CN113130056A - ECMO center rapid early warning and ECMO article informatization management system and method - Google Patents
ECMO center rapid early warning and ECMO article informatization management system and method Download PDFInfo
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Abstract
The invention discloses an ECMO center rapid early warning and ECMO article information management system, which comprises a WeChat applet, a WeChat server and a database, wherein the WeChat applet is connected with the WeChat server through a network, the WeChat server is connected with the database through the network, and the WeChat applet comprises a tourist login end and an employee login end; the invention also discloses an ECMO center rapid early warning and ECMO article informatization management method, which comprises a visitor rapid early warning method, an employee rapid early warning and ECMO article informatization management method. The invention has three functions of early warning, material management and starting, can quickly early warn, improve the survival rate of patients, manage all ECMO articles in an information mode and a blocking mode, has no omission and clear responsibility, greatly reduces the preparation time for loading the ECMO articles, ensures that loading is more efficient, and finally improves the survival rate of the patients.
Description
Technical Field
The invention relates to the technical field of medical assistance, in particular to an ECMO center rapid early warning and ECMO article informatization management system and method.
Background
ECMO refers to extracorporeal membrane oxygenation, which is mainly used to provide continuous extracorporeal respiration and circulation to a patient with severe cardiopulmonary failure to sustain the life of the patient. The heart and lung support system has the core parts of a membrane lung (artificial lung) and a blood pump (artificial heart), can support the heart and lung of a patient suffering from severe heart and lung function failure for a long time, and wins precious time for the rescue of critical illness.
However, the existing ECMO needs to perform the operation indication collection after the patient arrives at the hospital and then judge whether the patient needs to operate the machine, so that the efficiency is low, the quick early warning cannot be realized, the survival rate of the patient is affected, and the medical staff needs to allocate materials according to experience when the patient operates the machine, so that the situations of few allocation and missing allocation may exist, the preparation time for operating the machine is prolonged, and the ECMO is very inconvenient.
Disclosure of Invention
The invention aims to provide an ECMO center rapid early warning and ECMO article informatization management system and method, which have three functions of early warning, material management and starting, can rapidly early warn and improve the survival rate of patients, and can perform information management and block management on all the articles of the ECMO without omission, have clear responsibility, greatly reduce the time for preparing the ECMO article on machine, ensure that the on machine is more efficient, aim at reducing the time for the ECMO on machine, finally improve the survival rate of the patients, have great practical value in operation and functional use, and solve the problems in the background technology.
In order to achieve the purpose, the invention provides the following technical scheme:
an ECMO center rapid early warning and ECMO article information management system comprises a WeChat small program, a WeChat server and a database, wherein the WeChat small program is connected with the WeChat server through a network, and the WeChat server is connected with the database through the network;
the WeChat small program comprises a tourist login end and an employee login end;
the tourist login end is used for filling patient information by personnel except the ECMO center after the tourist logs in the early warning system, judging whether the patient information accords with an ECMO on-computer indication, if the ECMO on-computer indication exists, the early warning system collects corresponding information of the patient, mobile phone numbers of related personnel of the ECMO center appear, one of the mobile phone numbers is selected for dialing, and meanwhile, the information is sent to the WeChat server;
the staff login end is used for enabling staff to log in the early warning system by using the work number and the password, then patient information is filled in through an ECMO central staff, whether the ECMO computer-on indication is met or not is judged, and if the ECMO computer-on indication exists, the early warning system collects corresponding information of the patient; the employee login end is also used for the employee to log in the employee system by using the employee number account and the password and then the employee performs ECMO computer object preparation; the employee login end is also used for clicking the starting system to start timing the computer-on process when the employee receives the ECMO computer-on notice after all preparations are completed and the employee logs in the employee system by using the work number account and the password; sending the information to the WeChat server;
and the WeChat server is used for synchronizing and processing the information sent by the visitor login end and the employee login end, and uploading data to the database for data interaction.
As an optimization of the ECMO center rapid warning and ECMO article information management system of the present invention, the WeChat applet enters the applet through WeChat search, which includes the following steps:
s11, searching for a small program to be used on an operation panel interface of the WeChat by a tourist or an ECMO center worker;
s12, clicking to enter and log in the small program after the search is successful;
and S13, if the registration cannot be carried out, deleting the small program from the small program which is used recently, and searching again.
