In 2020,the sudden new crown(COVID-19)virus swept the world.Countries have adopted different epidemic prevention measures.The COVID-19 has brought an extraordinary impact on the economic and social health of all count...In 2020,the sudden new crown(COVID-19)virus swept the world.Countries have adopted different epidemic prevention measures.The COVID-19 has brought an extraordinary impact on the economic and social health of all countries.Australia,located in the southern hemisphere,promptly adopted the closure and other epidemic prevention policies in late January.The whole people mobilized to actively fight against the epidemic.Compared with the passive immunization of developed countries such as the United Kingdom and the United States,it has experienced several twists and turns and achieved relatively successful results.However,the epidemic has profoundly affected public health and medical care.They are mainly manifested in mental and psychological,hand hygiene,respiratory diseases,surgical spectrum,cancer screening,and changes in national leadership’s response methods and medical insurance policies.Australia’s early physical distancing measures,relatively high per capita testing rates,political stability,national wealth and geographic isolation are among the explanatory factors.The country’s response to the COVID-19 pandemic has,thus far,been among the most successful in the world.展开更多
One of the most significant annual expenses that a person has is their health insurance coverage. Health insurance accounts for one-third of GDP, and everyone needs medical treatment to varying degrees. Changes in med...One of the most significant annual expenses that a person has is their health insurance coverage. Health insurance accounts for one-third of GDP, and everyone needs medical treatment to varying degrees. Changes in medicine, pharmaceutical trends, and political factors are only a few of the many factors that cause annual fluctuations in healthcare costs. This paper describes how a system may analyse a person’s medical history to display their insurance plans and make predictions about their health insurance premiums. The performance of four ML models—XGBoost, Lasso, KNN, and Ridge—is evaluated using R2-score and RMSE. The analysis of medical health insurance cost prediction using Lasso regression, Ridge regression, and K-Nearest Neighbours (KNN), and XGBoost (XGB) highlights notable differences in performance. KNN has the lowest R2-score of 55.21 and an RMSE of 4431.1, indicating limited predictive ability. Ridge Regression improves on this by an R2-score of 78.38 but has a higher RMSE of 4652.06. Lasso Regression slightly edges out Ridge with an R2-score of 79.78, yet it suffers from an advanced RMSE of 5671.6. In contrast, XGBoost excels with the highest R2-score of 86.81 and the lowermost RMSE of 4450.4, demonstrating superior predictive accuracy and making it the most effective model for this task. The best method for accurately predicting health insurance premiums was XGBoost Regression. The findings beneficial for policymakers, insurers, and healthcare providers as they can use this information to allocate resources more efficiently and enhance cost-effectiveness in the healthcare industry.展开更多
Some regions in China have already implemented capitation payment or capitation budget management for medical insurance funds.However,there remains a shortage of adequate tools and methodologies to accurately quantify...Some regions in China have already implemented capitation payment or capitation budget management for medical insurance funds.However,there remains a shortage of adequate tools and methodologies to accurately quantify differences in population health risks.Therefore,this paper constructs a health performance assessment model that comprises four steps.The first step is to categorize all participants into health risk groups based on whether they have contracted with a family doctor,their age,sex,and the type of consultation.The second step is to categorize health risk groups based on differences in healthcare resource utilization.The third step is to analyze health performance by examining healthcare resource utilization year over year.The fourth step is to apply the assessment results to assist local finance bureaus and medical insurance bureaus in developing incentive schemes.According to cost weights,the health risk groups are split into six classes:insured residents without health care visits,healthy insured person,slightly ill insured patients,ill insured patients,more seriously disease patients,and severely ill insured patients.We evaluate one compact medical community's health performance by examining changes in the proportion of resource usage group size and expense.From 2019 to 2021,both the proportion of patients with severe and ultra‐severe diseases and the proportion of costs in the sample increased,according to changes in resource utilization levels.This result indicates that the population's overall health has not improved and that the compact medical community is still primarily focused on treating diseases,with poor implementation of health maintenance measures and minimal improvement in health performance.展开更多
According to the latest Chinese Healthcare Reform .Plan, the medical insurance system is one ofthe four components of the healthcare sector. The Healthcare financing and payment in China are mainly based on medical in...According to the latest Chinese Healthcare Reform .Plan, the medical insurance system is one ofthe four components of the healthcare sector. The Healthcare financing and payment in China are mainly based on medical insurance. So it is important to learn the experiences of the developed countries. This paper examines the key issues of the German Healthcare system and reforms, with a particular emphasis on basic social medical insurance, which has the broadest coverage in Germany. It reviews the evolution of the background of the German social medical insurance system, describes how the system functions, and analyzes the existing and emerging problems with the system which push the Germany government to adapt a series of reforms.展开更多
