CN108875687A - A kind of appraisal procedure and device of nursing quality - Google Patents
A kind of appraisal procedure and device of nursing quality Download PDFInfo
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- CN108875687A CN108875687A CN201810706095.7A CN201810706095A CN108875687A CN 108875687 A CN108875687 A CN 108875687A CN 201810706095 A CN201810706095 A CN 201810706095A CN 108875687 A CN108875687 A CN 108875687A
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
- G06V20/00—Scenes; Scene-specific elements
- G06V20/40—Scenes; Scene-specific elements in video content
- G06V20/48—Matching video sequences
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
- G06Q10/00—Administration; Management
- G06Q10/06—Resources, workflows, human or project management; Enterprise or organisation planning; Enterprise or organisation modelling
- G06Q10/063—Operations research, analysis or management
- G06Q10/0639—Performance analysis of employees; Performance analysis of enterprise or organisation operations
- G06Q10/06395—Quality analysis or management
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
- G06V20/00—Scenes; Scene-specific elements
- G06V20/40—Scenes; Scene-specific elements in video content
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
- G06V20/00—Scenes; Scene-specific elements
- G06V20/40—Scenes; Scene-specific elements in video content
- G06V20/46—Extracting features or characteristics from the video content, e.g. video fingerprints, representative shots or key frames
Abstract
The embodiment of the invention discloses a kind of appraisal procedure of nursing quality and devices, the nursing video of nursing staff is obtained first, it is multiple video frames by nursing video framing, then whether judge in the multiple video frame comprising the standard operation in standard operation library, if, movement matching degree is determined according to the quantity of the standard operation in the multiple video frame, and/or effective nursing rate is determined according to nursing staff in the multiple video frame and by the body interactive information of nursing staff, the nursing quality assessment result of the nursing staff is determined according to the movement matching degree and/or effective nursing rate.The appraisal procedure and device of above-mentioned nursing quality, the relevant parameter of nursing process is calculated based on pre-configured standard operation library identification, and then nursing quality is determined according to the magnitude range of parameter, whole process does not need artificially to participate in, nursing quality is verified compared to artificial, it is at low cost, high-efficient, and there is unified fixed evaluation criteria, thus assessment result is more for objectivity.
Description
Technical field
The present invention relates to artificial intelligence fields, and more specifically, it relates to a kind of nursing quality appraisal procedure and devices.
Background technique
It is meticulous thoughtful to provide care by nursing staff, it is the basic demand for nursing industry to nursing staff.But
In a practical situation, due to the nursing level of different nursing stafves and sense of responsibility etc., there are very different for nursing quality
The case where.
In order to provide better care, it is necessary to assessment is monitored to the nursing quality of nursing staff, to shield
Reason personnel, which play, objectively to be supervised and directive function.In the prior art, mostly use the mode of manual review nursing video to nursing
Quality is assessed, however manual review assesses not only at high cost, low efficiency, and assessment result is influenced by factor and individual subjective factor,
Standard disunity.
Summary of the invention
In view of this, the present invention provides a kind of appraisal procedure of nursing quality and device, with overcome in the prior art by
Nursing quality and existing at high cost, low efficiency and the skimble-scamble problem of evaluation criteria are assessed in manual review.
To achieve the above object, the present invention provides the following technical solutions：
A kind of appraisal procedure of nursing quality, including：
Obtain the nursing video of nursing staff；
The nursing video is subjected to sub-frame processing, obtains multiple video frames；
Whether judge in the multiple video frame comprising the standard operation in standard operation library, wherein standard operation library packet
Include the standard operation collection of corresponding different nursing care grade；
If so, determining movement matching degree according to the quantity of the standard operation in the multiple video frame, and/or according to described
Nursing staff and effective nursing rate is determined by the body interactive information of nursing staff in multiple video frames；
The nursing quality assessment result of the nursing staff is determined according to the movement matching degree and/or effective nursing rate.
Optionally, described to judge whether comprising the standard operation in standard operation library in the multiple video frame, including：
According to the target criteria behavior aggregate determined by the nursing grades of nursing staff in standard operation library；
Whether judge in the multiple video frame comprising the standard operation in the target criteria behavior aggregate.
Optionally, described that movement matching degree is determined according to the quantity of the standard operation in the multiple video frame, including：
By the standard operation quantity in the multiple video frame and the standard operation sum in the target criteria behavior aggregate
Ratio be determined as act matching degree.
