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Research on the Establishment of a Long-Term Care System for the Elderly with Alzheimer’s Disease Under the Background of Long-Term Care Insurance: A Literature Review
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作者 Wei Wang Faridah Mohd Said 《Journal of Clinical and Nursing Research》 2024年第5期348-355,共8页
With the aging of the country’s population structure,the problem of social pensions is becoming more and more serious.As for the issue of social pension,the elderly with Alzheimer’s disease are a special group,and t... With the aging of the country’s population structure,the problem of social pensions is becoming more and more serious.As for the issue of social pension,the elderly with Alzheimer’s disease are a special group,and the issue of care services for these elderly has attracted widespread attention from society.However,judging from the current level of social security provided to the elderly with dementia in the country,there is a serious imbalance between supply and demand.Therefore,this problem needs to be solved urgently and is of great significance for further improving the country’s social pension security system.Routine care is limited to hospitals and mainly focuses on the patient’s condition.Patients fail to receive comprehensive care services and the effect is not ideal.Therefore,in order to improve patients’cognitive function and quality of life,and learn from international experience,a“community-institution-home”three-dimensional linkage care model based on long-term care insurance can be established.The application of this model can effectively solve and further improve the country’s elderly care and social security system. 展开更多
关键词 Long-term care insurance ELDERLY Alzheimer’s disease Long-term care system
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Health Care System in Portugal for People with Motor Problems
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作者 Beatriz Ferreira Maria Carolina 《Open Journal of Pathology》 2023年第4期195-209,共15页
Purpose: From a social and labor inclusion perspective, the article presents a digital prototype conceptualized to provide a “Diagnostic Page”, which delivers various prescribers and suppliers of support products th... Purpose: From a social and labor inclusion perspective, the article presents a digital prototype conceptualized to provide a “Diagnostic Page”, which delivers various prescribers and suppliers of support products that mitigate the problems of the respective patients. It also provides a “Patient Card Page”, where all the information about financing the respective products is placed, as well as all the documents likely to be needed for the commercial transactions to be carried out by all the parties involved. It also aims to provide a digital medium to grow a community in this niche market. In the action research methodology approach, the prototype was taken to funding competitions and conferences, where interviews and surveys were carried out, and a number of suggestions were collected on the type of platform to consider in order to respond to the concerns and needs of end users, such as patients, prescribers, suppliers and associations. Methods: The digital platform where the system is hosted uses algorithms that, on the diagnostic page, consider keywords used by patients and return a series of prescribers and suppliers of support products, in which the corresponding percentage of attenuation is taken into account and the best solution found to overcome the level of difficulty presented by the respective patients is delivered. Results and Conclusions: It is hoped that, with this platform, people with motor problems will be able to obtain their diagnosis instantly, through the algorithm implemented, and that they will immediately be provided with a series of prescribers, suppliers and support products best suited to their needs, as well as all the information or conditions necessary to purchase or finance them. On the other hand, prescribers, suppliers and associations have an online platform where they can offer their consultations, products and other support as freelancers who are part of a community. 展开更多
关键词 Health care system MARKETPLACE Support Products Digital Community Patient Card
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Advance IoT Intelligent Healthcare System for Lung Disease Classification Using Ensemble Techniques
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作者 J.Prabakaran P.Selvaraj 《Computer Systems Science & Engineering》 SCIE EI 2023年第8期2141-2157,共17页
