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
Objective: In order to further explore and study the overall effect of implementing the management measures of child health care system on children's early growth and development. Methods: From October 2021 to Apr...Objective: In order to further explore and study the overall effect of implementing the management measures of child health care system on children's early growth and development. Methods: From October 2021 to April 2022, 98 children with early growth and development were studied in our hospital. Forty-nine children with early growth and development who implemented general health management were taken as the reference group, and 49 children with early growth and development who implemented child health care were taken as the research group. By comparing the nutritional disease related data, nursing satisfaction, growth and development related data and development quotient related data;Results: The early growth and development related data, nursing satisfaction and development quotient related data of 49 children in the research group who implemented the child health care measures were higher than those of 49 children in the reference group who implemented the common health management measures, while the nutritional disease related data were lower than those of 49 children in the reference group who implemented the common health management measures. Conclusion: The implementation of child health care can significantly improve the data related to children's growth and development, the actual satisfaction of care and the data related to development quotient, and reduce the data related to nutritional diseases, which is worthy of large-scale clinical use.展开更多
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
Kenneth Mugweri is a happy man after recently being discharged from the China-Uganda Friendship Hospital in Naguru,located on the outskirts of Uganda’s capital Kampala.
Academic journals,consulting firms,and mainstream media have often published“predictions”about the future develop-ment of medical and health care.These publications often emphasize the potential of cutting-edge scie...Academic journals,consulting firms,and mainstream media have often published“predictions”about the future develop-ment of medical and health care.These publications often emphasize the potential of cutting-edge scientific or technical breakthroughs.Health Care Science looks at the problem from another perspective.We focus on how these changes enter the health system,how they operate in the real world,and how they reshape the organization and governance of medical services.At the beginning of 2026,we envision the following three major shifts that will reshape healthcare.展开更多
The primary health care system(PHCS)is the portal and basis for the national health delivery system.There are a number of elements which comprise the PHCS,but the system cannot be established and developed without the...The primary health care system(PHCS)is the portal and basis for the national health delivery system.There are a number of elements which comprise the PHCS,but the system cannot be established and developed without the support of“three essential elements,”including general practitioners(GPs),health insurance,and government health investment.Through comparative analysis of the“three essential elements”of the PHCS between California in the US and Guangdong in China,this article indicates that there are three important aspects in developing a PHCS in China,as follows:training qualified GPs;establishing a diversified health insurance system to strengthen the policy connections between health insurance and the PHCS thereby increasing government health investment;and broadening health financing channels.展开更多
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
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
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
Deep learning algorithms have been rapidly incorporated into many different applications due to the increase in computational power and the availability of massive amounts of data.Recently,both deep learning and ensem...Deep learning algorithms have been rapidly incorporated into many different applications due to the increase in computational power and the availability of massive amounts of data.Recently,both deep learning and ensemble learning have been used to recognize underlying structures and patterns from high-level features to make predictions/decisions.With the growth in popularity of deep learning and ensemble learning algorithms,they have received significant attention from both scientists and the industrial community due to their superior ability to learn features from big data.Ensemble deep learning has exhibited significant performance in enhancing learning generalization through the use of multiple deep learning algorithms.Although ensemble deep learning has large quantities of training parameters,which results in time and space overheads,it performs much better than traditional ensemble learning.Ensemble deep learning has been successfully used in several areas,such as bioinformatics,finance,and health care.In this paper,we review and investigate recent ensemble deep learning algorithms and techniques in health care domains,medical imaging,health care data analytics,genomics,diagnosis,disease prevention,and drug discovery.We cover several widely used deep learning algorithms along with their architectures,including deep neural networks(DNNs),convolutional neural networks(CNNs),recurrent neural networks(RNNs),and generative adversarial networks(GANs).Common healthcare tasks,such as medical imaging,electronic health records,and genomics,are also demonstrated.Furthermore,in this review,the challenges inherent in reducing the burden on the healthcare system are discussed and explored.Finally,future directions and opportunities for enhancing healthcare model performance are discussed.展开更多