Optionally, described to be determined according to nursing staff in the multiple video frame and by the body interactive information of nursing staff
Effective nursing rate, including：
Posture positioning is carried out to the nursing staff in the multiple video frame and by nursing staff；
According to posture location determination nursing staff and by nursing staff with the presence or absence of body interaction；
If it exists, the interaction duration of record statistics continuous interactive, and record total nursing duration；
The ratio of the interactive duration and total nursing duration is determined as effective nursing rate.
Optionally, the nursing matter that the nursing staff is determined according to the movement matching degree and/or effective nursing rate
Assessment result is measured, including：
It is true according to preset code of points or grade classification rule and the movement matching degree and/or effective nursing rate
The nursing quality score or nursing quality grade of the fixed nursing staff.
Optionally, further include：
Pre-configured standard operation library.
Optionally, further include：
The nursing quality assessment result is sent to nursing staff's terminal and by caregiver terminal；
Receive the complaint information that nursing staff's terminal is sent；
And/or
Receive the evaluation information sent by nursing staff's terminal.
A kind of assessment device of nursing quality, including：
Video acquiring module, for obtaining the nursing video of nursing staff；
Sub-frame processing module obtains multiple video frames for the nursing video to be carried out sub-frame processing；
Judgment module is acted, for whether judging in the multiple video frame comprising the standard operation in standard operation library,
Wherein, standard operation library includes the standard operation collection of corresponding different nursing care grade；
Parameter determination module, for it is described movement judgment module judging result be when, according to the multiple video
The quantity of standard operation in frame determines movement matching degree, and/or according to nursing staff in the multiple video frame and is nursed
The body interactive information of personnel determines effective nursing rate；
Quality determination module, for determining the nursing staff's according to the movement matching degree and/or effective nursing rate
Nursing quality assessment result.
A kind of computer readable storage medium, is stored thereon with computer program, realization when which is executed by processor
The appraisal procedure of nursing quality described in any of the above-described kind.
A kind of electronic equipment, including：
Processor；And
Memory, for storing the executable instruction of the processor；
Wherein, the processor be configured to execute any of the above-described kind via the executable instruction is executed described in nursing
The appraisal procedure of quality.
It can be seen via above technical scheme that compared with prior art, the embodiment of the invention discloses a kind of nursing qualities
Appraisal procedure and device, first obtain nursing staff nursing video, by the nursing video progress sub-frame processing, obtain more
Then whether a video frame judges comprising the standard operation in standard operation library in the multiple video frame, if so, according to described
The quantity of standard operation in multiple video frames determines movement matching degree, and/or according to nursing staff in the multiple video frame
Effective nursing rate is determined with by the body interactive information of nursing staff, it is true according to the movement matching degree and/or effective nursing rate
The nursing quality assessment result of the fixed nursing staff.The appraisal procedure and device of above-mentioned nursing quality, based on pre-configured
The identification of standard operation library calculate the relevant parameter of nursing process, and then nursing quality is determined according to the magnitude range of parameter, it is whole
A process does not need artificially to participate in, at low cost, high-efficient compared to artificial verification nursing quality, and has unified fixed commenting
Estimate standard, thus assessment result is more for objectivity.
Detailed description of the invention
In order to more clearly explain the embodiment of the invention or the technical proposal in the existing technology, to embodiment or will show below
There is attached drawing needed in technical description to be briefly described, it should be apparent that, the accompanying drawings in the following description is only this
The embodiment of invention for those of ordinary skill in the art without creative efforts, can also basis
The attached drawing of offer obtains other attached drawings.
Fig. 1 is a kind of flow chart of the appraisal procedure of nursing quality disclosed by the embodiments of the present invention；
Fig. 2 is standard operation identification process figure disclosed by the embodiments of the present invention；
Fig. 3 is the flow chart of determination disclosed by the embodiments of the present invention effectively nursing rate；
Fig. 4 is the appraisal procedure flow chart of another nursing quality disclosed by the embodiments of the present invention；
Fig. 5 is physiological characteristic multiway tree schematic diagram disclosed by the embodiments of the present invention；
Fig. 6 is that the appraisal procedure of nursing quality disclosed by the embodiments of the present invention implements architecture diagram；
Fig. 7 is a kind of structural schematic diagram of the assessment device of nursing quality disclosed by the embodiments of the present invention；
Fig. 8 is the structural schematic diagram of the assessment device of another nursing quality disclosed by the embodiments of the present invention.
Specific embodiment
Following will be combined with the drawings in the embodiments of the present invention, and technical solution in the embodiment of the present invention carries out clear, complete
Site preparation description, it is clear that described embodiments are only a part of the embodiments of the present invention, instead of all the embodiments.It is based on
Embodiment in the present invention, it is obtained by those of ordinary skill in the art without making creative efforts every other
Embodiment shall fall within the protection scope of the present invention.