As an optimization of the ECMO center rapid warning and ECMO article information management system of the present invention, the step of the employee login end logging in the employee system using the employee number account and the password comprises:
s21, selecting authorization login at an immediate authorization place;
s22, inputting a login job number at a job number position;
s23, inputting a login password at the password;
s24, clicking to immediately log in at an immediate login position after confirming that the work number and the password are correct;
and S25, if the work number and the password cannot enter the employee system, deleting the applet from the newly used applet and then searching again, and if the applet cannot be logged in to contact a program manager for maintenance.
As an optimization of the ECMO center rapid warning and ECMO article information management system of the present invention, the step of the employee performing ECMO article preparation by the employee after the employee logs in the employee system using the employee number account and the password comprises:
s31, selecting a standby system required by a machine according to the machine model required by ECMO on-machine, and checking;
s32, sequentially preparing objects according to the list prompt, performing check-in every time when one object is finished, and if the objects cannot be prepared immediately, not needing check-in;
s33, after the preparation of the article is finished, if the article is confirmed to be correct, clicking to confirm, and if not, clicking to cancel;
and S34, generating an article preparation code by the system, clicking to determine after recording, and otherwise, clicking to cancel, and preparing the article again.
As an optimization of the ECMO center fast warning and ECMO article information management system of the present invention, when the employee receives the ECMO on-machine notification after the employee logs in the employee system using the job number account and the password, and when all preparations are completed without omission, the employee logs in the employee system by clicking the start-up system to start timing the on-machine process includes the following steps:
s41, inputting the article preparation code of the machine object on the ECMO prepared previously, and clicking for determining;
s42, prompting which articles are not completely prepared by the system, carrying out selection and clicking to determine after the articles are completely prepared according to the prompt;
s43, sequentially and respectively clicking to start, arrive, install, transfer and finish according to the process, if the change occurs, clicking to return, and if the clicking is cancelled, completely invalidating the process.
As an optimization of the ECMO center rapid warning and ECMO item informatization management system of the present invention, the uploading of data to the database by the WeChat server includes the following steps:
s51, receiving an uploading request and uploading data of the WeChat server, and positioning corresponding data processing services from a database according to a target data source of the uploading data, wherein the number of the data processing services is multiple;
s52, obtaining a data stream by uploading data of the WeChat server, setting a sliding window with the size of M1 for the data stream, and dividing a plurality of sub-windows with the size of M2 on the sliding window;
s53, dividing the data blocks of the current sub-window according to the data attributes of the uploaded data to obtain an initialized population, calculating the support value of each data block in the current sub-window, judging whether the support value of each data block is greater than a threshold value, and if so, adding the data blocks into the active set of the current sub-window;
s54, decomposing the data processing into sub processing requests facing the data processing service according to the data rule set of the data blocks in the active set, and decomposing the data rule set into a plurality of disjoint rule subsets corresponding to the sub processing requests;
s55, distributing the sub-processing requests and the corresponding rule subsets to corresponding data processing services, and executing data processing tasks in parallel by the data processing services to obtain temporary data processing results respectively;
s56, assembling the temporary data processing result into a final data processing result of the current sub-window according to the requirement of the data result item of the uploaded data;
and S57, data flow and sliding window migration, receiving new data flowing in, deleting old data out of date, and updating sliding window data to serve as a new processing starting point.
Preferably, in the ECMO center rapid warning and ECMO article information management system of the present invention, the formula for calculating the support value Ma of each data block in the current sub-window in S53 is as follows:
wherein, N is the number of data blocks in the data set, Si is the ith data block in the data set, q is the query point, starting from the first data block, D (Si, q) is the distance from the data block Si to the query point q, and R is the distance between the query point q in the correct data set and the data block farthest from q.
As preferable for the ECMO center rapid early warning and ECMO article information management system of the present invention, the database is further configured to classify and store data uploaded by the WeChat server;
the database classifying the data comprises the following steps:
s61, acquiring a data set, wherein the data set comprises data and a label matched with the data;
s62, pre-training a data set based on a DBM model, and extracting features of original data of the data set;
s63, sending the feature data extracted by pre-training to a plurality of classifiers for classification to obtain classification results, carrying out fine adjustment on parameters of the plurality of classifiers according to the classification results, and distributing a weight factor to each classifier according to the classification error rate of each classifier to obtain a proper weight factor;
and S64, carrying out combined decision on the obtained classification results to obtain final classification results.