In healthcare systems,the Internet of Things(IoT)innovation and development approached new ways to evaluate patient data.A cloud-based platform tends to process data generated by IoT medical devices instead of high st... In healthcare systems,the Internet of Things(IoT)innovation and development approached new ways to evaluate patient data.A cloud-based platform tends to process data generated by IoT medical devices instead of high storage,and computational hardware.In this paper,an intelligent healthcare system has been proposed for the prediction and severity analysis of lung disease from chest computer tomography(CT)images of patients with pneumonia,Covid-19,tuberculosis(TB),and cancer.Firstly,the CT images are captured and transmitted to the fog node through IoT devices.In the fog node,the image gets modified into a convenient and efficient format for further processing.advanced encryption Standard(AES)algorithm serves a substantial role in IoT and fog nodes for preventing data from being accessed by other operating systems.Finally,the preprocessed image can be classified automatically in the cloud by using various transfer and ensemble learning models.Herein different pre-trained deep learning architectures(Inception-ResNet-v2,VGG-19,ResNet-50)used transfer learning is adopted for feature extraction.The softmax of heterogeneous base classifiers assists to make individual predictions.As a meta-classifier,the ensemble approach is employed to obtain final optimal results.Disease predicted image is consigned to the recurrent neural network with long short-term memory(RNN-LSTM)for severity analysis,and the patient is directed to seek therapy based on the outcome.The proposed method achieved 98.6%accuracy,0.978 precision,0.982 recalls,and 0.974 F1-score on five class classifications.The experimental findings reveal that the proposed framework assists medical experts with lung disease screening and provides a valuable second perspective. 展开更多
关键词 Intelligent health care cloud computing fog computing ensemble learning RNN-LSTM
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China's Oral Care System in Transition:Lessons to be Learned from Germany
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作者 Ruediger Saekel 《International Journal of Oral Science》 SCIE CAS CSCD 2010年第3期158-176,共19页
Aim The objective of this discussion paper is to investigate whether the experience gained through the German paradigm shift in dental care can be of benefit in China's deliberations on the introduction of universal ... Aim The objective of this discussion paper is to investigate whether the experience gained through the German paradigm shift in dental care can be of benefit in China's deliberations on the introduction of universal dental care for its people. Methodology A comparison of representative oral health outcome data from China and Germany, two countries at different stages in their development, is presented here in order to analyse whether the findings meet expected outcome and confirm the presumption that more developed countries perform better. Results The epidemiological comparison reveals surprising findings concerning the severity of dental diseases and, in particular, missing teeth per person in adults and rates of total edentulousness in seniors. In all of these areas German adults and seniors show significantly inferior outcomes compared with the Chinese population. The mainreason for these striking discrepancies, as it turned out, is the decisive role played by the treatment philosophies and strategies of German dentists. Conelusion and recommendations If dentists take a less interventionist approach, checking as well as treating dental diseases with preventive and strictly tooth-preserving methods, dental treatment results in oral health. Under these condi- tions it can be assumed that modem dentistry is generally good for the teeth. These findings are important for developing countries that are seeking to integrate dental care into their health care system. On the basis of long-term experience from highly industrialized Western countries and especially from Germany we will attempt to put forward proposals for creating an effective and efficient dental care system in China. 展开更多
关键词 dental care systems preventive oral careapproach minimal-invasive dentistry oral health outcomes restorative treatment in high-income countries
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An Efficient Blockchain-Based Healthcare System Using Artificial Intelligence
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作者 Aitizaz Ali Muhammad Fermi Pasha +3 位作者 Ong Huey Fang Jehad Ali Mohammed A.Al.Zain Mehedi Masud 《Computers, Materials & Continua》 SCIE EI 2022年第5期2721-2738,共18页