BACKGROUND At present,China has become the country with the largest number of individuals with diabetes mellitus(DM)in the world,with a total of approximately 140 million patients,the majority of whom have type 2 DM(T...BACKGROUND At present,China has become the country with the largest number of individuals with diabetes mellitus(DM)in the world,with a total of approximately 140 million patients,the majority of whom have type 2 DM(T2DM).Based on conven-tional nursing methods,community home care has important clinical significance in controlling blood sugar and disease progression.AIM To explore the impact of community public health nursing on treatment effect,health cognition,and self-management in patients with T2DM.METHODS One hundred patients with T2DM were selected as the research subjects.The patients were divided into either a conventional nursing group or community nursing(CN)group using the random number table method.The conventional nursing group(50 cases)received routine care,while the CN group(50 cases)received community public health care in addition to routine care as that for the conventional nursing group.The rate of excellent and good blood glucose control,fasting blood glucose before and after care,2-h postprandial blood glucose,health cognition,and self-management ability,and patient satisfaction were compared between the two groups.RESULTS The CN group had a higher rate of excellent blood sugar control than the conventional nursing group(88%vs 70%,P<0.05).Before care,there was no significant difference in fasting blood glucose or 2-h postprandial blood glucose between the two groups of patients(P>0.05).After nursing,fasting blood glucose and 2-h postprandial blood glucose were reduced to varying degrees in both groups,and both blood glucose levels in the CN group were lower than those of the conventional nursing group(P<0.05).Compared with the scores before care,the cognitive level score for diabetes and self-management ability score improved after care in both groups.The cognitive level and self-management ability of patients in the CN group were higher than those of the conventional nursing group(P<0.05).The overall satisfaction of the CN group was better than that of the conventional nursing group(98%vs 86%,P<0.05).CONCLUSION Community public health care based on conventional care of T2DM can achieve better blood sugar control,and improve patients’health cognitive level and self-management ability.展开更多
Background:Globally,there is a high demand for nurses,resulting in migration from low‑to high‑income countries.The emigration of nurses is the act of leaving one's own country to settle permanently in another coun...Background:Globally,there is a high demand for nurses,resulting in migration from low‑to high‑income countries.The emigration of nurses is the act of leaving one's own country to settle permanently in another country,leading to a shortage in the number of nurses in their home countries.Consequently,this study aims to assess the impact of the emigration of nurses on the health‑care delivery system in Nigeria.Materials and Methods:A descriptive cross‑sectional survey was conducted with a stratified sampling technique to select 270 nurses from three selected hospitals in Benin‑city Edo state.A self‑structured questionnaire with open and Likert scale questions were used as an instrument to assess the Impact of the Emigration of nurses on the Health Care Delivery System.Data collected were analyzed using tables,percentages,means,standard deviation and t‑test.Results:The result showed a mean score of 1.59±0.92 impacts of the emigration of nurses on health‑care delivery system and identified how to reduce it.The study also showed that there is no significant difference between gender and reason for emigration among nurses(t=3.84,P≤0.001).Conclusion:The emigration of nurses is severely affecting the health care delivery system in the country.Recently,the Nursing and Midwifery Council of Nigeria gave the directive for training schools to increase their training capacity and number of students’intake to cushion the effect,and this study shows that this palliative can only be a short time measure,and however will encourage more nurses traveling abroad on the long run.Therefore,the hospital managers and government should provide a conducive working environment,better remuneration,attractive retirement benefit,and other incentives as a push in factor for nurses to stay back in their home countries.展开更多