Preferably, in the step S63, the fine-tuning of parameters of the plurality of classifiers according to the classification result and the assigning of the weighting factor to each classifier according to the classification error rate of each classifier so as to obtain the appropriate weighting factor specifically include:
the updating formula of the weight parameter distributed to each classifier is as follows:
wherein I () represents a logical decision function for deciding ym(xn) The result of classifier classification and label truth tnWhether they are the same;
calculating a weight error rate εmThe formula of (1) is:
calculating a weight factor alphamThe formula of (1) is:
wherein N represents the divided batches of data, and the value of N is from 1 to N, xnDenotes the nth data, ym(xn) Representing the result of the decision based on the m-th classifier, tnN-th batch of data x representing trainingnThe label of (a) is used,
represents the classifier weight of the mth classifier on the nth batch of data,
represents the classifier weight, α, of the m +1 th classifier on the nth batch of datamRepresenting the assigned weight coefficients for each classifier.
An ECMO center rapid early warning and ECMO article informatization management method comprises a visitor rapid early warning method and an employee rapid early warning and ECMO article informatization management method, wherein:
the quick tourist early warning method comprises the following steps:
s1, searching a WeChat small program by a tourist, clicking to enter and directly logging in the small program after the searching is successful;
s2, the tourist logs in the early warning system through the tourist login end and fills in the patient information through personnel except the ECMO center;
s3, judging whether the ECMO computer-on indication is met, if the ECMO computer-on indication exists, collecting corresponding information of the patient by the early warning system, and if the ECMO computer-on indication does not meet the computer-on indication, automatically skipping to be the non-computer-on indication by the early warning system;
s4, according with the indication of the user on the computer, simultaneously inputting information, then generating mobile phone numbers of related personnel of the ECMO center, selecting one of the mobile phone numbers to dial, simultaneously sending the information to the WeChat server, and uploading the data to the database by the WeChat server for data interaction;
the employee rapid early warning and ECMO article informatization management method comprises the following steps:
s1, searching a WeChat small program by an employee, clicking to enter and directly logging in the small program after the searching is successful;
s2, the staff logs in an early warning system of a staff login end through a work number account and a password, and ECMO central staff fills in patient information;
s3, judging whether the ECMO computer-on indication is met, if the ECMO computer-on indication exists, collecting corresponding information of the patient by the early warning system, and if the ECMO computer-on indication does not meet the computer-on indication, automatically skipping to be the non-computer-on indication by the early warning system;
s4, the employee logs in an ECMO article information management system of the employee login end through the work number account and the password to carry out ECMO machine article standby;
and S5, when the staff receives the ECMO on-computer notification and all preparations are completed without omission, clicking the starting system to start timing the on-computer process, and simultaneously sending the information to the WeChat server, wherein the WeChat server uploads the data to the database for data interaction.
Compared with the prior art, the invention has the beneficial effects that:
the ECMO center rapid early warning and ECMO article informatization management system and the method have three functions of early warning, material management and starting; after the visitor logs in, the visitor can be input and judged according to the ECMO computer-on indication in the early warning system, the system helps to select whether the computer is properly operated and relevant modes, the visitor can directly contact a central responsible person after the computer is operated, the early warning can be rapidly realized, and the survival rate of the patient is improved; the system has the advantages that staff can use a material function and a starting function after logging in, the material function performs information management and block management on all objects of the ECMO, omission is avoided, responsibility is clear, when a patient needs to operate the ECMO, a nursing staff can quickly and clearly determine the integrity of the objects according to a material preparation code, the absence or the absence of the objects is avoided, the time for operating the ECMO on the computer is greatly shortened, each step of operating the ECMO on the computer can be timed in a segmented mode after starting, the time for operating the ECMO on the computer is obtained in a complete mode, a help center analyzes the time for operating the computer of each patient, problems possibly existing in each step are analyzed, the operation is more efficient, the time for operating the ECMO on the computer is reduced, and the. The invention has convenient operation and great practical value in functional use.
Drawings
FIG. 1 is a block diagram of the system of the present invention;
FIG. 2 is a schematic flow chart of a quick visitor warning method according to the present invention;
fig. 3 is a schematic flow chart of the employee quick warning and ECMO article informatization management method according to the present invention.
Detailed Description
The technical solutions in the embodiments of the present invention will be clearly and completely described below with reference to the drawings in the embodiments of the present invention, and it is obvious that the described embodiments are only a part of the embodiments of the present invention, and not all of the embodiments. All other embodiments, which can be derived by a person skilled in the art from the embodiments given herein without making any creative effort, shall fall within the protection scope of the present invention.
Thus, the following detailed description of the embodiments of the present invention, presented in the figures, is not intended to limit the scope of the invention, as claimed, but is merely representative of selected embodiments of the invention. All other embodiments, which can be obtained by a person skilled in the art without any inventive step based on the embodiments of the present invention, are within the scope of the present invention.