Personal health records and electronic health records are considered as the most sensitive information in the healthcare domain.Several solutions have been provided for implementing the digital health system using blo... Personal health records and electronic health records are considered as the most sensitive information in the healthcare domain.Several solutions have been provided for implementing the digital health system using blockchain,but there are several challenges,such as secure access control and privacy is one of the prominent issues.Hence,we propose a novel framework and implemented an attribute-based access control system using blockchain.Moreover,we have also integrated artificial intelligence(AI)based approach to identify the behavior and activity for security reasons.The current methods only focus on the related clinical records received from a medical diagnosis.Moreover,existing methods are too inflexible to resourcefully sustenance metadata changes.A secure patient data access framework is proposed in this research,integrating blockchain,trust chain,and blockchain methods to overcome these problems in the literature for sharing and accessing digital healthcare data.We have used a neural network and classifier to categorize the user access to our proposed system.Our proposed scheme provides an intelligent and secure blockchain-based access control system in the digital healthcare system.Experimental results surpass the existing solutions by collecting attributes such as the number of transactions,number of nodes,transaction delay,block creation,and signature verification time. 展开更多
关键词 Personal health records blockchain TECHNOLOGY artificial intelligence access control attributes health care system
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Primary Healthcare System of Pakistan: Challenges to Self-Management of Type 2 Diabetes
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作者 Rashid M. Ansari Hassan Hosseinzadeh Nicholas Zwar 《Open Journal of Endocrine and Metabolic Diseases》 2016年第7期173-182,共10页
This review article is aimed at describing the primary healthcare system of Pakistan and its challenges in the face of epidemic of type 2 diabetes, focusing particularly on the middle-aged population of rural area of ... This review article is aimed at describing the primary healthcare system of Pakistan and its challenges in the face of epidemic of type 2 diabetes, focusing particularly on the middle-aged population of rural area of Pakistan. The main concern in Pakistan is that its middle-aged population is facing the onslaught of obesity and overweight due to lack of physical activity. In addition unhealthy eating habits making it more difficult for this population to control their weight. All these factors are contributing to a high risk of type 2 diabetes for the population of Pakistan. This article provides insight into the primary health care system of Pakistan and highlights its deficiencies by identifying that its primary healthcare system has a poor utilization of health care services, the poor accessibility to health system and poor management of diabetes by the healthcare system, gender disparity and inequity in the health care system. The primary objective of this study is to provide an overview of self-management of diabetes among the middle-aged population of Pakistan and to identify the overall deficiencies in the primary healthcare system, its delivery and access to the system, barriers to self-management of diabetes and quality of life in that region. 展开更多
关键词 Type 2 Diabetes SELF-MANAGEMENT Epidemiology of Type 2 Diabetes Primary Health care system of Pakistan Challenges to Self-Management
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He Eye Care System:15 Years' Efforts and Experience in Charity
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作者 You Haixia 《International Understanding》 2012年第2期73-75,共3页
正He Eye Care System (hereinafter referred to as HE), established in 1996, is China's only comprehensive eye care system with centralized advantages of hospitals, institutes, companies, teaching research centers.... 正He Eye Care System (hereinafter referred to as HE), established in 1996, is China's only comprehensive eye care system with centralized advantages of hospitals, institutes, companies, teaching research centers. Dr. He Wei, 展开更多
关键词 Efforts and Experience in Charity He Eye care system
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Great Care for Life——New-type of Beijing's rural medical care system
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作者 GAO JIANGUO 《The Journal of Human Rights》 2004年第4期22-23,共2页
Shi Lianzhen, a 79-year-old villager from rural Beijing, has been suffering from coronary heart disease and myocardial irffarction. On October 15, 2003, she unexpectedly received 10,064 yuan (US$1,215) in subsidies fo... Shi Lianzhen, a 79-year-old villager from rural Beijing, has been suffering from coronary heart disease and myocardial irffarction. On October 15, 2003, she unexpectedly received 10,064 yuan (US$1,215) in subsidies for her diseases from the local government department in charge of rural co-operative medical care. This old female farmer, without any income source, was so excited that she couldn’t put her feeling into words. For the first time in their life, Chinese farmers can enjoy medical care insurance like those wage workers in dries, when their health fails them and their lives are in the menace of death. 展开更多