Fig. 1 is a kind of flow chart of the appraisal procedure of nursing quality disclosed by the embodiments of the present invention, and this method can be applied to
Cloud server, shown in Figure 1, the appraisal procedure of nursing quality may include：
Step 101：Obtain the nursing video of nursing staff.
The nursing video of nursing staff is capable of the nursing level and nursing attitude of the reflection nursing staff of objective.This Shen
Please in, using nursing staff nursing video as assess nursing staff nursing quality foundation.
Step 102：The nursing video is subjected to sub-frame processing, obtains multiple video frames.
Complete video information is disassembled as multiple video frames, convenient for the action message in subsequent analysis video frame.
Step 103：Judge whether comprising the standard operation in standard operation library in the multiple video frame, if so, into
Step 104.
Wherein, standard operation library includes the standard operation collection of corresponding different nursing care grade.
In the present embodiment, backstage algorithm model inspection can be called, it is more after identifying dismantling using depth learning technology
Standard operation in a video frame.The standard operation may include but be not limited to：To be washed one's face and rinsed one's mouth, massaging by nursing staff, feed
The movement such as meal.
Fig. 2 is standard operation identification process figure disclosed by the embodiments of the present invention, shown in Figure 2, and the judgement is described more
Whether comprising the standard operation in standard operation library in a video frame, may include：
Step 201：According to the target criteria behavior aggregate determined by the nursing grades of nursing staff in standard operation library.
Since the different health situations by nursing staff are different, the nursing content needed is not also identical.
It is different that different grades of care is needed by nursing staff in the present embodiment, therefore, whether judge in video frame comprising mark
Quasi- movement, needs to determine the corresponding target criteria behavior aggregate in standard database of the nursing grades by nursing staff first.
Step 202：Whether judge in the multiple video frame comprising the standard operation in the target criteria behavior aggregate.
Standard operation in the target criteria behavior aggregate is described should to be enjoyed in nursing process by nursing staff
Care actions, after the corresponding target criteria behavior aggregate by nursing staff has been determined, judge be in the multiple video frame
The no standard operation comprising in the target criteria behavior aggregate.It only include the standard operation in the target criteria behavior aggregate,
Corresponding care actions are only effective care actions.
After step 103,104 are entered step.
Step 104：It is determined according to the quantity of the standard operation in the multiple video frame and acts matching degree, and/or according to
Nursing staff and effective nursing rate is determined by the body interactive information of nursing staff in the multiple video frame.
In the multiple video frame there are when the standard operation, can be transferred from standard database with by caregiver
The corresponding standard operation collection of nursing grades of member, the then matching degree of the standard operation and the standard operation collection.
Different nursing care grade is corresponding with different standard operation collection.It may include multiple standards in the multiple video frame
Movement, the determination of the multiple standard operation can be determined according to by the disability grade of nursing staff.For example, by nursing staff
Disability grade to be that life is basic take care of oneself, as the activities such as have a meal, wash one's face and rinse one's mouth, wear the clothes, by nursing staff oneself can complete independently, this
When to correspond to this by the standard operation of nursing staff just do not include feeding, the activities such as wash one's face and rinse one's mouth, and massage protecting is needed by nursing staff
Reason, massaging action is determined as standard operation at this time.
Wherein, the calculation formula of the movement matching degree can be：The standard for including in movement matching degree=video frame is dynamic
It counts/standard operation the sum concentrated of corresponding standard operation.Therefore, the standard operation according in the multiple video frame
Quantity determine movement matching degree, may include：By the standard operation quantity and the target criteria in the multiple video frame
The ratio of standard operation sum in behavior aggregate is determined as acting matching degree.
In the multiple video frame be not present the standard operation in the case where, can directly acts of determination matching degree be
0。
It is described to determine effectively shield according to nursing staff in the multiple video frame and by the body interactive information of nursing staff
Reason rate, the specific can be that：It is carried out based on deep learning algorithm to nursing staff in the multiple video frame and by nursing staff
Posture positioning, determines nursing staff and the body interactive information by nursing staff, when based on the body interactive information and nursing
Long message determines effective nursing rate.
Fig. 3 is the flow chart of determination disclosed by the embodiments of the present invention effectively nursing rate, shown in Figure 3, described according to institute
It states nursing staff in multiple video frames and effective nursing rate is determined by the body interactive information of nursing staff, may include：
Step 301：Posture positioning is carried out to the nursing staff in the multiple video frame and by nursing staff.
