1.Factors associated with persistent high healthcare service utilisers in Singapore: A population health analysis.
Jemima Jia En KOH ; Yin Zhien TAN ; Hong Choon OH ; Beng Hoong POON
Annals of the Academy of Medicine, Singapore 2025;54(8):476-490
INTRODUCTION:
Albeit comprising a small portion of the hospital population, persistent high utilisers (PHUs) contribute disproportionately to healthcare expenditures. Amid rising healthcare costs and an ageing population, this study examines factors associated with PHUs among residents in eastern Singapore.
METHOD:
This is a retrospective study of eligible patients at Changi General Hospital in Singapore between 1 January 2020 and 31 December 2022. The study included Singapore citizens who utilised any services offered by CGH. Patients were classified as PHUs if their annual healthcare expenditure exceeded SGD3700 for 3 consecutive years. Demographics, healthcare utilisation patterns and clinical profiles were compared, and multivariable analyses were conducted to identify factors associated with PHUs.
RESULTS:
There were 267,838 eligible patients identified, with 5316 (2%) classified as PHUs. PHUs accounted for 18.4% of the total healthcare expenditure, with the highest costs attributed to inpatient services, followed by outpatient services. PHUs were more likely to be older, male, non-Chinese and of lower socioeconomic status. Conditions with the strongest association with PHUs were mental health disorders, chronic obstructive pulmonary disease, osteoporosis, asthma and renal diseases. Inpatient discharges from renal medicine, psychological medicine and general/geriatric medicine wards had the strongest association with PHUs. Utilisation of allied health services had the highest odds of being a PHU in outpatient care.
CONCLUSION
This study identified key factors associated with PHUs, providing invaluable insights into the planning of population health services within the hospital's geographical region. Targeted service development and process improvements of medical care can help mitigate persistent high utilisation.
Humans
;
Singapore/epidemiology*
;
Male
;
Female
;
Retrospective Studies
;
Middle Aged
;
Aged
;
Adult
;
Health Expenditures/statistics & numerical data*
;
Patient Acceptance of Health Care/statistics & numerical data*
;
Population Health
;
Aged, 80 and over
;
Young Adult
;
Adolescent
2.Prescribing rate, healthcare utilization, and expenditure of older adults using potentially inappropriate medications in China: A nationwide cross-sectional study.
Zinan ZHAO ; Mengyuan FU ; Can LI ; Zhiwen GONG ; Ting LI ; Kexin LING ; Huangqianyu LI ; Jianchun LI ; Weihang CAO ; Dongzhe HONG ; Xin HU ; Luwen SHI ; Xiaodong GUAN ; Pengfei JIN
Chinese Medical Journal 2025;138(23):3163-3167
BACKGROUND:
The use of potentially inappropriate medications (PIMs) is a major concern for medication safety as it may entail more harm than potential benefits for older adults. This study aimed to explore the prescribing rate, healthcare utilization, and expenditure of older adults using PIMs in China.
METHODS:
A cross-sectional analysis was conducted using a national representative database of all medical insurance beneficiaries across China, extracting ambulatory visit records of adults aged 65 years and above between 2015 and 2017. Descriptive analysis was conducted to measure the rate of patients exposed to PIM, prescribing rate of each PIM, average annual outpatient visits per patient, average total medication costs for each visit, average annual cost of PIMs for each patient, and average annual medication costs for each patient. Generalized linear model with logit link function and binomial distribution was used to examine the adjusted associations between PIMs and independent variables.
RESULTS:
In total, 845,278 (33.2%) participants were identified to be exposed to at least one PIM. Patients aged 75-84 years (38.1%, 969,809/2,545,430) and ≥85 years (37.9%, 964,718/2,545,430) were more likely to be prescribed with PIMs. Beneficiaries of the Urban Employee Basic Medical Insurance (UEBMI) and living in eastern and southern regions were more frequently prescribed with PIMs. Compared with patients without PIM exposure (7.5 visits, drug cost of RMB 1545.0 Yuan), patients with PIM exposure showed higher adjusted average annual number of outpatient visits (10.7 visits, β = 3.228, 95% confidence interval [CI] = 3.196-3.261) and higher annual drug costs (RMB 2461.8 Yuan, Coef. = 916.864, 95% CI = RMB 906.292-927.436 Yuan).
CONCLUSIONS
The results showed that the use of PIM among older adults was common in China. This study suggests that the use of PIM could be considered as a clear target, pending multidimensional efforts, to promote rational prescribing for older adults.