关键词 New-type of Beijing’s rural medical care system Great care for Life TYPE US
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Government Responsibility in New Rural Cooperative Medical Care System from the Perspective of Equity and Efficiency
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作者 Liuni GUAN 《Asian Agricultural Research》 2015年第3期85-88,共4页
Equity and efficiency,as two essential parts of social security,always influence construction of China's new rural cooperative medical care system.The new rural cooperative medical care system is a rural social se... Equity and efficiency,as two essential parts of social security,always influence construction of China's new rural cooperative medical care system.The new rural cooperative medical care system is a rural social security system particularly intended to make it more affordable for the rural poor.It is a multi-channel fundraising system with fund of comprehensive arrangement for serious disease composed by the government,collectives and individuals.Since its implementation,it has made considerable achievements,but there are still many apparent and hidden problems.Through analyzing existing problems in the implementation of new rural cooperative medical care system,from the perspective of equity and efficiency,it reached the conclusion that government should take corresponding responsibilities.At the same time of constantly increasing efficiency,it is recommended to attach importance to the equity,so as to realize the objective of improving the security level of new rural cooperative medical care system. 展开更多
关键词 NEW RURAL COOPERATIVE MEDICAL care system EQUITY E
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Clarifying Problems with Emergency Healthcare Systems in Japanese Long-Term Care Facilities for Older People
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作者 Nobuhiro Sato Kohei Akazawa +3 位作者 Yuji Mitadera Tsubasa Suzuki Nahoko Ibe Yasuo Hirose 《Health》 2017年第8期1159-1175,共17页
Background: Long-term care facilities for older people play an important role as alternatives to family care in an aging society. This study aimed to assess staffing problems linked to emergency healthcare for residen... Background: Long-term care facilities for older people play an important role as alternatives to family care in an aging society. This study aimed to assess staffing problems linked to emergency healthcare for residents of these facilities, and to investigate the relationship between these problems and the characteristics of the facilities. Methods: The study surveyed managers of long-term care facilities for older people in a Japanese urban area between September and December 2014. The type of care facility, the number of staff and any problems providing or accessing emergency healthcare for the residents were evaluated. Multiple logistic regression analysis was used to explore the factors common to facilities reporting staffing problems linked to emergency healthcare of residents. Results: In total, 321 long-term care facilities were eligible for this study and 226 (70%) returned the questionnaire. We compared the characteristics of facilities reporting and not reporting staffing problems in emergency healthcare of residents. The type of care facility was significantly associated with staffing problems in emergency healthcare of residents both during the day (p < 0.01) and at night (p = 0.04). The facilities most likely to report problems were group homes for older people with dementia, because of staffing shortages. Conclusions: Problems in emergency healthcare systems in Japanese long-term care facilities for older people varied by type of care facility. Our data underscore the need for telemedicine and consideration of mergers between smaller facilities such as group homes for older people with dementia. 展开更多
关键词 OLDER PEOPLE EMERGENCY Healthcare system Japan Long-Term care STAFFING PROBLEMS
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Investigating the Suitability of Agile Methods for Requirements Development of Home Care Systems
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作者 Sandra Kelly Frank Keenan 《Journal of Software Engineering and Applications》 2010年第9期890-893,共4页
The ageing population in developed countries brings many benefits but also many challenges, particularly in terms of the development of appropriate technology to support their ability to remain in their own home envir... The ageing population in developed countries brings many benefits but also many challenges, particularly in terms of the development of appropriate technology to support their ability to remain in their own home environment. One particular challenge reported for such Home Care Systems (HCS) is the identification of an appropriate requirements development technique for dealing with the typical diverse stakeholders involved. Agile Methods (AMs) recognize this challenge and propose techniques that could be useful. This paper examines the desirable characteristics identified for requirements development in HCS and investigates the extent to which agile practices conform to these. It also sets out future work to improve the situation for the non compliant points found. 展开更多