BACKGROUND Adults with type 2 diabetes mellitus(T2DM)in Malaysia continue to have substantial comorbidities and struggle to achieve glycemic targets.AIM To comprehensively evaluate diabetes self-care and glycemic cont...BACKGROUND Adults with type 2 diabetes mellitus(T2DM)in Malaysia continue to have substantial comorbidities and struggle to achieve glycemic targets.AIM To comprehensively evaluate diabetes self-care and glycemic control using multiple self-reporting questionnaires.METHODS Adults diagnosed with T2DM attending the Seremban Health Clinic were recruited in this cross-sectional study.Eligible participants were recruited based on a consecutive sampling technique,first-come-first-served-basis if they fulfilled the inclusion and exclusion criteria.In addition to the usual sociodemographic,clinical,and laboratory data,the participants answered seven specific self-reporting questionnaires.This report was focused on six key variables:Glycemic control;self-care;self-efficacy;diabetes knowledge;health literacy;and medication adherence.RESULTS A total of 100 adults with T2DM participated.The proportions of participants achieving specific thresholds in the key variables were:Acceptable glycemic control 39.4%;adequate diabetes knowledge 59.6%;sufficient or higher health literacy 80.2%;and medication adherence 51.0%.The mean self-efficacy score was 110.6(73.3%of maximum),and the mean self-care score was 30.7(43.9%of maximum).A statistically significant linear correlation was observed for eight pairs of key variables with Pearson’s correlation values varying between 0.21 to 0.55.Selfefficacy had a relatively higher correlation while glycated hemoglobin was not correlated with other key variables.Path analysis was conducted to examine the relationships among diabetes self-efficacy(Diabetes Management Self Efficacy scale score),self-care behavior(Summary of Diabetes Self-Care Activities score),and glycemic control,but the model demonstrated a poor fit(χ^(2)=28.1,P<0.001).CONCLUSION We found substantial suboptimal glycemic control and low self-care practices but acceptable levels of diabetes knowledge,self-efficacy,health literacy and medication adherence among the patients with T2DM.In spite of the correlations between self-care,self-efficacy,and medication adherence,it was surprising that self-care did not correlate with glycemic control.Prospective cohort studies are needed to explore whether these factors influence diabetes outcomes.展开更多
The integration of digital technologies into oral health care is transforming the field, driving advancements in diagnostic precision, patient engagement, and access to care. This review evaluates the impact of mobile...The integration of digital technologies into oral health care is transforming the field, driving advancements in diagnostic precision, patient engagement, and access to care. This review evaluates the impact of mobile health (mHealth) applications, tele-dentistry, artificial intelligence (AI), wearable devices, and advanced imaging systems on modern dentistry. Synthesizing findings from 125 studies published between 2010 and 2024, the paper identifies key achievements, including improved patient compliance, enhanced diagnostic capabilities, and expanded access to care in underserved areas. Tele-dentistry has been pivotal in bridging geographical gaps, particularly during the COVID-19 pandemic, while AI tools have revolutionized diagnostics and personalized treatment planning. Wearable devices and mHealth applications have empowered patients with real-time feedback, fostering sustained adherence to oral hygiene practices. The review also highlights the potential of digital tools to reduce healthcare disparities and operational costs, paving the way for more equitable and efficient dental care. By outlining critical advancements and future directions, this paper underscores the transformative potential of digital health technologies in dentistry. It advocates for further research on data security, interoperability, and innovative applications of AI to maximize the benefits of these tools, ultimately shaping a more accessible and patient-focused oral health ecosystem.展开更多
Despite the availability of effective treatments and recommendations for systems change, full application of the USPublic Health Service clinical practice guideline for the treatment of tobacco use is seldom achieved....Despite the availability of effective treatments and recommendations for systems change, full application of the USPublic Health Service clinical practice guideline for the treatment of tobacco use is seldom achieved. The present report describes a comprehensive, structured approach used to implement the guideline and to integrate evidence-based cessation services into a system for delivery of health care. The PRECEDE-PROCEDE model and systems strategies were employed to design and implement the Tobacco Control Initiative (TCI), which provides evidence-based cessation services for the patients of a statewide public hospital system. For the TCI, multi-level assessments, pilot programs, electronic data collection, and performance feedback were needed to produce system-wide changes in workflow and in the quality of care for tobacco users. Although there are advances in health information technology (HIT), systems approaches are required for responding effectively to the Health Information Technology for Economic and Clinical Health (HI-TECH) Act and to standards governing use of electronic data related to treatment of tobacco use and dependence.展开更多