Step 302：According to posture location determination nursing staff and by nursing staff with the presence or absence of body interaction, and if it exists,
Enter step 303.
Step 303：The interaction duration of record statistics continuous interactive, and record total nursing duration.
Step 304：The ratio of the interactive duration and total nursing duration is determined as effective nursing rate.
Wherein, effective nursing rate=interaction duration/always nurses duration.The time ratio effectively nursed.It is described to have
It is higher to imitate nursing rate, indicates that the nursing process of nursing staff is more careful.In the application, it can will search book effectively nursing rate conduct and comment
Estimate a standard of nursing quality.
In other implementation, nursing staff and the frequency of interaction by nursing staff can also be judged, by frequency of interaction
As a factor for judging effective nursing rate, there is more frequently interaction indicates that nursing process is conscientious, and nursing quality also compares
It is good.
After step 104,105 are entered step.
Step 105：Determine that the nursing quality of the nursing staff is commented according to the movement matching degree and/or effective nursing rate
Estimate result.
It is described that institute is determined according to the movement matching degree and/or movement matching degree in a schematical implementation
The nursing quality assessment result for stating nursing staff may include：According to preset code of points or grade classification rule, Yi Jisuo
It states movement matching degree and/or effective nursing rate determines the nursing quality score or nursing quality grade of the nursing staff.
Table 1 shows a nursing quality grade form, understands above content in combination with table 1.
1 nursing quality grade form of table
In the present embodiment, the appraisal procedure of the nursing quality is dynamic based on deep learning algorithm and pre-configured standard
Make library identification and judge the related parameter values of nursing process, and then nursing quality, entire mistake are determined according to the magnitude range of parameter value
Journey does not need artificially to participate in, and verifies nursing quality, assessment mark that is at low cost, high-efficient, and having unification fixed compared to artificial
Standard, thus assessment result is more for objectivity.
On the basis of the above disclosed embodiments of the present invention, Fig. 4 discloses the appraisal procedure stream of another nursing quality
Cheng Tu, it is shown in Figure 3, may include：
Step 401：Pre-configured standard operation library.
The standard operation library can be configured based on by the disability grade of nursing staff, can also be according to by nursing staff
Physical condition configure.For example, according to disability grade come configuration standard maneuver library, for 1 grade of the grade, 2 grades, 3 fractions of disabling
Grade One Nursing standard operation collection, secondary care standard operation collection and tertiary care standard operation collection Dui Ying not configured.According to being protected
The physical condition of reason personnel configures, can be according to being similar to physiological characteristic multiway tree classification configurations standard operation collection shown in fig. 5.
Step 402：Obtain the nursing video of nursing staff.
Step 403：The nursing video is subjected to sub-frame processing, obtains multiple video frames.
Step 404：Judge whether comprising the standard operation in standard operation library in the multiple video frame, if so, into
Step 305.
Wherein, standard operation library includes the standard operation collection of corresponding different nursing care grade.
Step 405：It is determined according to the quantity of the standard operation in the multiple video frame and acts matching degree, and/or according to
Nursing staff and effective nursing rate is determined by the body interactive information of nursing staff in the multiple video frame.
Step 406：Determine that the nursing quality of the nursing staff is commented according to the movement matching degree and/or effective nursing rate
Estimate result.
In the present embodiment, pre-configured standard operation library is directly adjusted convenient for subsequent when carrying out nursing quality assessment
With efficient realization nursing quality assessment.
In other examples, the appraisal procedure of nursing quality is according to the movement matching degree and/or effectively nursing
It can also include following content after rate determines the nursing quality assessment result of the nursing staff：The nursing quality is assessed
As a result it is sent to nursing staff's terminal and by caregiver terminal；Receive the complaint information that nursing staff's terminal is sent；With/
Or, receiving the evaluation information sent by nursing staff's terminal.
The nursing quality assessment result is sent to nursing staff's terminal and by caregiver terminal, while can sent out
Give which movement unqualified, the nursing information such as duration is unqualified.Facilitate nursing staff to be better understood by from nursing process
Present in some problems and improve in time.It also can be complete according to nursing quality and relevant information by nursing staff or its guardian
Whether in place face understands nursing, Rational Maintenance itself equity.
If nursing staff is to nursing quality assessment result, there are objections, such as some care actions to have done and really be evaluated
To be unqualified, then complaint information can be initiated by relevant channels, verifies through relevant department, corrects nursing quality assessment result.
Nursing staff is facilitated from visitor to the evaluation information of the nursing staff by what nursing staff or its guardian sent
See the care that angle understands itself.