Examples
Referring to fig. 1-3, the present invention provides a technical solution:
an ECMO center rapid early warning and ECMO article information management system comprises a WeChat small program, a WeChat server and a database, wherein the WeChat small program is connected with the WeChat server through a network, and the WeChat server is connected with the database through the network;
the WeChat small program comprises a visitor login end and an employee login end;
the tourist login end is used for filling patient information by personnel except the ECMO center after the tourist logs in the early warning system, judging whether the patient information accords with an ECMO on-computer indication, if the ECMO on-computer indication exists, the early warning system collects corresponding information of the patient, mobile phone numbers of related personnel of the ECMO center appear, one of the mobile phone numbers is selected for dialing, and meanwhile, the information is sent to the WeChat server;
the staff login end is used for enabling staff to log in the early warning system by using the work number and the password, then patient information is filled through an ECMO central staff, whether the ECMO computer-on indication is met or not is judged, and if the ECMO computer-on indication exists, the early warning system collects corresponding information of the patient; the employee login end is also used for the employee to log in the employee system by using the employee number account and the password and then the employee performs ECMO computer object preparation; the employee login end is also used for clicking the starting system to start timing the computer-on process when the employee receives the ECMO computer-on notice after all preparations are completed and the employee logs in the employee system by using the work number account and the password; sending the information to a WeChat server;
the WeChat server is used for synchronizing and processing information sent by the visitor login end and the employee login end, and uploading data to the database for data interaction.
As a technical optimization scheme of the invention, the WeChat small program enters the small program through WeChat search, which comprises the following steps:
s11, a visitor or an ECMO center worker searches an operation panel interface of WeChat for a small program used by the 'provincial medical ECMO center';
s12, clicking a 'provincial and medical ECMO center' to enter and log in a small program after the search is successful;
and S13, if the registration cannot be carried out, deleting the small program from the small program which is used recently, and searching again.
As a technical optimization scheme of the invention, the employee login end logs in the employee system by using the employee number account and the password comprises the following steps:
s21, selecting authorization login at an immediate authorization place;
s22, inputting a login job number at a job number position;
s23, inputting a login password at the password;
s24, clicking to immediately log in at an immediate login position after confirming that the work number and the password are correct;
and S25, if the work number and the password cannot enter the employee system, deleting the applet from the newly used applet and then searching again, and if the applet cannot be logged in to contact a program manager for maintenance.
As a technical optimization scheme of the invention, after the employee logs in the employee system by using the employee number account and the password, the employee performs ECMO computer object preparation by the employee login terminal, which comprises the following steps:
s31, selecting a machine type: selecting a standby system required by the machine according to the machine model required by the ECMO machine, and checking;
s32, supplementing articles: sequentially preparing objects according to the prompt of the list, and checking each object when one object is finished, wherein checking is not needed if the object cannot be prepared immediately;
s33, confirming the article: after the article is prepared, if the article is confirmed to be correct, clicking to determine, otherwise, clicking to cancel;
s34, production preparation code: the system generates an article preparation code, and after recording, clicking is determined, otherwise, clicking is cancelled, and the article can be prepared again.
As a technical optimization scheme of the invention, when an employee receives an ECMO (electronic component management) computer-on notification after the employee logs in an employee system by using a work number account and a password, and when all preparations are completed without omission, the employee login end clicks a starting system to start timing the computer-on process, and the method comprises the following steps:
s41, inputting a preparation code: inputting the article preparation code of the prepared ECMO machine object, and clicking for determining;
s42, finishing preparation: the system prompts which articles are not completely prepared, and the articles are selected and clicked to determine after the articles are completely prepared according to the prompt;
s43, timing: and sequentially and respectively clicking to start, arrive, install, transport and finish according to the process, if the change occurs, clicking to return, and if the click is cancelled, completely invalidating the process.
As a technical optimization scheme of the invention, uploading data to a database by a WeChat server comprises the following steps:
s51, receiving an uploading request and uploading data of the WeChat server, and positioning corresponding data processing services from a database according to a target data source of the uploading data, wherein the number of the data processing services is multiple;
s52, obtaining a data stream by uploading data of the WeChat server, setting a sliding window with the size of M1 for the data stream, and dividing a plurality of sub-windows with the size of M2 on the sliding window;
s53, dividing the data blocks of the current sub-window according to the data attributes of the uploaded data to obtain an initialized population, calculating the support value of each data block in the current sub-window, judging whether the support value of each data block is greater than a threshold value, and if so, adding the data blocks into the active set of the current sub-window;
s54, decomposing the data processing into sub processing requests facing the data processing service according to the data rule set of the data blocks in the active set, and decomposing the data rule set into a plurality of disjoint rule subsets corresponding to the sub processing requests;
s55, distributing the sub-processing requests and the corresponding rule subsets to corresponding data processing services, and executing data processing tasks in parallel by the data processing services to obtain temporary data processing results respectively;
s56, assembling the temporary data processing result into a final data processing result of the current sub-window according to the requirement of the data result item of the uploaded data;
and S57, data flow and sliding window migration, receiving new data flowing in, deleting old data out of date, and updating sliding window data to serve as a new processing starting point.