Objectives: To propose the improvements measures by analysing the influencing factors of hand hygiene (HH) compliance by observing the behaviour of health care workers (HCWs). Method: The observational study was condu...Objectives: To propose the improvements measures by analysing the influencing factors of hand hygiene (HH) compliance by observing the behaviour of health care workers (HCWs). Method: The observational study was conducted at a public tertiary hospital in Zhejiang, China, from September 2018 to March 2021. A total of 58 HH observers were trained to conduct a direct observation on the HH behaviors of personnel in the hospital amongst the health care workers. We have observed over 9000 hand hygiene opportunities. The collected data were classified according to time factors, department parameters, and profession conduct of the observed. Hand hygiene (HH) compliance rates were calculated for each category, and a chi-square test was used to analyze differences of the HH compliance rates. Furthermore, binary logistic regression was used for multivariate analysis in each of the hand hygiene moments. Results: The HH compliance rates of HCWs were statistically different before and after the Corona Virus Disease 2019 (COVID-19) pandemic, in the morning and the afternoon, this was observed per parameters stated into objectives on weekdays vs non weekdays. And we found that HH compliance rates drop off a cliff from weekdays to non-weekdays. Conclusions: COVID-19, departments, professions, and weekdays were all factors that influence HH compliance amongst HCWs. However, the influencing factors were not all present in every HH behavior, and had different intensities of influence on HH compliance amongst the HCWs. These findings provide some reference for us to propose improvement measures.展开更多
Objectives:This study aimed to evaluate the clinical effectiveness,durability,and acceptability of a Korean medicine-based online mental health self-care program for mothers.Methods:This non-randomized comparative stu...Objectives:This study aimed to evaluate the clinical effectiveness,durability,and acceptability of a Korean medicine-based online mental health self-care program for mothers.Methods:This non-randomized comparative study evaluated the clinical effectiveness,durability,and acceptability of a Korean medicine-based online mental health self-care program for mothers.Group 1(regular version)included 120 participants who attended one live session per week for 5 weeks,while Group 2(shortened version)included 30 participants who completed five recorded sessions within 1 week.A total of 112 participants(93.3%)in Group 1 and all 30 participants(100%)in Group 2 completed the program and surveys.Results:Within-group analyses demonstrated significant improvements for depression(ΔCESD-10[Center for Epidemiological Studies Depression Scale-10]=−2.38±2.10,p<0.001;Cohen’s d=1.10),anxiety(ΔGAD-7[Generalized Anxiety Disorder Scale-7]=−3.82±3.20,p<0.001;d=0.93),and stress(ΔPSS[Perceived Stress Scale]=−6.44±4.50,p<0.001;d=1.12)in Group 1.Between-group analysis of covariance(ANCOVA)of postintervention scores showed significant differences favoring Group 1 in CESD-10(p<0.001)and GAD-7(p=0.025).These improvements were largely maintained through the 12-week follow-up(all p<0.001),indicating both statistical and clinical significance.The average willingness-to-pay per session was 8562.5±3609 KRW,and overall satisfaction was high.Conclusion:These findings demonstrate that the regular 5-week Korean medicine-based online program is effective,cost-effective,and capable of sustaining improvements in maternal mental health,supporting its potential use in community-based care strategies.展开更多
Objective:To assess comprehensive abortion care(CAC)services uptake and barriers to it in selected representative units of the three tier health care in the district of Malda in West Bengal,India.Methods:We conducted ...Objective:To assess comprehensive abortion care(CAC)services uptake and barriers to it in selected representative units of the three tier health care in the district of Malda in West Bengal,India.Methods:We conducted community-based,concurrent,parallel mixed methods study.Quantitative assessment of knowledge of primary health care workers on CAC and appropriate infrastructure assessment was done.Qualitative methods were used to identify themes affecting uptake of quality care among stakeholders.Results:A total of 48 staff nurses and 133 auxiliary nurses and midwives were included in the study.About half of nurses(of total 48)who were second tier health care provider and two thirds(of total 133)of first tier health care provider had incorrect knowledge about legality of abortion.Only 40%mothers seeking abortion were accompanied to subcentre by primary health care worker.At the third tier health care site,physicians insisted on necessity of refresher training.Suboptimal uptake of available CAC services was due to lack of enabling environment.Lack of updated training across health care workers was observed.Conclusions:Health care providers at the community level were unaware of facilities available for mothers seeking abortion.Higher level health care providers were unsure of specific knowledge about legal permissibility and sterilization of apparatus for abortion.At the highest level,more training on medical methods of abortion was required.The problems identified are amenable to correction,and some administrative and service-related provision on appropriate measures may lead to immediate success.展开更多
文摘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.