关键词 Home care systemS (HCS) AGILE Methods Requirements DEVELOPMENT
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瑞士RCS Roll Care Systems公司
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《经济导报(纸业技术)》 2010年第3期50-50,共1页
瑞士RCS Roll Care System公司将向中国提供首条高产能纸卷包装全自动生产线,该生产线每小时可处理180卷纸卷。随着新订单的签订.RCS公司将延续其在中国市场的成功经历。
关键词 care 公司 瑞士 自动生产线 中国市场 成功经历
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When a 17-Year-Old Girl Is Diagnosed with Myalgic Encephalomyelitis: A Case Study from the Swedish Health Care System—A Parent Perspective
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作者 Eva Bojner Horwitz Jonas Axelsson +6 位作者 Olli Polo Leif Widebert res Theorell Anabelle Paulino David Ullman Jonas Bergquist 《Case Reports in Clinical Medicine》 2022年第8期280-296,共17页
This case study presents different strategies that were explored by the patient’s mother (who is a researcher in music and medicine) when her 17-year-old daughter was diagnosed with ME (Myalgic Encephalomyelitis), al... This case study presents different strategies that were explored by the patient’s mother (who is a researcher in music and medicine) when her 17-year-old daughter was diagnosed with ME (Myalgic Encephalomyelitis), also known as Chronic Fatigue Syndrome (CFS). ME is not widely recognized in the Global as well as the Swedish population at large, and within healthcare, there are no standardized recommended treatments, partly due to the lack of published evidence-based studies. This case study aims to provide insights into how the Swedish healthcare system works, how different clinics and hospitals within it operate and interconnect;and how these contribute to health outcomes after 15 months of treatment. 展开更多
关键词 Case Study Myalgic Encephalomyelitis Parent Perspective Swedish Health care
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Improvement of the nutritional support management system for patients in intensive care units
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作者 Yuan-Yuan Zhang Chun-Yi Wang +5 位作者 Dong-Xian Guo Hai-Nu Gao Xian-Shan Jin Yan-Li Wu Lu-Han Chen Zhi-Xian Feng 《World Journal of Psychiatry》 SCIE 2024年第1期44-52,共9页
BACKGROUND Nutritional support for patients hospitalized in the intensive care unit(ICU)is an important part of clinical treatment and care,but there are significant implementation difficulties.AIM To introduce a modi... BACKGROUND Nutritional support for patients hospitalized in the intensive care unit(ICU)is an important part of clinical treatment and care,but there are significant implementation difficulties.AIM To introduce a modified nutritional support management system for ICU patients based on closed-loop information management and psychological counseling.METHODS The division of functions,personnel training,system construction,development of an intelligent decision-making software system,quality control,and improvement of the whole process were carried out to systematically manage nutritional support for ICU patients.RESULTS Following the implementation of the whole process management system,the scores of ICU medical staff’s knowledge,attitudes/beliefs,and practices regarding nutritional support were comprehensively enhanced.The proportion of hospital bed-days of total enteral nutrition(EN)in ICU patients increased from 5.58%to 11.46%,and the proportion of EN plus parenteral nutrition increased from 42.71%to 47.07%.The rate of EN initiation within 48 h of ICU admission increased from 37.50%to 48.28%,and the EN compliance rate within 72 h elevated from 20.59%to 31.72%.After the implementation of the project,the Self-rating Anxiety Scale score decreased from 61.07±9.91 points to 52.03±9.02 points,the Self-rating Depression Scale score reduced from 62.47±10.50 points to 56.34±9.83 points,and the ICU stay decreased from 5.76±2.77 d to 5.10±2.12 d.CONCLUSION The nutritional support management system based on closed-loop information management and psychological counseling achieved remarkable results in clinical applications in ICU patients. 展开更多
关键词 Closed-loop information Psychological counseling Intensive care unit patients Nutritional support Management system
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Surgical treatment of liver cancer and pancreatic cancer under the China Healthcare Security Diagnosis Related Groups payment system
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作者 Yun-He Hu Fan Yu +1 位作者 Yu-Zhuo Zhou Ai-Dong Li 《World Journal of Clinical Cases》 SCIE 2024年第21期4673-4679,共7页