As a technical optimization scheme of the present invention, the formula for calculating the support value Ma of each data block in the current sub-window in S53 is as follows:
wherein, N is the number of data blocks in the data set, Si is the ith data block in the data set, q is the query point, starting from the first data block, D (Si, q) is the distance from the data block Si to the query point q, and R is the distance between the query point q in the correct data set and the data block farthest from q.
As a technical optimization scheme of the invention, the database is also used for classifying and storing the data uploaded by the WeChat server;
the database classifying the data comprises the following steps:
s61, acquiring a data set, wherein the data set comprises data and a label matched with the data;
s62, pre-training a data set based on a DBM model, and extracting features of original data of the data set;
s63, sending the feature data extracted by pre-training to a plurality of classifiers for classification to obtain classification results, carrying out fine adjustment on parameters of the plurality of classifiers according to the classification results, and distributing a weight factor to each classifier according to the classification error rate of each classifier to obtain a proper weight factor;
and S64, carrying out combined decision on the obtained classification results to obtain final classification results.
As a technical optimization scheme of the present invention, the fine-tuning parameters of the multiple classifiers according to the classification result in S63, and assigning a weight factor to each classifier according to the classification error rate of each classifier, so as to obtain a suitable weight factor specifically includes:
the updating formula of the weight parameter distributed to each classifier is as follows:
wherein I () represents a logical decision function for deciding ym(xn) The result of classifier classification and label truth tnWhether they are the same;
calculating a weight error rate εmThe formula of (1) is:
calculating a weight factor alphamThe formula of (1) is:
wherein N represents the divided batches of data, and the value of N is from 1 to N, xnDenotes the nth data, ym(xn) Representing the result of the decision based on the m-th classifier, tnN-th batch of data x representing trainingnThe label of (a) is used,
represents the classifier weight of the mth classifier on the nth batch of data,
represents the classifier weight, α, of the m +1 th classifier on the nth batch of datamRepresenting the assigned weight coefficients for each classifier.
An ECMO center rapid early warning and ECMO article informatization management method comprises a visitor rapid early warning method and an employee rapid early warning and ECMO article informatization management method, wherein:
the quick early warning method for the tourists comprises the following steps:
s1, searching a WeChat small program by a tourist, clicking to enter and directly logging in the small program after the searching is successful;
s2, the tourist logs in the early warning system through the tourist login end, patient information is filled in through personnel outside an ECMO center, and a panel is operated;
s3, judging whether the ECMO computer-on indication is met, if the ECMO computer-on indication exists, collecting corresponding information of the patient by the early warning system, and if the ECMO computer-on indication does not meet the computer-on indication, automatically skipping to be the non-computer-on indication by the early warning system;
s4, according with the indication of the user on the computer, simultaneously inputting information, then generating mobile phone numbers of related personnel of the ECMO center, selecting one of the mobile phone numbers to dial, simultaneously sending the information to the WeChat server, and uploading the data to the database by the WeChat server for data interaction;
the staff rapid early warning and ECMO article informatization management method comprises the following steps:
s1, searching a WeChat small program by an employee, clicking to enter and directly logging in the small program after the searching is successful;
s2, the staff logs in an early warning system of a staff login end through a work number account and a password, and ECMO central staff fills in patient information;
s3, judging whether the ECMO computer-on indication is met, if the ECMO computer-on indication exists, collecting corresponding information of the patient by the early warning system, and if the ECMO computer-on indication does not meet the computer-on indication, automatically skipping to be the non-computer-on indication by the early warning system;
s4, the employee logs in an ECMO article information management system of the employee login end through the work number account and the password to carry out ECMO machine article standby;
and S5, when the staff receives the ECMO on-computer notification and all preparations are completed without omission, clicking the starting system to start timing the on-computer process, and simultaneously sending the information to the WeChat server, wherein the WeChat server uploads the data to the database for data interaction.