文摘Objective: In order to further explore and study the overall effect of implementing the management measures of child health care system on children's early growth and development. Methods: From October 2021 to April 2022, 98 children with early growth and development were studied in our hospital. Forty-nine children with early growth and development who implemented general health management were taken as the reference group, and 49 children with early growth and development who implemented child health care were taken as the research group. By comparing the nutritional disease related data, nursing satisfaction, growth and development related data and development quotient related data;Results: The early growth and development related data, nursing satisfaction and development quotient related data of 49 children in the research group who implemented the child health care measures were higher than those of 49 children in the reference group who implemented the common health management measures, while the nutritional disease related data were lower than those of 49 children in the reference group who implemented the common health management measures. Conclusion: The implementation of child health care can significantly improve the data related to children's growth and development, the actual satisfaction of care and the data related to development quotient, and reduce the data related to nutritional diseases, which is worthy of large-scale clinical use.
文摘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.
文摘Kenneth Mugweri is a happy man after recently being discharged from the China-Uganda Friendship Hospital in Naguru,located on the outskirts of Uganda’s capital Kampala.
文摘Academic journals,consulting firms,and mainstream media have often published“predictions”about the future develop-ment of medical and health care.These publications often emphasize the potential of cutting-edge scientific or technical breakthroughs.Health Care Science looks at the problem from another perspective.We focus on how these changes enter the health system,how they operate in the real world,and how they reshape the organization and governance of medical services.At the beginning of 2026,we envision the following three major shifts that will reshape healthcare.
文摘The primary health care system(PHCS)is the portal and basis for the national health delivery system.There are a number of elements which comprise the PHCS,but the system cannot be established and developed without the support of“three essential elements,”including general practitioners(GPs),health insurance,and government health investment.Through comparative analysis of the“three essential elements”of the PHCS between California in the US and Guangdong in China,this article indicates that there are three important aspects in developing a PHCS in China,as follows:training qualified GPs;establishing a diversified health insurance system to strengthen the policy connections between health insurance and the PHCS thereby increasing government health investment;and broadening health financing channels.
基金This research was supported by Taif University Researchers Supporting Project number(TURSP-2020/98),Taif University,Taif,Saudi Arabia.
文摘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.
文摘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).
文摘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.
基金funded by Taif University,Saudi Arabia,project No.(TU-DSPP-2024-263).
文摘Deep learning algorithms have been rapidly incorporated into many different applications due to the increase in computational power and the availability of massive amounts of data.Recently,both deep learning and ensemble learning have been used to recognize underlying structures and patterns from high-level features to make predictions/decisions.With the growth in popularity of deep learning and ensemble learning algorithms,they have received significant attention from both scientists and the industrial community due to their superior ability to learn features from big data.Ensemble deep learning has exhibited significant performance in enhancing learning generalization through the use of multiple deep learning algorithms.Although ensemble deep learning has large quantities of training parameters,which results in time and space overheads,it performs much better than traditional ensemble learning.Ensemble deep learning has been successfully used in several areas,such as bioinformatics,finance,and health care.In this paper,we review and investigate recent ensemble deep learning algorithms and techniques in health care domains,medical imaging,health care data analytics,genomics,diagnosis,disease prevention,and drug discovery.We cover several widely used deep learning algorithms along with their architectures,including deep neural networks(DNNs),convolutional neural networks(CNNs),recurrent neural networks(RNNs),and generative adversarial networks(GANs).Common healthcare tasks,such as medical imaging,electronic health records,and genomics,are also demonstrated.Furthermore,in this review,the challenges inherent in reducing the burden on the healthcare system are discussed and explored.Finally,future directions and opportunities for enhancing healthcare model performance are discussed.