In other examples, the appraisal procedure of nursing quality can also include the step for updating the standard operation library
Suddenly.
Relevant staff can the standard database according to new care content update, for example, care
In increased originally not no foot massage nursing newly, then need to update the standard operation of foot massage to the standard operation
Library.
In addition, illustrating in the standard database if there is the case where multiple nursing staff appeals some standard operation
For exemplary process about this standard operation there are improper or incomplete place, such case also can according to need update
The data that relevant criterion acts in the standard database.
In a specific embodiment, the full implementation of the appraisal procedure of complete nursing quality can use Fig. 6 institute
The structure chart that shows is realized.Specifically process may include：
1, nursing staff is selected to reserve care of visiting by service reservation module by nursing staff guardian；
2, nursing staff is notified, opening of visiting assessment recorder, nursing staff's human face recognizing identity authentication；
3, video acquisition is opened, starts to nurse process and the synchronous process video that will nurse is acquired；
4, nursing terminates, and nursing video passes cloud evaluation module back；
5, cloud evaluation module is started to work；
It is for a series of frame that 5.1 videos, which disassemble submodule and will nurse video dismantling,；
5.2 video evaluations submodules：The dismantling frame for nursing video is corresponding to according to being transferred by the physical condition of nursing staff
Standard operation library judge whether to contain the movement in standard operation library using depth learning technology；In addition it is also possible to make
Nursing staff is carried out with deep learning and is positioned by the posture of caregiver, judges nursing staff and by nursing staff with the presence or absence of body
Body interaction, the when long segment of record statistics continuous interactive, while recording total nursing duration.Movement matching degree is calculated and has
Imitate nursing rate；
5.3 nursing qualities score submodule, be based on code of points, scored according to inspection result nursing process and incite somebody to action
Record is dealt into scoring logging modle；
6, appraisal result synchronization notice is to nursing staff and by the guardian of nursing staff；
7, by interaction feedback module, nursing staff can carry out complaint explanation, can also carry out reality by caregiver guardian
Evaluation；
8, professional handles complaint, it is determined whether requires supplementation with and improves standard operation library module；
9, production standard operation library is constantly improve.For different nursing situations, different standard care processes is formulated.Needle
Exemplary criteria picture library is produced to each Demonstration of standardization movement (such as wash one's face and massage).
For the various method embodiments described above, for simple description, therefore, it is stated as a series of action combinations, but
Be those skilled in the art should understand that, the present invention is not limited by the sequence of acts described because according to the present invention, certain
A little steps can be performed in other orders or simultaneously.Secondly, those skilled in the art should also know that, it is retouched in specification
The embodiment stated belongs to preferred embodiment, and related actions and modules are not necessarily necessary for the present invention.
Method is described in detail in aforementioned present invention disclosed embodiment, diversified forms can be used for method of the invention
Device realize that therefore the invention also discloses a kind of devices, and specific embodiment is given below and is described in detail.
Fig. 7 is a kind of structural schematic diagram of the assessment device of nursing quality disclosed by the embodiments of the present invention, referring to Fig. 7 institute
Show, the assessment device 70 of nursing quality may include：
Video acquiring module 701, for obtaining the nursing video of nursing staff.
The nursing video of nursing staff is capable of the nursing level and nursing attitude of the reflection nursing staff of objective.This Shen
Please in, using nursing staff nursing video as assess nursing staff nursing quality foundation.
Sub-frame processing module 702 obtains multiple video frames for the nursing video to be carried out sub-frame processing.
Complete video information is disassembled as multiple video frames, convenient for the action message in subsequent analysis video frame.
Judgment module 703 is acted, it is whether dynamic comprising the standard in standard operation library in the multiple video frame for judging
Make.
Wherein, standard operation library includes the standard operation collection of corresponding different nursing care grade.
In the present embodiment, backstage algorithm model inspection can be called, it is more after identifying dismantling using depth learning technology
Standard operation in a video frame.The standard operation may include but be not limited to：To be washed one's face and rinsed one's mouth, massaging by nursing staff, feed
The movement such as meal.
Specifically, the parameter determination module can be used for：Standard operation is determined according to by the nursing grades of nursing staff
Whether the target criteria behavior aggregate in library judges dynamic comprising the standard in the target criteria behavior aggregate in the multiple video frame
Make.
Since the different health situations by nursing staff are different, the nursing content needed is not also identical.
It is different that different grades of care is needed by nursing staff in the present embodiment, therefore, whether judge in video frame comprising mark
Quasi- movement, needs to determine the corresponding target criteria behavior aggregate in standard database of the nursing grades by nursing staff first.
