1.Assessment for the application of an integrated health management system based on wearable devices in management for patients with cardiovascular and cerebrovascular diseases
Nengcai WANG ; Zongren LI ; Yuzhen WANG ; Mingyue BAO ; Dongmei LIN
China Medical Equipment 2025;22(11):132-136
Objective:To develop an integrated health management system based on wearable devices for conducting health management to discharged patients,so as to improve the lifestyle and medication compliance of patients with cardiovascular and cerebrovascular diseases,and control risk factors of disease,and maintain patients'safety.Methods:The wearable devices,mobile terminals,and hospital's medical information platform were systematically integrated to develop an integrated health management system.A total of 75 patients with cardiovascular and cerebrovascular diseases(coronary heart disease and hypertension)who admitted to the Department of Cardiovascular Medicine of The 940th Hospital of People's Liberation Army Joint Service Support Force during March 1 and April 1,2024 were selected,and they were randomly divided into an intervention group and a control group using the random number table method,with 38 cases in the intervention group and 37 cases in the control group.During the 6 months of intervention observation period after discharge,patients in the intervention group used the integrated health management system for self-health management,while the patients of control group were managed with the conventional mode.The rate of medication compliance,changes of health behaviors,and changes of measurement data of body between the two groups were compared after the intervention.Results:The smoking rate of patients in the intervention group was 18.42%(7/38),which was lower than 43.24%(16/37)of the control group,and the difference was statistically significant(x2=3.94,P<0.05).The average rate of medication compliance of patients in the intervention group was(89.00±2.39)%,which was higher than(84.8±2.37)%of the control group,and the difference was statistically significant(t=2.15,P<0.05).The increase in diastolic blood pressure of patients in the intervention group was(1.76±2.06)mmHg,which was lower than(3.05±1.94)mmHg of the control group,and the difference was statistically significant(t=2.49,P<0.05).Conclusion:The integrated health management system based on wearable devices is effective for the self-management of patients with cardiovascular and cerebrovascular diseases,and it has a good effect in controlling the level of blood pressure,improving behavioral habits,and enhancing medication compliance of patients.
2.Visualization analysis of the research hotspots of wearable devices in the field of medicine and health care
Mingyue BAO ; Jiankui GUO ; Nengcai WANG ; Jun CHANG
China Medical Equipment 2025;22(3):115-119
Objective:To analyze the research hotspots,frontiers and development trends of wearable devices in the field of medicine and health care,so as to provide reference for the research of wearable devices in the field of medicine and health care.Methods:The literatures related to wearable devices in the medical and health field from January 1,2012 to December 31,2022,which were included in the CNKI database,were searched.The theme-words for search were"(wearable or wearable devices)and medical treatment",and the classification code chose the journal literature with R fuzzy query.A total of 1267 related literatures were obtained after the review literatures that included"review","development","current situation"and"current condition"in title key words and abstract were excluded.A total of 580 literatures that were finally screened through manual exclusion were included in this research.The CiteSpace visualization software was used to analyze the key words of the 580 journal literatures,and the visualization function of China National Knowledge Infrastructure(CNKI)was used to visually analyze the number of retrieved literatures,the distribution of disciplines,and the publications number of authors that were searched.Results:From 2012 to 2022,the total number of published papers of journal type about wearable devices in the field of medical health in China appeared rise trend.In 580 published papers,the top five journals in terms of the number of published paper were respectively China Hospital CEO,Journal of Biomedical Engineering,Chinese Hospital Architecture&Equipment,Smart Healthcare,and Progress in Biomedical Engineering.The published literature distributed mainly in"biomedical engineering","policies,laws and regulations"of medicine and health,medical education and medical interdisciplinary,automation technology,clinical medicine,telecommunication technology,cardiovascular diseases and other disciplines.The key words with high occurring frequency were mainly wearable,mobile medicine,wearable mode,sensor and Internet+,etc.,and the hot key words included the elderly,arrhythmia,electrocardiogram signal and stroke in recent years.Conclusion:The research of wearable devices mainly focus on mobile medicine,artificial intelligence,and Internet+etc.in the field of medicine and health care in China,and the research frontier reflects mainly research direction of wearable devices in the elderly,arrhythmia and electrocardiogram signal.