Using data from the China Health and Nutrition Survey,this study investigated the impact of health insurance coverage on children’s health in China.To address the potential endogeneity between insurance and health,we...Using data from the China Health and Nutrition Survey,this study investigated the impact of health insurance coverage on children’s health in China.To address the potential endogeneity between insurance and health,we adopted the instrumental variable probit model.We found that insurance enrollment significantly improved the health of children,especially urban children,but there was no significant insurance effect across gender.After using the propensity score matching method,an alternative measure of child health,and a sub-sample of children aged above 10,our major finding of the insurance effect on child health is verified and robust.We further conducted the path analysis by identifying three potential paths through which medical insurance improved child health.We found that child health behaviour and nutritional intake are the effective paths between insurance enrollment and health status.These results provided implications for policy makers in constructing and developing the supportive system of child medical insurance in China.展开更多
The purpose of hierarchical medical system is to lead in terms of improving efficiency, differentiating healthcare services and promoting labor division by changing the healthcare seeking behavior. The purpose of this...The purpose of hierarchical medical system is to lead in terms of improving efficiency, differentiating healthcare services and promoting labor division by changing the healthcare seeking behavior. The purpose of this research aims to discuss the public awareness of hierarchical medical system in Taiwan for the reference of health policy makers. We obtained our research data using a questionnaire survey;the total number of qualified patients was 1340. This research finds that more subjects agreed to the hierarchical medical system and medical referral system, but many people still disagreed with changes to their healthcare seeking choices due to policy promotion. Subtle changes, therefore, are observed that imply a crisis in terms of the trust in healthcare. The healthcare seeking behavior will not change if there is a difference between the medical awareness of patients and policy implementation, and the government needs to be concerned with this result when making policies.展开更多
文摘In 2020,the sudden new crown(COVID-19)virus swept the world.Countries have adopted different epidemic prevention measures.The COVID-19 has brought an extraordinary impact on the economic and social health of all countries.Australia,located in the southern hemisphere,promptly adopted the closure and other epidemic prevention policies in late January.The whole people mobilized to actively fight against the epidemic.Compared with the passive immunization of developed countries such as the United Kingdom and the United States,it has experienced several twists and turns and achieved relatively successful results.However,the epidemic has profoundly affected public health and medical care.They are mainly manifested in mental and psychological,hand hygiene,respiratory diseases,surgical spectrum,cancer screening,and changes in national leadership’s response methods and medical insurance policies.Australia’s early physical distancing measures,relatively high per capita testing rates,political stability,national wealth and geographic isolation are among the explanatory factors.The country’s response to the COVID-19 pandemic has,thus far,been among the most successful in the world.
文摘One of the most significant annual expenses that a person has is their health insurance coverage. Health insurance accounts for one-third of GDP, and everyone needs medical treatment to varying degrees. Changes in medicine, pharmaceutical trends, and political factors are only a few of the many factors that cause annual fluctuations in healthcare costs. This paper describes how a system may analyse a person’s medical history to display their insurance plans and make predictions about their health insurance premiums. The performance of four ML models—XGBoost, Lasso, KNN, and Ridge—is evaluated using R2-score and RMSE. The analysis of medical health insurance cost prediction using Lasso regression, Ridge regression, and K-Nearest Neighbours (KNN), and XGBoost (XGB) highlights notable differences in performance. KNN has the lowest R2-score of 55.21 and an RMSE of 4431.1, indicating limited predictive ability. Ridge Regression improves on this by an R2-score of 78.38 but has a higher RMSE of 4652.06. Lasso Regression slightly edges out Ridge with an R2-score of 79.78, yet it suffers from an advanced RMSE of 5671.6. In contrast, XGBoost excels with the highest R2-score of 86.81 and the lowermost RMSE of 4450.4, demonstrating superior predictive accuracy and making it the most effective model for this task. The best method for accurately predicting health insurance premiums was XGBoost Regression. The findings beneficial for policymakers, insurers, and healthcare providers as they can use this information to allocate resources more efficiently and enhance cost-effectiveness in the healthcare industry.