Standard operation in the target criteria behavior aggregate is described should to be enjoyed in nursing process by nursing staff
Care actions, after the corresponding target criteria behavior aggregate by nursing staff has been determined, judge be in the multiple video frame
The no standard operation comprising in the target criteria behavior aggregate.It only include the standard operation in the target criteria behavior aggregate,
Corresponding care actions are only effective care actions.
Parameter determination module 704, for it is described movement judgment module judging result be when, according to the multiple view
The quantity of standard operation in frequency frame determines movement matching degree, and/or according to nursing staff in the multiple video frame and is protected
The body interactive information of reason personnel determines effective nursing rate.
In the multiple video frame there are when the standard operation, can be transferred from standard database with by caregiver
The corresponding standard operation collection of nursing grades of member, the then matching degree of the standard operation and the standard operation collection.
Different nursing care grade is corresponding with different standard operation collection.It may include multiple standards in the multiple video frame
Movement, the determination of the multiple standard operation can be determined according to by the disability grade of nursing staff.For example, by nursing staff
Disability grade to be that life is basic take care of oneself, as the activities such as have a meal, wash one's face and rinse one's mouth, wear the clothes, by nursing staff oneself can complete independently, this
When to correspond to this by the standard operation of nursing staff just do not include feeding, the activities such as wash one's face and rinse one's mouth, and massage protecting is needed by nursing staff
Reason, massaging action is determined as standard operation at this time.
Wherein, the calculation formula of the movement matching degree can be：The standard for including in movement matching degree=video frame is dynamic
It counts/standard operation the sum concentrated of corresponding standard operation.Therefore, the parameter determination module 704 is particularly used in：By institute
The ratio for stating standard operation quantity and the standard operation sum in the target criteria behavior aggregate in multiple video frames is determined as
Act matching degree.
In the multiple video frame be not present the standard operation in the case where, can directly acts of determination matching degree be
0。
The parameter determination module 704 is particularly used in：Based on deep learning algorithm to being nursed in the multiple video frame
Personnel and posture positioning is carried out by nursing staff, nursing staff and the body interactive information by nursing staff is determined, based on described
Body interactive information and nursing duration information determine effective nursing rate.Specifically, the parameter determination module 704 is determining effectively
It can be used for when nursing rate：Posture positioning is carried out to the nursing staff in the multiple video frame and by nursing staff, according to posture
Location determination nursing staff and by nursing staff with the presence or absence of body interaction, and if it exists, record statistics continuous interactive interaction when
It is long, and total nursing duration is recorded, the ratio of the interactive duration and total nursing duration is determined as effective nursing rate.
Wherein, effective nursing rate=interaction duration/always nurses duration.The time ratio effectively nursed.It is described to have
It is higher to imitate nursing rate, indicates that the nursing process of nursing staff is more careful.In the application, it can will search book effectively nursing rate conduct and comment
Estimate a standard of nursing quality.
In other implementation, nursing staff and the frequency of interaction by nursing staff can also be judged, by frequency of interaction
As a factor for judging effective nursing rate, there is more frequently interaction indicates that nursing process is conscientious, and nursing quality also compares
It is good.
Quality determination module 705, for determining the nursing staff according to the movement matching degree and/or effective nursing rate
Nursing quality assessment result.
It is described that institute is determined according to the movement matching degree and/or movement matching degree in a schematical implementation
The nursing quality assessment result for stating nursing staff may include：According to preset code of points or grade classification rule, Yi Jisuo
It states movement matching degree and/or effective nursing rate determines the nursing quality score or nursing quality grade of the nursing staff.
Fig. 8 is the structural schematic diagram of the assessment device of another nursing quality disclosed by the embodiments of the present invention, such as Fig. 8 institute
Show, the assessment device 80 of nursing quality may include：
Maneuver library configuration module 801 is used for pre-configured standard operation library.
The standard operation library can be configured based on by the disability grade of nursing staff, can also be according to by nursing staff
Physical condition configure.For example, according to disability grade come configuration standard maneuver library, for 1 grade of the grade, 2 grades, 3 fractions of disabling
Grade One Nursing standard operation collection, secondary care standard operation collection and tertiary care standard operation collection Dui Ying not configured.According to being protected
The physical condition of reason personnel configures, can be according to being similar to physiological characteristic multiway tree classification configurations standard operation collection shown in fig. 5.
Video acquiring module 701, for obtaining the nursing video of nursing staff.
Sub-frame processing module 702 obtains multiple video frames for the nursing video to be carried out sub-frame processing.