文摘BACKGROUND At present,China has become the country with the largest number of individuals with diabetes mellitus(DM)in the world,with a total of approximately 140 million patients,the majority of whom have type 2 DM(T2DM).Based on conven-tional nursing methods,community home care has important clinical significance in controlling blood sugar and disease progression.AIM To explore the impact of community public health nursing on treatment effect,health cognition,and self-management in patients with T2DM.METHODS One hundred patients with T2DM were selected as the research subjects.The patients were divided into either a conventional nursing group or community nursing(CN)group using the random number table method.The conventional nursing group(50 cases)received routine care,while the CN group(50 cases)received community public health care in addition to routine care as that for the conventional nursing group.The rate of excellent and good blood glucose control,fasting blood glucose before and after care,2-h postprandial blood glucose,health cognition,and self-management ability,and patient satisfaction were compared between the two groups.RESULTS The CN group had a higher rate of excellent blood sugar control than the conventional nursing group(88%vs 70%,P<0.05).Before care,there was no significant difference in fasting blood glucose or 2-h postprandial blood glucose between the two groups of patients(P>0.05).After nursing,fasting blood glucose and 2-h postprandial blood glucose were reduced to varying degrees in both groups,and both blood glucose levels in the CN group were lower than those of the conventional nursing group(P<0.05).Compared with the scores before care,the cognitive level score for diabetes and self-management ability score improved after care in both groups.The cognitive level and self-management ability of patients in the CN group were higher than those of the conventional nursing group(P<0.05).The overall satisfaction of the CN group was better than that of the conventional nursing group(98%vs 86%,P<0.05).CONCLUSION Community public health care based on conventional care of T2DM can achieve better blood sugar control,and improve patients’health cognitive level and self-management ability.
文摘Background:Globally,there is a high demand for nurses,resulting in migration from low‑to high‑income countries.The emigration of nurses is the act of leaving one's own country to settle permanently in another country,leading to a shortage in the number of nurses in their home countries.Consequently,this study aims to assess the impact of the emigration of nurses on the health‑care delivery system in Nigeria.Materials and Methods:A descriptive cross‑sectional survey was conducted with a stratified sampling technique to select 270 nurses from three selected hospitals in Benin‑city Edo state.A self‑structured questionnaire with open and Likert scale questions were used as an instrument to assess the Impact of the Emigration of nurses on the Health Care Delivery System.Data collected were analyzed using tables,percentages,means,standard deviation and t‑test.Results:The result showed a mean score of 1.59±0.92 impacts of the emigration of nurses on health‑care delivery system and identified how to reduce it.The study also showed that there is no significant difference between gender and reason for emigration among nurses(t=3.84,P≤0.001).Conclusion:The emigration of nurses is severely affecting the health care delivery system in the country.Recently,the Nursing and Midwifery Council of Nigeria gave the directive for training schools to increase their training capacity and number of students’intake to cushion the effect,and this study shows that this palliative can only be a short time measure,and however will encourage more nurses traveling abroad on the long run.Therefore,the hospital managers and government should provide a conducive working environment,better remuneration,attractive retirement benefit,and other incentives as a push in factor for nurses to stay back in their home countries.
基金Supported by the IMU University Internal Grant,No.CSc-Sem6(12)2022.
