1, wherein: further comprising S4: and adding the modification of the artificial modification result on the intelligent diagnosis result into the historical data, and updating the confusion matrix according to the updated historical data.
7. An electrocardiogram report quick revision terminal device, characterized in that: comprising a processor, a memory and a computer program stored in the memory and running on the processor, the processor implementing the steps of the method according to any one of claims 1 to 6 when executing the computer program.
8. A computer-readable storage medium storing a computer program, characterized in that: the computer program when executed by a processor implementing the steps of the method as claimed in any one of claims 1 to 6.
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| US6154579A (en) * | 1997-08-11 | 2000-11-28 | At&T Corp. | Confusion matrix based method and system for correcting misrecognized words appearing in documents generated by an optical character recognition technique |
| KR101852774B1 (en) * | 2017-01-16 | 2018-06-07 | 주식회사 유비케어 | Error correction method for prescription recognition, and error correction system for prescription recognition |
| CN109036503A (en) * | 2018-07-13 | 2018-12-18 | 希蓝科技（北京）有限公司 | A kind of system and method generating electrocardiographic diagnosis report |
| CN112352243A (en) * | 2018-05-15 | 2021-02-09 | 英德科斯控股私人有限公司 | Expert report editor |
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- 2021-07-23 CN CN202110837805.1A patent/CN113707258A/en active Pending
Patent Citations (4)
| Publication number | Priority date | Publication date | Assignee | Title |
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| US6154579A (en) * | 1997-08-11 | 2000-11-28 | At&T Corp. | Confusion matrix based method and system for correcting misrecognized words appearing in documents generated by an optical character recognition technique |
| KR101852774B1 (en) * | 2017-01-16 | 2018-06-07 | 주식회사 유비케어 | Error correction method for prescription recognition, and error correction system for prescription recognition |
| CN112352243A (en) * | 2018-05-15 | 2021-02-09 | 英德科斯控股私人有限公司 | Expert report editor |
| CN109036503A (en) * | 2018-07-13 | 2018-12-18 | 希蓝科技（北京）有限公司 | A kind of system and method generating electrocardiographic diagnosis report |
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