Judgment module 703 is acted, it is whether dynamic comprising the standard in standard operation library in the multiple video frame for judging
Make.
Wherein, standard operation library includes the standard operation collection of corresponding different nursing care grade.
Parameter determination module 704, for it is described movement judgment module judging result be when, according to the multiple view
The quantity of standard operation in frequency frame determines movement matching degree, and/or according to nursing staff in the multiple video frame and is protected
The body interactive information of reason personnel determines effective nursing rate.
Quality determination module 705, for determining the nursing staff according to the movement matching degree and/or effective nursing rate
Nursing quality assessment result.
In the present embodiment, pre-configured standard operation library is directly adjusted convenient for subsequent when carrying out nursing quality assessment
With efficient realization nursing quality assessment.
In other examples, the assessment device of nursing quality can be also used for executing following content：By the nursing
Quality assessment result is sent to nursing staff's terminal and by caregiver terminal；Receive the complaint letter that nursing staff's terminal is sent
Breath；And/or receive the evaluation information sent by nursing staff's terminal.
The nursing quality assessment result is sent to nursing staff's terminal and by caregiver terminal, while can sent out
Give which movement unqualified, the nursing information such as duration is unqualified.Facilitate nursing staff to be better understood by from nursing process
Present in some problems and improve in time.It also can be complete according to nursing quality and relevant information by nursing staff or its guardian
Whether in place face understands nursing, Rational Maintenance itself equity.
If nursing staff is to nursing quality assessment result, there are objections, such as some care actions to have done and really be evaluated
To be unqualified, then complaint information can be initiated by relevant channels, verifies through relevant department, corrects nursing quality assessment result.
Nursing staff is facilitated from visitor to the evaluation information of the nursing staff by what nursing staff or its guardian sent
See the care that angle understands itself.
In other examples, the assessment device of nursing quality can be also used for updating the standard operation library.
Relevant staff can the standard database according to new care content update, for example, care
In increased originally not no foot massage nursing newly, then need to update the standard operation of foot massage to the standard operation
Library.
In addition, illustrating in the standard database if there is the case where multiple nursing staff appeals some standard operation
For exemplary process about this standard operation there are improper or incomplete place, such case also can according to need update
The data that relevant criterion acts in the standard database.
The assessment device of any one nursing quality in above-described embodiment includes processor and memory, above-mentioned
Video acquiring module, sub-frame processing module, movement judgment module, parameter determination module, quality determination module in embodiment etc.
In memory as program module storage, the above procedure module of storage in the memory is executed Lai real by processor
Now corresponding function.
Include kernel in processor, is gone in memory to transfer corresponding program module by kernel.Kernel can be set one
Or it is multiple, the processing of return visit data is realized by adjusting kernel parameter.
Memory may include the non-volatile memory in computer-readable medium, random access memory (RAM) and/
Or the forms such as Nonvolatile memory, if read-only memory (ROM) or flash memory (flash RAM), memory include that at least one is deposited
Store up chip.
The embodiment of the invention provides a kind of storage mediums, are stored thereon with program, real when which is executed by processor
The appraisal procedure of nursing quality described in existing above-described embodiment.
The embodiment of the invention provides a kind of processor, the processor is for running program, wherein described program operation
The appraisal procedure of nursing quality described in Shi Zhihang above-described embodiment.
Further, a kind of electronic equipment, including processor and memory are present embodiments provided.Wherein memory is used for
The executable instruction of the processor is stored, the processor is configured to execute above-mentioned reality via the executable instruction is executed
Apply the appraisal procedure of nursing quality described in example.
Each embodiment in this specification is described in a progressive manner, the highlights of each of the examples are with other
The difference of embodiment, the same or similar parts in each embodiment may refer to each other.For device disclosed in embodiment
For, since it is corresponded to the methods disclosed in the examples, so being described relatively simple, related place is said referring to method part
It is bright.
It should also be noted that, herein, relational terms such as first and second and the like are used merely to one
Entity or operation are distinguished with another entity or operation, without necessarily requiring or implying between these entities or operation
There are any actual relationship or orders.Moreover, the terms "include", "comprise" or its any other variant are intended to contain
Lid non-exclusive inclusion, so that the process, method, article or equipment including a series of elements is not only wanted including those
Element, but also including other elements that are not explicitly listed, or further include for this process, method, article or equipment
Intrinsic element.In the absence of more restrictions, the element limited by sentence "including a ...", it is not excluded that
There is also other identical elements in process, method, article or equipment including the element.