文摘BACKGROUND Adults with type 2 diabetes mellitus(T2DM)in Malaysia continue to have substantial comorbidities and struggle to achieve glycemic targets.AIM To comprehensively evaluate diabetes self-care and glycemic control using multiple self-reporting questionnaires.METHODS Adults diagnosed with T2DM attending the Seremban Health Clinic were recruited in this cross-sectional study.Eligible participants were recruited based on a consecutive sampling technique,first-come-first-served-basis if they fulfilled the inclusion and exclusion criteria.In addition to the usual sociodemographic,clinical,and laboratory data,the participants answered seven specific self-reporting questionnaires.This report was focused on six key variables:Glycemic control;self-care;self-efficacy;diabetes knowledge;health literacy;and medication adherence.RESULTS A total of 100 adults with T2DM participated.The proportions of participants achieving specific thresholds in the key variables were:Acceptable glycemic control 39.4%;adequate diabetes knowledge 59.6%;sufficient or higher health literacy 80.2%;and medication adherence 51.0%.The mean self-efficacy score was 110.6(73.3%of maximum),and the mean self-care score was 30.7(43.9%of maximum).A statistically significant linear correlation was observed for eight pairs of key variables with Pearson’s correlation values varying between 0.21 to 0.55.Selfefficacy had a relatively higher correlation while glycated hemoglobin was not correlated with other key variables.Path analysis was conducted to examine the relationships among diabetes self-efficacy(Diabetes Management Self Efficacy scale score),self-care behavior(Summary of Diabetes Self-Care Activities score),and glycemic control,but the model demonstrated a poor fit(χ^(2)=28.1,P<0.001).CONCLUSION We found substantial suboptimal glycemic control and low self-care practices but acceptable levels of diabetes knowledge,self-efficacy,health literacy and medication adherence among the patients with T2DM.In spite of the correlations between self-care,self-efficacy,and medication adherence,it was surprising that self-care did not correlate with glycemic control.Prospective cohort studies are needed to explore whether these factors influence diabetes outcomes.
文摘The integration of digital technologies into oral health care is transforming the field, driving advancements in diagnostic precision, patient engagement, and access to care. This review evaluates the impact of mobile health (mHealth) applications, tele-dentistry, artificial intelligence (AI), wearable devices, and advanced imaging systems on modern dentistry. Synthesizing findings from 125 studies published between 2010 and 2024, the paper identifies key achievements, including improved patient compliance, enhanced diagnostic capabilities, and expanded access to care in underserved areas. Tele-dentistry has been pivotal in bridging geographical gaps, particularly during the COVID-19 pandemic, while AI tools have revolutionized diagnostics and personalized treatment planning. Wearable devices and mHealth applications have empowered patients with real-time feedback, fostering sustained adherence to oral hygiene practices. The review also highlights the potential of digital tools to reduce healthcare disparities and operational costs, paving the way for more equitable and efficient dental care. By outlining critical advancements and future directions, this paper underscores the transformative potential of digital health technologies in dentistry. It advocates for further research on data security, interoperability, and innovative applications of AI to maximize the benefits of these tools, ultimately shaping a more accessible and patient-focused oral health ecosystem.
文摘Despite the availability of effective treatments and recommendations for systems change, full application of the USPublic Health Service clinical practice guideline for the treatment of tobacco use is seldom achieved. The present report describes a comprehensive, structured approach used to implement the guideline and to integrate evidence-based cessation services into a system for delivery of health care. The PRECEDE-PROCEDE model and systems strategies were employed to design and implement the Tobacco Control Initiative (TCI), which provides evidence-based cessation services for the patients of a statewide public hospital system. For the TCI, multi-level assessments, pilot programs, electronic data collection, and performance feedback were needed to produce system-wide changes in workflow and in the quality of care for tobacco users. Although there are advances in health information technology (HIT), systems approaches are required for responding effectively to the Health Information Technology for Economic and Clinical Health (HI-TECH) Act and to standards governing use of electronic data related to treatment of tobacco use and dependence.