The WeChat small program of the provincial and medical ECMO center of Jiangsu provincial and civil hospitals obtained by the method can be searched and obtained in the WeChat operation panel.
In summary, the ECMO center fast early warning and ECMO article informatization management system and method have three functions of early warning, material management and starting; after the visitor logs in, the visitor can be input and judged according to the ECMO computer-on indication in the early warning system, the system helps to select whether the computer is properly operated and relevant modes, the visitor can directly contact a central responsible person after the computer is operated, the early warning can be rapidly realized, and the survival rate of the patient is improved; the system has the advantages that staff can use a material function and a starting function after logging in, the material function performs information management and block management on all objects of the ECMO, omission is avoided, responsibility is clear, when a patient needs to operate the ECMO, a nursing staff can quickly and clearly determine the integrity of the objects according to a material preparation code, the absence or the absence of the objects is avoided, the time for operating the ECMO on the computer is greatly shortened, each step of operating the ECMO on the computer can be timed in a segmented mode after starting, the time for operating the ECMO on the computer is obtained in a complete mode, a help center analyzes the time for operating the computer of each patient, problems possibly existing in each step are analyzed, the operation is more efficient, the time for operating the ECMO on the computer is reduced, and the. The invention has convenient operation and great practical value in functional use.
Although embodiments of the present invention have been shown and described, it will be appreciated by those skilled in the art that changes, modifications, substitutions and alterations can be made in these embodiments without departing from the principles and spirit of the invention, the scope of which is defined in the appended claims and their equivalents.
Claims (10)
1. The utility model provides a quick early warning of ECMO center and ECMO article information-based management system which characterized in that: the system comprises a WeChat applet, a WeChat server and a database, wherein the WeChat applet is connected with the WeChat server through a network, and the WeChat server is connected with the database through a network;
the WeChat small program comprises a tourist login end and an employee login end;
the tourist login end is used for filling patient information by personnel except the ECMO center after the tourist logs in the early warning system, judging whether the patient information accords with an ECMO on-computer indication, if the ECMO on-computer indication exists, the early warning system collects corresponding information of the patient, mobile phone numbers of related personnel of the ECMO center appear, one of the mobile phone numbers is selected for dialing, and meanwhile, the information is sent to the WeChat server;
the staff login end is used for enabling staff to log in the early warning system by using the work number and the password, then patient information is filled in through an ECMO central staff, whether the ECMO computer-on indication is met or not is judged, and if the ECMO computer-on indication exists, the early warning system collects corresponding information of the patient; the employee login end is also used for the employee to log in the employee system by using the employee number account and the password and then the employee performs ECMO computer object preparation; the employee login end is also used for clicking the starting system to start timing the computer-on process when the employee receives the ECMO computer-on notice after all preparations are completed and the employee logs in the employee system by using the work number account and the password; sending the information to the WeChat server;
and the WeChat server is used for synchronizing and processing the information sent by the visitor login end and the employee login end, and uploading data to the database for data interaction.
2. The system according to claim 1, wherein the ECMO center fast warning and ECMO item informatization management system comprises: the WeChat applet enters the applet through WeChat search, which comprises the following steps:
s11, searching for a small program to be used on an operation panel interface of the WeChat by a tourist or an ECMO center worker;
s12, clicking to enter and log in the small program after the search is successful;
and S13, if the registration cannot be carried out, deleting the small program from the small program which is used recently, and searching again.
3. The system according to claim 1, wherein the ECMO center fast warning and ECMO item informatization management system comprises: the employee login end logs in the employee system by using the employee number account and the password at the employee, and the method comprises the following steps:
s21, selecting authorization login at an immediate authorization place;
s22, inputting a login job number at a job number position;
s23, inputting a login password at the password;
s24, clicking to immediately log in at an immediate login position after confirming that the work number and the password are correct;
and S25, if the work number and the password cannot enter the employee system, deleting the applet from the newly used applet and then searching again, and if the applet cannot be logged in to contact a program manager for maintenance.
4. The system according to claim 1, wherein the ECMO center fast warning and ECMO item informatization management system comprises: the method for the employee to carry out ECMO computer object preparation after the employee logs in the employee system by the employee login end by using the employee number account and the password comprises the following steps:
s31, selecting a standby system required by a machine according to the machine model required by ECMO on-machine, and checking;
s32, sequentially preparing objects according to the list prompt, performing check-in every time when one object is finished, and if the objects cannot be prepared immediately, not needing check-in;
s33, after the preparation of the article is finished, if the article is confirmed to be correct, clicking to confirm, and if not, clicking to cancel;
and S34, generating an article preparation code by the system, clicking to determine after recording, and otherwise, clicking to cancel, and preparing the article again.