3.Assessment for the application of an integrated health management system based on wearable devices in management for patients with cardiovascular and cerebrovascular diseases
Nengcai WANG ; Zongren LI ; Yuzhen WANG ; Mingyue BAO ; Dongmei LIN
China Medical Equipment 2025;22(11):132-136
Objective:To develop an integrated health management system based on wearable devices for conducting health management to discharged patients,so as to improve the lifestyle and medication compliance of patients with cardiovascular and cerebrovascular diseases,and control risk factors of disease,and maintain patients'safety.Methods:The wearable devices,mobile terminals,and hospital's medical information platform were systematically integrated to develop an integrated health management system.A total of 75 patients with cardiovascular and cerebrovascular diseases(coronary heart disease and hypertension)who admitted to the Department of Cardiovascular Medicine of The 940th Hospital of People's Liberation Army Joint Service Support Force during March 1 and April 1,2024 were selected,and they were randomly divided into an intervention group and a control group using the random number table method,with 38 cases in the intervention group and 37 cases in the control group.During the 6 months of intervention observation period after discharge,patients in the intervention group used the integrated health management system for self-health management,while the patients of control group were managed with the conventional mode.The rate of medication compliance,changes of health behaviors,and changes of measurement data of body between the two groups were compared after the intervention.Results:The smoking rate of patients in the intervention group was 18.42%(7/38),which was lower than 43.24%(16/37)of the control group,and the difference was statistically significant(x2=3.94,P<0.05).The average rate of medication compliance of patients in the intervention group was(89.00±2.39)%,which was higher than(84.8±2.37)%of the control group,and the difference was statistically significant(t=2.15,P<0.05).The increase in diastolic blood pressure of patients in the intervention group was(1.76±2.06)mmHg,which was lower than(3.05±1.94)mmHg of the control group,and the difference was statistically significant(t=2.49,P<0.05).Conclusion:The integrated health management system based on wearable devices is effective for the self-management of patients with cardiovascular and cerebrovascular diseases,and it has a good effect in controlling the level of blood pressure,improving behavioral habits,and enhancing medication compliance of patients.
4.Visualization analysis of the research hotspots of wearable devices in the field of medicine and health care
Mingyue BAO ; Jiankui GUO ; Nengcai WANG ; Jun CHANG
China Medical Equipment 2025;22(3):115-119
Objective:To analyze the research hotspots,frontiers and development trends of wearable devices in the field of medicine and health care,so as to provide reference for the research of wearable devices in the field of medicine and health care.Methods:The literatures related to wearable devices in the medical and health field from January 1,2012 to December 31,2022,which were included in the CNKI database,were searched.The theme-words for search were"(wearable or wearable devices)and medical treatment",and the classification code chose the journal literature with R fuzzy query.A total of 1267 related literatures were obtained after the review literatures that included"review","development","current situation"and"current condition"in title key words and abstract were excluded.A total of 580 literatures that were finally screened through manual exclusion were included in this research.The CiteSpace visualization software was used to analyze the key words of the 580 journal literatures,and the visualization function of China National Knowledge Infrastructure(CNKI)was used to visually analyze the number of retrieved literatures,the distribution of disciplines,and the publications number of authors that were searched.Results:From 2012 to 2022,the total number of published papers of journal type about wearable devices in the field of medical health in China appeared rise trend.In 580 published papers,the top five journals in terms of the number of published paper were respectively China Hospital CEO,Journal of Biomedical Engineering,Chinese Hospital Architecture&Equipment,Smart Healthcare,and Progress in Biomedical Engineering.The published literature distributed mainly in"biomedical engineering","policies,laws and regulations"of medicine and health,medical education and medical interdisciplinary,automation technology,clinical medicine,telecommunication technology,cardiovascular diseases and other disciplines.The key words with high occurring frequency were mainly wearable,mobile medicine,wearable mode,sensor and Internet+,etc.,and the hot key words included the elderly,arrhythmia,electrocardiogram signal and stroke in recent years.Conclusion:The research of wearable devices mainly focus on mobile medicine,artificial intelligence,and Internet+etc.in the field of medicine and health care in China,and the research frontier reflects mainly research direction of wearable devices in the elderly,arrhythmia and electrocardiogram signal.
5.Research on hospital pre-triage system based on Spark big data platform and improved Adaboost algorithm
Zongren LI ; Hui CHEN ; Jun CHANG ; Nengcai WANG
China Medical Equipment 2024;21(9):102-106
Objective:To design a hospital pre-triage system based on the Spark big data platform and the improved Adaboost algorithm,and to pre-triage patients in the hospital in advance and accelerate the process of medical treatment.Methods:Based on the Spark big data platform,the basic data from patients entering the hospital for the first time was collected in real time,and the blockchain technology was applied to the whole process of data collection,storage and transmission,and the data was analyzed by the improved the Adaboost algorithm.The outpatient data of The 940th Hospital of the PLA Joint Logistics Support Force in the 10 years from 2011 to 2020 were used as the dataset to quickly identify and guide patients to seek medical treatment in the hospital.The application effect of the hospital pre-triage system based on the Spark big data platform and the improved Adaboost algorithm was analyzed.Results:When the custom limit weight threshold of the improved Adaboost algorithm was set to 0.52,the algorithm accuracy reached a peak of 95.56%,and the accuracy of pre-test triage was 4.24%higher than that of the traditional Adaboost algorithm.The average waiting time for patients was shortened from 0.8 h before the triage to 0.5 h,and the average consultation time for patients was shortened from 6 min before the triage to 4.8 min.Conclusion:The hospital pre-triage system based on the big data platform and the improved Adaboost algorithm can pre-triage patients before diagnosis in advance,improve the efficiency and accuracy of the triage,and relieve the hospital visiting pressure.