文摘Objectives: To propose the improvements measures by analysing the influencing factors of hand hygiene (HH) compliance by observing the behaviour of health care workers (HCWs). Method: The observational study was conducted at a public tertiary hospital in Zhejiang, China, from September 2018 to March 2021. A total of 58 HH observers were trained to conduct a direct observation on the HH behaviors of personnel in the hospital amongst the health care workers. We have observed over 9000 hand hygiene opportunities. The collected data were classified according to time factors, department parameters, and profession conduct of the observed. Hand hygiene (HH) compliance rates were calculated for each category, and a chi-square test was used to analyze differences of the HH compliance rates. Furthermore, binary logistic regression was used for multivariate analysis in each of the hand hygiene moments. Results: The HH compliance rates of HCWs were statistically different before and after the Corona Virus Disease 2019 (COVID-19) pandemic, in the morning and the afternoon, this was observed per parameters stated into objectives on weekdays vs non weekdays. And we found that HH compliance rates drop off a cliff from weekdays to non-weekdays. Conclusions: COVID-19, departments, professions, and weekdays were all factors that influence HH compliance amongst HCWs. However, the influencing factors were not all present in every HH behavior, and had different intensities of influence on HH compliance amongst the HCWs. These findings provide some reference for us to propose improvement measures.
基金supported by the National Research Foundation of Korea(NRF)grant funded by the Korea government(MSIT)(No.2020R1A5A2019413).
文摘Objectives:This study aimed to evaluate the clinical effectiveness,durability,and acceptability of a Korean medicine-based online mental health self-care program for mothers.Methods:This non-randomized comparative study evaluated the clinical effectiveness,durability,and acceptability of a Korean medicine-based online mental health self-care program for mothers.Group 1(regular version)included 120 participants who attended one live session per week for 5 weeks,while Group 2(shortened version)included 30 participants who completed five recorded sessions within 1 week.A total of 112 participants(93.3%)in Group 1 and all 30 participants(100%)in Group 2 completed the program and surveys.Results:Within-group analyses demonstrated significant improvements for depression(ΔCESD-10[Center for Epidemiological Studies Depression Scale-10]=−2.38±2.10,p<0.001;Cohen’s d=1.10),anxiety(ΔGAD-7[Generalized Anxiety Disorder Scale-7]=−3.82±3.20,p<0.001;d=0.93),and stress(ΔPSS[Perceived Stress Scale]=−6.44±4.50,p<0.001;d=1.12)in Group 1.Between-group analysis of covariance(ANCOVA)of postintervention scores showed significant differences favoring Group 1 in CESD-10(p<0.001)and GAD-7(p=0.025).These improvements were largely maintained through the 12-week follow-up(all p<0.001),indicating both statistical and clinical significance.The average willingness-to-pay per session was 8562.5±3609 KRW,and overall satisfaction was high.Conclusion:These findings demonstrate that the regular 5-week Korean medicine-based online program is effective,cost-effective,and capable of sustaining improvements in maternal mental health,supporting its potential use in community-based care strategies.
基金funded by National Health Mission,Government of West Bengal[HFW-35099/37/2018-SFWB SEC(DHS)(HFW)/4441,dated 23 August 2018].
文摘Objective:To assess comprehensive abortion care(CAC)services uptake and barriers to it in selected representative units of the three tier health care in the district of Malda in West Bengal,India.Methods:We conducted community-based,concurrent,parallel mixed methods study.Quantitative assessment of knowledge of primary health care workers on CAC and appropriate infrastructure assessment was done.Qualitative methods were used to identify themes affecting uptake of quality care among stakeholders.Results:A total of 48 staff nurses and 133 auxiliary nurses and midwives were included in the study.About half of nurses(of total 48)who were second tier health care provider and two thirds(of total 133)of first tier health care provider had incorrect knowledge about legality of abortion.Only 40%mothers seeking abortion were accompanied to subcentre by primary health care worker.At the third tier health care site,physicians insisted on necessity of refresher training.Suboptimal uptake of available CAC services was due to lack of enabling environment.Lack of updated training across health care workers was observed.Conclusions:Health care providers at the community level were unaware of facilities available for mothers seeking abortion.Higher level health care providers were unsure of specific knowledge about legal permissibility and sterilization of apparatus for abortion.At the highest level,more training on medical methods of abortion was required.The problems identified are amenable to correction,and some administrative and service-related provision on appropriate measures may lead to immediate success.