BACKGROUND Data from the World Health Organization’s International Agency for Research on Cancer reported that China had the highest prevalence of cancer and cancer deaths in 2022.Liver and pancreatic cancers account... BACKGROUND Data from the World Health Organization’s International Agency for Research on Cancer reported that China had the highest prevalence of cancer and cancer deaths in 2022.Liver and pancreatic cancers accounted for the highest number of new cases.Real-world data(RWD)is now widely preferred to traditional clinical trials in various fields of medicine and healthcare,as the traditional research approach often involves highly selected populations and interventions and controls that are strictly regulated.Additionally,research results from the RWD match global reality better than those from traditional clinical trials.AIM To analyze the cost disparity between surgical treatments for liver and pancreatic cancer under various factors.METHODS This study analyzed RWD 1137 cases within the HB1 group(patients who underwent pancreatectomy,hepatectomy,and/or shunt surgery)in 2023.It distinguished different expenditure categories,including medical,nursing,technical,management,drug,and consumable costs.Additionally,it assessed the contribution of each expenditure category to total hospital costs and performed cross-group comparisons using the non-parametric Kruskal–Wallis test.This study used the Steel–Dwass test for post-hoc multiple comparisons and the Spearman correlation coefficient to examine the relationships between variables.RESULTS The study found that in HB11 and HB13,the total hospitalization costs were significantly higher for pancreaticoduodenectomy than for pancreatectomy and hepatectomy.Although no significant difference was observed in the length of hospital stay between patients who underwent pancreaticoduodenectomy and pancreatectomy,both were significantly longer than those who underwent liver resection.In HB15,no significant difference was observed in the total cost of hospitalization between pancreaticoduodenectomy and pancreatectomy;however,both were significantly higher than those in hepatectomy.Additionally,the length of hospital stay was significantly longer for patients who underwent pancreaticoduodenectomy than for those who underwent pancreatectomy or liver resection.CONCLUSION China Healthcare Security Diagnosis Related Groups payment system positively impacts liver and pancreatic cancer surgeries by improving medical quality and controlling costs.Further research could refine this grouping system and ensure continuous effectiveness and sustainability. 展开更多
关键词 China health care security diagnosis-related groups Real-world study Liver cancer surgical treatment Pancreatic cancer surgical treatment Hospitalization costs Cost structure Average length of stay
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Nursing Care of 10 Patients with Vasovagal Reflex Caused by Artificial Liver Support System Treatment
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作者 Yingying Zhang 《Open Journal of Nursing》 2024年第5期177-182,共6页
This study outlines the essential nursing strategies employed in the care of 10 patients experiencing vascular vagal reflex, managed with artificial liver support systems. It highlights a holistic nursing approach tai... This study outlines the essential nursing strategies employed in the care of 10 patients experiencing vascular vagal reflex, managed with artificial liver support systems. It highlights a holistic nursing approach tailored to the distinct clinical manifestations of these patients. Key interventions included early detection of psychological issues prior to initiating treatment, the implementation of comprehensive health education, meticulous monitoring of vital signs throughout the therapy, prompt emergency interventions when needed, adherence to prescribed medication protocols, and careful post-treatment observations including venous catheter management. Following rigorous treatment and dedicated nursing care, 7 patients demonstrated significant improvement and were subsequently discharged. 展开更多
关键词 Vasovagal Reflex Artificial Liver Support system Nursing care
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Palliative care for end-stage liver disease and acute on chronic liver failure:A systematic review
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作者 Vakaola I Pulotu Mafi Jonathan Soldera 《World Journal of Methodology》 2024年第4期131-148,共18页