5. The ECMO central rapid early warning and ECMO article informatization management system according to claim 4, wherein: when the employee receives the ECMO computer-on notice after the employee logs in the employee system by using the employee number account and the password, and when all preparations are completed without omission, the employee login end clicks the starting system to start the computer-on process timing, and the method comprises the following steps:
s41, inputting the article preparation code of the machine object on the ECMO prepared previously, and clicking for determining;
s42, prompting which articles are not completely prepared by the system, carrying out selection and clicking to determine after the articles are completely prepared according to the prompt;
s43, sequentially and respectively clicking to start, arrive, install, transfer and finish according to the process, if the change occurs, clicking to return, and if the clicking is cancelled, completely invalidating the process.
6. The system according to claim 1, wherein the ECMO center fast warning and ECMO item informatization management system comprises: the step of uploading data to the database by the WeChat Server comprises the following steps:
s51, receiving an uploading request and uploading data of the WeChat server, and positioning corresponding data processing services from a database according to a target data source of the uploading data, wherein the number of the data processing services is multiple;
s52, obtaining a data stream by uploading data of the WeChat server, setting a sliding window with the size of M1 for the data stream, and dividing a plurality of sub-windows with the size of M2 on the sliding window;
s53, dividing the data blocks of the current sub-window according to the data attributes of the uploaded data to obtain an initialized population, calculating the support value of each data block in the current sub-window, judging whether the support value of each data block is greater than a threshold value, and if so, adding the data blocks into the active set of the current sub-window;
s54, decomposing the data processing into sub processing requests facing the data processing service according to the data rule set of the data blocks in the active set, and decomposing the data rule set into a plurality of disjoint rule subsets corresponding to the sub processing requests;
s55, distributing the sub-processing requests and the corresponding rule subsets to corresponding data processing services, and executing data processing tasks in parallel by the data processing services to obtain temporary data processing results respectively;
s56, assembling the temporary data processing result into a final data processing result of the current sub-window according to the requirement of the data result item of the uploaded data;
and S57, data flow and sliding window migration, receiving new data flowing in, deleting old data out of date, and updating sliding window data to serve as a new processing starting point.
7. The system according to claim 6, wherein the system comprises: in S53, the formula for calculating the support value Ma of each data block in the current sub-window is as follows:
wherein, N is the number of data blocks in the data set, Si is the ith data block in the data set, q is the query point, starting from the first data block, D (Si, q) is the distance from the data block Si to the query point q, and R is the distance between the query point q in the correct data set and the data block farthest from q.
8. The system according to claim 1, wherein the ECMO center fast warning and ECMO item informatization management system comprises: the database is also used for classifying and storing the data uploaded by the WeChat server;
the database classifying the data comprises the following steps:
s61, acquiring a data set, wherein the data set comprises data and a label matched with the data;
s62, pre-training a data set based on a DBM model, and extracting features of original data of the data set;
s63, sending the feature data extracted by pre-training to a plurality of classifiers for classification to obtain classification results, carrying out fine adjustment on parameters of the plurality of classifiers according to the classification results, and distributing a weight factor to each classifier according to the classification error rate of each classifier to obtain a proper weight factor;
and S64, carrying out combined decision on the obtained classification results to obtain final classification results.
9. The system according to claim 8, wherein the ECMO center fast warning and ECMO item informatization management system comprises: in S63, fine-tuning parameters of the multiple classifiers according to the classification result, and assigning a weight factor to each classifier according to the classification error rate of each classifier, so as to obtain a suitable weight factor specifically includes:
the updating formula of the weight parameter distributed to each classifier is as follows:
wherein I () represents a logical decision function for deciding ym(xn) The result of classifier classification and label truth tnWhether they are the same;
calculating a weight error rate εmThe formula of (1) is:
calculating a weight factor alphamThe formula of (1) is:
wherein N represents the divided batches of data, and the value of N is from 1 to N, xnDenotes the nth data, ym(xn) Representing the result of the decision based on the m-th classifier, tnN-th batch of data x representing trainingnThe label of (a) is used,
represents the classifier weight of the mth classifier on the nth batch of data,
represents the classifier weight, α, of the m +1 th classifier on the nth batch of datamRepresenting the assigned weight coefficients for each classifier.