6.Design and construction of medical big data center based on data warehouse and data service platform
Nengcai WANG ; YuZhen WANG ; Zongren LI ; Zhengjun ZHAO
China Medical Equipment 2024;21(11):126-131
Objective:To design a medical big data center based on data warehouse(DW)and data service platform,to integrate information resources between different information systems and organizational structures,to build a secure channel for data sharing,and to meet the needs of clinical application data.Methods:Based on data flow direction,and according to hospital clinical services,operation management,and scientific research development,a top-down data application layer,data service layer,DW layer,and operational data storage(ODS)layer design architecture was adopted to design a medical big data center based on DW and data service platform.Guided by hospital data and business,according to the"object-event-report"data splitting logic,the activities corresponding to the roles in each subject domain were disassembled and sorted out to facilitate quick invocation in clinical applications.Results:The medical big data center was equipped with basic modules for patient master index management and master data management,covering 16 major business subject domains and 52 business subdomains,including hospital's clinical services,hospital management,and patient identification.The medical big data center application included clinical data center,operation data center and scientific research data center,and clearly defined the correlation logic between major categories of information,centrally managed the whole life cycle of service application program interfaces,combined master data information,comprehensively managed medical data,realized the normalization of hospital data,and established high-quality data assets and flexible DW models with the help of big data technology.Conclusion:The medical big data center based on DW and data service platform can integrate different information systems of the hospital with data within the hospital,realize the convenient invocation of interface services and the standardized and persistent management of hospital data,and ensure the data applications needs of clinical application,operational decision-making,and scientific research analysis.
7.Analysis for risk factors of type 2 diabetes mellitus based on FP-growth algorithm
Zhe WEI ; Guangjian YE ; Nengcai WANG
China Medical Equipment 2016;13(5):45-47,48
Objective:We do it to solve the problem of low efficiency in analyzing risk factors of type 2 diabetes mellitus by Apriori Algorithm.Methods: We used the patients’ data from the information department of one tertiary referral hospital in Lanzhou which include course note of disease and their health record form January 2009 to March 2014.We found out that the FP-growth algorithm analyzes risk factors of type 2 diabetes better. And we analyzed the efficiency by programming FP-growth and Apriori algorithm with C#.Results: We can analyze the run time and recorded data, time and support degree.Conclusion:The FP-growth algorithm has a higher efficiency in analyzing risk factors of type 2 diabetes mellitus.
8.Research on the design of Web Service based system integration technology in hospital charging management system
Tong CAO ; Zhe WEI ; Nengcai WANG
China Medical Equipment 2016;(2):61-63
Objective:To realize the hospital charging interface integration and sharing by using Web Service based system integration technology for resolving the problems the length of the shortcomings of low efficiency of payment and settlement in hospital.Methods: Using a service-oriented (SOA) open and loose coupling architecture, all agreements provide application services for XML-based standards. It can realize the integration of charging and making price and payment accurately, conveniently and quickly.Results: The integration platform based on Web service can apply complex heterogeneous system, support custom adapter connection, reduce the coupling between the module and improve the versatility of system data.Conclusion: The system is safe and reliable, and has a good sharing compatibility features. It can be able to upgrade and functions expansion. The application of integration technology will greatly improve the medical staff's working efficiency, provide convenience of patients, and reduce the hospital operation maintenance cost.
9.Research on system of vehicular mobile medical information based on the LTE+WLAN ;wireless communication technology
Nengcai WANG ; Zhe WEI ; Tong CAO
China Medical Equipment 2015;(4):9-11
Objective: To deal with disaster relief, military exercises and sudden accident of scene forces medical rescue mission, aimed at laying cable network for each rescue mission deployment of manpower cost and the high cost of shortcomings, puts forward the use of wireless communication technology applications include construction of network system. Methods:Local wireless communication network is set up that around vehicular mobile medical information data center. Uses the eLTE broadband cluster technology as the local LAN carrying, through the deployment of LTE CPE device will be LTE signal into a wi-fi signal, for CPE surrounding wi-fi access equipment. Results:Single cluster station and don't need to cable connection between CPE, communicate through wireless LTE signal. IT equipment for medical use by wireless router or wireless module (department) wireless network access to the nearest tents, thus the whole battlefield rescue center by means of wireless local LAN connectivity was realized. Conclusion:the application of the wireless communication technology, the overall ascension of our medical and health unit in medical treatment activity ability, the cost of laying cable network was minimized.
10.Research on system integration technology for hospital information construction based on Web Service
Tong CAO ; Nengcai WANG ; Mai XIN
China Medical Equipment 2014;(12):1-3
Objective:In view of the current existing in the construction of hospital information system, poor compatibility between the software, data sharing difficult shortcomings, puts forward the solution based on Web service to realize the hospital information resources integration and sharing. Methods: Using medical digital image communication standard (DICOM), medical layer 7 (HL7) and Web service technology, through constructing a unified hospital information integration platform to integrate hospital information system (HIS), medical imaging system (PACS) and radiology information system (RIS). Results: Based on Web service integration platform can apply complex heterogeneous system, support custom adapter connection, reduce the coupling between modules, improve the commonality of data, system have strong extensibility. Conclusion:The application of integration technology will greatly improve the hospital the system stability, security, compatibility and efficiency, and the hospital running maintenance costs were reduced.

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