Humans
;
Aged
;
Cross-Sectional Studies
;
Aged, 80 and over
;
Male
;
Female
;
China
;
Inappropriate Prescribing/economics*
;
Patient Acceptance of Health Care/statistics & numerical data*
;
Potentially Inappropriate Medication List/statistics & numerical data*
;
Health Expenditures/statistics & numerical data*
3.Shifts in total medical expenses by health coverage changes among the low-income, medically vulnerable population in South Korea.
Environmental Health and Preventive Medicine 2025;30():36-36
BACKGROUND:
Medical Aid (MA) beneficiaries, belonging to low-income and vulnerable groups, tend to utilize more healthcare services than patients covered by general health insurance. This study aimed to investigate shifts in medical expenses among South Korean MA beneficiaries from 2010 to 2020 in response to changes in health coverage.
METHODS:
This study was a retrospective cohort study that involved analyzing data from 354,289 MA beneficiaries aged 20 years and older as of 2010 whose healthcare utilization data could be tracked up to 2020. The impact of changes in health coverage of MA beneficiaries on the increase in medical expenses was analyzed with multiple logistic regression analysis.
RESULTS:
The findings revealed that the group maintaining their MA eligibility had a higher rate of increase in medical expenses compared to those transitioning from MA to National Health Insurance (NHI). Even after adjusting for covariates, the likelihood of an increase in total annual medical expenses was more than 1.4 times higher for the MA maintenance group. However, the group that maintained MA also had higher initial healthcare expenses, indicating poorer health status, compared to the group that transitioned to NHI.
CONCLUSION
In the public healthcare domain, such as MA, it is crucial to enhance access to necessary healthcare services while preventing unnecessary medical treatments. There is a need for systemic improvements to ensure that low-income, medically vulnerable groups can appropriately use the healthcare services they require to achieve high-value health outcomes.
Republic of Korea
;
Humans
;
Retrospective Studies
;
Middle Aged
;
Adult
;
Female
;
Poverty/statistics & numerical data*
;
Male
;
Vulnerable Populations/statistics & numerical data*
;
Aged
;
Health Expenditures/statistics & numerical data*
;
Young Adult
;
Medical Assistance/statistics & numerical data*
;
Insurance Coverage/statistics & numerical data*
4.Impact of palliative care on medication use and medical utilization in patients with advanced cancer.
Dingyi CHEN ; Haoxin DU ; Yichen ZHANG ; Yanfei WANG ; Wei LIU ; Yuanyuan JIAO ; Luwen SHI ; Xiaodong GUAN ; Xinpu LU
Journal of Peking University(Health Sciences) 2025;57(5):996-1001
OBJECTIVE:
To evaluate the effect of palliative care on drug use, medical service utilization and medical expenditure of patients with advanced cancer.
METHODS:
A cohort of patients including pal-liative care and standard care was constructed using the medical records of the patients in Peking University Cancer Hospital from 2018 to 2020, and coarsened exact matching was used to match the two groups of patients. The average monthly opioid consumption, hospitalization rate, intensive care unit (ICU) rate and operation rate, and the average monthly total cost were selected to evaluate drug use, medical service utilization and medical expenditure. Chi-square test and Wilcoxon signed rank test were used to compare the differences between the two groups before and after exposure and the change in the palliative care group. The net impact of palliative care on the patients was calculated using the difference-in-differences analysis.
RESULTS:
In this study, 180 patients in the palliative care group and 3 101 patients in the stan-dard care group were finally included in the matching, and the matching effect of the two groups was good (L1 < 0.1). Before and after exposure, the average monthly opioid consumption in the palliative care group was significantly higher than that in the standard care group (Before exposure: 0.3 DDD/person-month vs. 0.1 DDD/person-month, P < 0.01; After exposure: 0.7 DDD/person-month vs. 0.1 DDD/person-month, P < 0.01; DDD refers to defined daily dose), palliative care significantly increased the average monthly opioid consumption in the patients (0.3 DDD/person-month, P < 0.01). The hospitalization rate (48.9% vs. 74.3%, P < 0.01) and operation rate (3.9% vs. 8.8%, P < 0.01) of the patients in palliative care group were significantly lower than those in standard care group, and the ICU rate became similar between the two groups (1.1% vs. 1.6%, P=0.634). Palliative care significantly reduced the patients ' hospitalization rate (-25.6%, P < 0.01), ICU rate (-4.9%, P < 0.01) and operation rate (-14.5%, P < 0.01). Before and after exposure, the average monthly total costs of pal-liative care group were slightly higher than those of standard care group (Before exposure: 20 092.3 yuan vs. 19 132.8 yuan, P=0.725; After exposure: 9 719.8 yuan vs. 8 818.8 yuan, P=0.165). Palliative care increased the average monthly total cost by 2 208.8 yuan, but it was not statistically significant (P=0.316).