10. An ECMO center rapid early warning and ECMO article informatization management method is characterized by comprising a visitor rapid early warning method and an employee rapid early warning and ECMO article informatization management method, wherein:
the quick tourist early warning method comprises the following steps:
s1, searching a WeChat small program by a tourist, clicking to enter and directly logging in the small program after the searching is successful;
s2, the tourist logs in the early warning system through the tourist login end and fills in the patient information through personnel except the ECMO center;
s3, judging whether the ECMO computer-on indication is met, if the ECMO computer-on indication exists, collecting corresponding information of the patient by the early warning system, and if the ECMO computer-on indication does not meet the computer-on indication, automatically skipping to be the non-computer-on indication by the early warning system;
s4, according with the indication of the user on the computer, simultaneously inputting information, then generating mobile phone numbers of related personnel of the ECMO center, selecting one of the mobile phone numbers to dial, simultaneously sending the information to the WeChat server, and uploading the data to the database by the WeChat server for data interaction;
the employee rapid early warning and ECMO article informatization management method comprises the following steps:
s1, searching a WeChat small program by an employee, clicking to enter and directly logging in the small program after the searching is successful;
s2, the staff logs in an early warning system of a staff login end through a work number account and a password, and ECMO central staff fills in patient information;
s3, judging whether the ECMO computer-on indication is met, if the ECMO computer-on indication exists, collecting corresponding information of the patient by the early warning system, and if the ECMO computer-on indication does not meet the computer-on indication, automatically skipping to be the non-computer-on indication by the early warning system;
s4, the employee logs in an ECMO article information management system of the employee login end through the work number account and the password to carry out ECMO machine article standby;
and S5, when the staff receives the ECMO on-computer notification and all preparations are completed without omission, clicking the starting system to start timing the on-computer process, and simultaneously sending the information to the WeChat server, wherein the WeChat server uploads the data to the database for data interaction.
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Citations (7)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US20040128165A1 (en) * | 2002-10-07 | 2004-07-01 | Block Brad J. | Method and apparatus for accessing and synchronizing multiple health care databases |
| CN108744099A (en) * | 2018-06-19 | 2018-11-06 | 广州军区广州总医院 | The control method that a kind of extracorporeal membrane oxygenation device and its control oxygenated blood supply |
| CN110060768A (en) * | 2019-04-28 | 2019-07-26 | 安徽软云信息科技有限公司 | A kind of cloud diagnosis and treatment archives and sufferer manage platform |
| CN110136815A (en) * | 2019-05-10 | 2019-08-16 | 重庆医科大学附属第二医院 | Atrial fibrillation patients information system management Internet-based and service system and method |
| CN110289087A (en) * | 2019-06-28 | 2019-09-27 | 龙建成 | The Medical Devices consumable smart media management system of modern hospital |
| US20190307405A1 (en) * | 2018-04-10 | 2019-10-10 | Hill-Rom Services, Inc. | Patient risk assessment based on data from multiple sources in a healthcare facility |
| CN111478972A (en) * | 2020-04-17 | 2020-07-31 | 李峰 | Integrated remote monitoring background management system and monitoring method |
-
2021
- 2021-04-27 CN CN202110459927.1A patent/CN113130056B/en active Active
Patent Citations (7)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US20040128165A1 (en) * | 2002-10-07 | 2004-07-01 | Block Brad J. | Method and apparatus for accessing and synchronizing multiple health care databases |
| US20190307405A1 (en) * | 2018-04-10 | 2019-10-10 | Hill-Rom Services, Inc. | Patient risk assessment based on data from multiple sources in a healthcare facility |
| CN108744099A (en) * | 2018-06-19 | 2018-11-06 | 广州军区广州总医院 | The control method that a kind of extracorporeal membrane oxygenation device and its control oxygenated blood supply |
| CN110060768A (en) * | 2019-04-28 | 2019-07-26 | 安徽软云信息科技有限公司 | A kind of cloud diagnosis and treatment archives and sufferer manage platform |
| CN110136815A (en) * | 2019-05-10 | 2019-08-16 | 重庆医科大学附属第二医院 | Atrial fibrillation patients information system management Internet-based and service system and method |
| CN110289087A (en) * | 2019-06-28 | 2019-09-27 | 龙建成 | The Medical Devices consumable smart media management system of modern hospital |
| CN111478972A (en) * | 2020-04-17 | 2020-07-31 | 李峰 | Integrated remote monitoring background management system and monitoring method |
Non-Patent Citations (2)
| Title |
|---|
| 孙腾雷等: "基于微信小程序的疫情防控平台的设计与实现", 《电子测试》 * |
| 张敏 等: "成人体外膜肺氧合支持下转运流程管理的研究进展", 《护理学报》 * |
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