The step of method described in conjunction with the examples disclosed in this document or algorithm, can directly be held with hardware, processor
The combination of capable software module or the two is implemented.Software module can be placed in random access memory (RAM), memory, read-only deposit
Reservoir (ROM), electrically programmable ROM, electrically erasable ROM, register, hard disk, moveable magnetic disc, CD-ROM or technology
In any other form of storage medium well known in field.
The foregoing description of the disclosed embodiments enables those skilled in the art to implement or use the present invention.
Various modifications to these embodiments will be readily apparent to those skilled in the art, as defined herein
General Principle can be realized in other embodiments without departing from the spirit or scope of the present invention.Therefore, of the invention
It is not intended to be limited to the embodiments shown herein, and is to fit to and the principles and novel features disclosed herein phase one
The widest scope of cause.
Claims (10)
1. a kind of appraisal procedure of nursing quality, which is characterized in that including：
Obtain the nursing video of nursing staff；
The nursing video is subjected to sub-frame processing, obtains multiple video frames；
Whether judge in the multiple video frame comprising the standard operation in standard operation library, wherein standard operation library includes pair
Answer the standard operation collection of different nursing care grade；
If so, determining movement matching degree according to the quantity of the standard operation in the multiple video frame, and/or according to the multiple
Nursing staff and effective nursing rate is determined by the body interactive information of nursing staff in video frame；
The nursing quality assessment result of the nursing staff is determined according to the movement matching degree and/or effective nursing rate.
2. the appraisal procedure of nursing quality according to claim 1, which is characterized in that the multiple video frame of judgement
In whether comprising the standard operation in standard operation library, including：
According to the target criteria behavior aggregate determined by the nursing grades of nursing staff in standard operation library；
Whether judge in the multiple video frame comprising the standard operation in the target criteria behavior aggregate.
3. the appraisal procedure of nursing quality according to claim 2, which is characterized in that described according to the multiple video frame
In standard operation quantity determine movement matching degree, including：
By the ratio of the standard operation quantity in the multiple video frame and the standard operation sum in the target criteria behavior aggregate
Value is determined as acting matching degree.
4. the appraisal procedure of nursing quality according to claim 1, which is characterized in that described according to the multiple video frame
Middle nursing staff and effective nursing rate is determined by the body interactive information of nursing staff, including：
Posture positioning is carried out to the nursing staff in the multiple video frame and by nursing staff；
According to posture location determination nursing staff and by nursing staff with the presence or absence of body interaction；
If it exists, the interaction duration of record statistics continuous interactive, and record total nursing duration；
The ratio of the interactive duration and total nursing duration is determined as effective nursing rate.
5. the appraisal procedure of nursing quality according to claim 1, which is characterized in that described according to the movement matching degree
And/or effective nursing rate determines the nursing quality assessment result of the nursing staff, including：
Institute is determined according to preset code of points or grade classification rule and the movement matching degree and/or effective nursing rate
State the nursing quality score or nursing quality grade of nursing staff.
6. the appraisal procedure of nursing quality according to claim 1, which is characterized in that further include：
Pre-configured standard operation library.
7. the appraisal procedure of nursing quality according to claim 1, which is characterized in that further include：
The nursing quality assessment result is sent to nursing staff's terminal and by caregiver terminal；
Receive the complaint information that nursing staff's terminal is sent；
And/or
Receive the evaluation information sent by nursing staff's terminal.
8. a kind of assessment device of nursing quality, which is characterized in that including：
Video acquiring module, for obtaining the nursing video of nursing staff；
Sub-frame processing module obtains multiple video frames for the nursing video to be carried out sub-frame processing；
Judgment module is acted, for whether judging in the multiple video frame comprising the standard operation in standard operation library, wherein
Standard operation library includes the standard operation collection of corresponding different nursing care grade；
Parameter determination module, for it is described movement judgment module judging result be when, according in the multiple video frame
The quantity of standard operation determine movement matching degree, and/or according to nursing staff in the multiple video frame and by nursing staff
Body interactive information determine effective nursing rate；
Quality determination module, for determining the nursing of the nursing staff according to the movement matching degree and/or effective nursing rate
Quality assessment result.
9. a kind of computer readable storage medium, is stored thereon with computer program, which is characterized in that the program is held by processor
The appraisal procedure of the described in any item nursing qualities of claim 1~7 is realized when row.
10. a kind of electronic equipment, which is characterized in that including：
Processor；And
Memory, for storing the executable instruction of the processor；
Wherein, the processor be configured to via execute the executable instruction come perform claim require it is 1~7 described in any item
The appraisal procedure of nursing quality.
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