基金Guangzhou Philosophy and Social Science Planning Project,Grant/Award Number:2023GZQN68Foshan Social Science Planning Project,Grant/Award Number:2023‐GJ117+1 种基金National Social Science Foundation Major Project“Research on Public Policies and Mechanisms for Achieving Positive Ageing”,Grant/Award Number:17ZDA121Tsinghua University Dushi Program,Grant/Award Number:2024Z11DSZ001。
文摘Some regions in China have already implemented capitation payment or capitation budget management for medical insurance funds.However,there remains a shortage of adequate tools and methodologies to accurately quantify differences in population health risks.Therefore,this paper constructs a health performance assessment model that comprises four steps.The first step is to categorize all participants into health risk groups based on whether they have contracted with a family doctor,their age,sex,and the type of consultation.The second step is to categorize health risk groups based on differences in healthcare resource utilization.The third step is to analyze health performance by examining healthcare resource utilization year over year.The fourth step is to apply the assessment results to assist local finance bureaus and medical insurance bureaus in developing incentive schemes.According to cost weights,the health risk groups are split into six classes:insured residents without health care visits,healthy insured person,slightly ill insured patients,ill insured patients,more seriously disease patients,and severely ill insured patients.We evaluate one compact medical community's health performance by examining changes in the proportion of resource usage group size and expense.From 2019 to 2021,both the proportion of patients with severe and ultra‐severe diseases and the proportion of costs in the sample increased,according to changes in resource utilization levels.This result indicates that the population's overall health has not improved and that the compact medical community is still primarily focused on treating diseases,with poor implementation of health maintenance measures and minimal improvement in health performance.
文摘According to the latest Chinese Healthcare Reform .Plan, the medical insurance system is one ofthe four components of the healthcare sector. The Healthcare financing and payment in China are mainly based on medical insurance. So it is important to learn the experiences of the developed countries. This paper examines the key issues of the German Healthcare system and reforms, with a particular emphasis on basic social medical insurance, which has the broadest coverage in Germany. It reviews the evolution of the background of the German social medical insurance system, describes how the system functions, and analyzes the existing and emerging problems with the system which push the Germany government to adapt a series of reforms.
基金the National Social Science Foundation of China(No.16BRK019).
文摘Using data from the China Health and Nutrition Survey,this study investigated the impact of health insurance coverage on children’s health in China.To address the potential endogeneity between insurance and health,we adopted the instrumental variable probit model.We found that insurance enrollment significantly improved the health of children,especially urban children,but there was no significant insurance effect across gender.After using the propensity score matching method,an alternative measure of child health,and a sub-sample of children aged above 10,our major finding of the insurance effect on child health is verified and robust.We further conducted the path analysis by identifying three potential paths through which medical insurance improved child health.We found that child health behaviour and nutritional intake are the effective paths between insurance enrollment and health status.These results provided implications for policy makers in constructing and developing the supportive system of child medical insurance in China.
文摘The purpose of hierarchical medical system is to lead in terms of improving efficiency, differentiating healthcare services and promoting labor division by changing the healthcare seeking behavior. The purpose of this research aims to discuss the public awareness of hierarchical medical system in Taiwan for the reference of health policy makers. We obtained our research data using a questionnaire survey;the total number of qualified patients was 1340. This research finds that more subjects agreed to the hierarchical medical system and medical referral system, but many people still disagreed with changes to their healthcare seeking choices due to policy promotion. Subtle changes, therefore, are observed that imply a crisis in terms of the trust in healthcare. The healthcare seeking behavior will not change if there is a difference between the medical awareness of patients and policy implementation, and the government needs to be concerned with this result when making policies.