BACKGROUND End stage liver disease(ESLD)represents a growing health concern characterized by elevated morbidity and mortality,particularly among individual ineligible for liver transplantation.The demand for palliativ... BACKGROUND End stage liver disease(ESLD)represents a growing health concern characterized by elevated morbidity and mortality,particularly among individual ineligible for liver transplantation.The demand for palliative care(PC)is pronounced in patients grappling with ESLD and acute on chronic liver failure(ACLF).Unfortunately,the historical underutilization of PC in ESLD patients,despite their substantial needs and those of their family caregivers,underscores the imperative of seamlessly integrating PC principles into routine healthcare practices across the entire disease spectrum.AIM To comprehensively investigate the evidence surrounding the benefits of incorporating PC into the comprehensive care plan for individuals confronting ESLD and/or ACLF.METHODS A systematic search in the Medline(PubMed)database was performed using a predetermined search command,encompassing studies published in English without any restrictions on the publication date.Subsequently,the retrieved studies were manually examined.Simple descriptive analyses were employed to summarize the results.RESULTS The search strategies yielded 721 references.Following the final analysis,32 fulllength references met the inclusion criteria and were consequently incorporated into the study.Meticulous data extraction from these 32 studies was undertaken,leading to the execution of a comprehensive narrative systematic review.The review found that PC provides significant benefits,reducing symptom burden,depressive symptoms,readmission rates,and hospital stays.Yet,barriers like the appeal of transplants and misconceptions about PC hinder optimal utilization.Integrating PC early,upon the diagnosis of ESLD and ACLF,regardless of transplant eligibility and availability,improves the quality of life for these patients.CONCLUSION Despite the substantial suffering and poor prognosis associated with ESLD and ACLF,where liver transplantation stands as the only curative treatment,albeit largely inaccessible,PC services have been overtly provided too late in the course of the illness.A comprehensive understanding of PC's pivotal role in treating ESLD and ACLF is crucial for overcoming these barriers,involving healthcare providers,patients,and caregivers. 展开更多
关键词 End stage liver disease Acute on chronic liver failure Palliative care Liver transplantation Quality of life
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Deep Learning-Driven Anomaly Detection for IoMT-Based Smart Healthcare Systems
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作者 Attiya Khan Muhammad Rizwan +3 位作者 Ovidiu Bagdasar Abdulatif Alabdulatif Sulaiman Alamro Abdullah Alnajim 《Computer Modeling in Engineering & Sciences》 SCIE EI 2024年第12期2121-2141,共21页
The Internet of Medical Things(IoMT)is an emerging technology that combines the Internet of Things(IoT)into the healthcare sector,which brings remarkable benefits to facilitate remote patient monitoring and reduce tre... The Internet of Medical Things(IoMT)is an emerging technology that combines the Internet of Things(IoT)into the healthcare sector,which brings remarkable benefits to facilitate remote patient monitoring and reduce treatment costs.As IoMT devices become more scalable,Smart Healthcare Systems(SHS)have become increasingly vulnerable to cyberattacks.Intrusion Detection Systems(IDS)play a crucial role in maintaining network security.An IDS monitors systems or networks for suspicious activities or potential threats,safeguarding internal networks.This paper presents the development of an IDS based on deep learning techniques utilizing benchmark datasets.We propose a multilayer perceptron-based framework for intrusion detection within the smart healthcare domain.The primary objective of our work is to protect smart healthcare devices and networks from malicious attacks and security risks.We employ the NSL-KDD and UNSW-NB15 intrusion detection datasets to evaluate our proposed security framework.The proposed framework achieved an accuracy of 95.0674%,surpassing that of comparable deep learning models in smart healthcare while also reducing the false positive rate.Experimental results indicate the feasibility of using a multilayer perceptron,achieving superior performance against cybersecurity threats in the smart healthcare domain. 展开更多
关键词 Anomaly detection deep learning Internet of Things(IoT) health care
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Revealing the Trends in the Academic Landscape of the Health Care System Using Contextual Topic Modeling
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作者 Muhammad Inaam ul haq Qianmu Li 《Data Intelligence》 EI 2023年第4期923-946,共24页
The health care system encompasses the participation of individuals,groups,agencies,and resources that offer services to address the requirements of the person,community,and population in terms of health.Parallel to t... The health care system encompasses the participation of individuals,groups,agencies,and resources that offer services to address the requirements of the person,community,and population in terms of health.Parallel to the rising debates on the healthcare systems in relation to diseases,treatments,interventions,medication,and clinical practice guidelines,the world is currently discussing the healthcare industry,technology perspectives,and healthcare costs.To gain a comprehensive understanding of the healthcare systems research paradigm,we offered a novel contextual topic modeling approach that links up the CombinedTM model with our healthcare Bert to discover the contextual topics in the domain of healthcare.This research work discovered 60 contextual topics among them fteen topics are the hottest which include smart medical monitoring systems,causes,and effects of stress and anxiety,and healthcare cost estimation and twelve topics are the coldest.Moreover,thirty-three topics are showing in-significant trends.We further investigated various clusters and correlations among the topics exploring inter-topic distance maps which add depth to the understanding of the research structure of this scientific domain.The current study enhances the prior topic modeling methodologies that examine the healthcare literature from a particular disciplinary perspective.It further extends the existing topic modeling approaches that do not incorporate contextual information in the topic discovery process adding contextual information by creating sentence embedding vectors through transformers-based models.We also utilized corpus tuning,the mean pooling technique,and the hugging face tool.Our method gives a higher coherence score as compared to the state-of-the-art models(LSA,LDA,and Ber Topic). 展开更多
关键词 Contextual topic modeling health care Bert content analysis health care system
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Management of sepsis in a cirrhotic patient admitted to the intensive care unit:A systematic literature review 被引量:1
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作者 Nkola Ndomba Jonathan Soldera 《World Journal of Hepatology》 2023年第6期850-866,共17页
BACKGROUND Sepsis is a severe medical condition that occurs when the body's immune system overreacts to an infection,leading to life-threatening organ dysfunction.The"Third international consensus definitions... BACKGROUND Sepsis is a severe medical condition that occurs when the body's immune system overreacts to an infection,leading to life-threatening organ dysfunction.The"Third international consensus definitions for sepsis and septic shock(Sepsis-3)"defines sepsis as an increase in sequential organ failure assessment score of 2 points or more,with a mortality rate above 10%.Sepsis is a leading cause of intensive care unit(ICU)admissions,and patients with underlying conditions such as cirrhosis have a higher risk of poor outcomes.Therefore,it is critical to recognize and manage sepsis promptly by administering fluids,vasopressors,steroids,and antibiotics,and identifying and treating the source of infection.AIM To conduct a systematic review and meta-analysis of existing literature on the management of sepsis in cirrhotic patients admitted to the ICU and compare the management of sepsis between cirrhotic and non-cirrhotic patients in the ICU.METHODS This study is a systematic literature review that followed the PRISMA statement's standardized search method.The search for relevant studies was conducted across multiple databases,including PubMed,Embase,Base,and Cochrane,using predefined search terms.One reviewer conducted the initial search,and the eligibility criteria were applied to the titles and abstracts of the retrieved articles.The selected articles were then evaluated based on the research objectives to ensure relevance to the study's aims.RESULTS The study findings indicate that cirrhotic patients are more susceptible to infections,resulting in higher mortality rates ranging from 18%to 60%.Early identification of the infection source followed by timely administration of antibiotics,vasopressors,and corticosteroids has been shown to improve patient outcomes.Procalcitonin is a useful biomarker for diagnosing infections in cirrhotic patients.Moreover,presepsin and resistin have been found to be reliable markers of bacterial infection in patients with decompensated liver cirrhosis,with similar diagnostic performance compared to procalcitonin.CONCLUSION This review highlights the importance of early detection and management of infections in cirrhosis patients to reduce mortality.Therefore,early detection of infection using procalcitonin test and other biomarker as presepsin and resistin,associated with early management with antibiotics,fluids,vasopressors and low dose corticosteroids might reduce the mortality associated with sepsis in cirrhotic patients. 展开更多
关键词 SEPSIS Septic shock CIRRHOSIS Sequential organ failure assessment score Mean arterial pressure Intensive care unit
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