CONCLUSION
Palliative care can increase the opioid consumption in advanced cancer patients, reduce the rates of hospitalization, ICU and surgery, but has no significant effect on medical expenditure.
Humans
;
Palliative Care/economics*
;
Neoplasms/drug therapy*
;
Analgesics, Opioid/economics*
;
Male
;
Female
;
Middle Aged
;
Aged
;
Hospitalization/economics*
;
Intensive Care Units/statistics & numerical data*
;
Health Expenditures/statistics & numerical data*
;
Adult
;
Drug Utilization/statistics & numerical data*
;
Patient Acceptance of Health Care/statistics & numerical data*
5.Determinants of Health in Korea: A Comparative Analysis among Organization for Economic Cooperation and Development Countries
Myung Bae PARK ; Ji Young MOON ; Jin Ri KIM ; Eun Woo NAM
Health Policy and Management 2018;28(2):128-137
BACKGROUND: This study aims to utilize Organization for Economic Cooperation and Development (OECD) data to identify macroscopic determinants of health at national level and to utilize it in health policy development through comparison and analysis with Korea. METHODS: The potential years of life lost (PYLL) were used as dependent variables and 19 indicators were selected as health determinants to be independent variables based on the results of previous studies. Data analysis was done using SAS ver. 9.4 package (SAS Institute Inc., Cary, NC, USA) and model used in technical statistics concerning PYLL by countries, multi-linearity test between independent variables and OECD economic studies were modified and used. RESULTS: From 1994 to 2012, the average PYLL for OECD countries was 4,262.9 years, the highest in Estonia and the lowest in Iceland. As a result of the analysis using the fixed effect model, the significant variables affecting PYLL were four variables: gross domestic product, nitric oxide, tobacco consumption, and number of doctors. The health determinants that had more influence on the PYLL of Korean people compared to other OECD countries were tobacco consumption, calorie consumption, fat intake and total health expenditure. CONCLUSION: In order to effectively reduce unnecessary deaths, we must continue to strengthen our smoking policy and nutrition policies such as calorie and fat intake. It is necessary to prevent the increase of total health expenditure due to the increase in the prevalence of chronic diseases and to strengthen the public health aspect.
Chronic Disease
;
Estonia
;
Gross Domestic Product
;
Health Expenditures
;
Health Policy
;
Iceland
;
Korea
;
Nitric Oxide
;
Nutrition Policy
;
Organisation for Economic Co-Operation and Development
;
Prevalence
;
Public Health
;
Smoke
;
Smoking
;
Statistics as Topic
;
Tobacco Use
6.Factors Contributing to Increases in Prescription Drug Expenditures Borne by National Health Insurance in South Korea.
Jeong Sook JO ; Young Man KIM ; Kyung Won PAEK ; Min Hee BEA ; Kihong CHUN ; Soojin LEE
Yonsei Medical Journal 2016;57(4):1016-1021
PURPOSE: Rapid growth of prescription drug expenditures is a problem in South Korea. The objective of this study was to assess the contributions of four variables (therapeutic choice, drug-mix, original use, and price changes) to increases in drug expenditures paid by the National Health Insurance (NHI) in Korea. MATERIALS AND METHODS: A retrospective cohort study was conducted between January 1, 2008 and June 30, 2012 utilizing data from the NHI Claims Database of the Health Insurance Review and Assessment Service. The number of target drug types for final analysis was 13959. To analyze the growth rates of drug expenditures, this study used Fisher ideal index and the Laspeyres and Paasche indexes. RESULTS: With the exception of 2012, therapeutic choice contributed to about 40-60% of the increase in drug expenditures every year, while drug-mix contributed to another 30-40%. CONCLUSION: The rapid growth in prescription drug expenditure was found to be largely due to drug-mix and therapeutic choice over time. Original use had little impact on drug spending.
Cohort Studies
;
Health Expenditures/*statistics & numerical data
;
Humans
;
National Health Programs/*economics
;
Prescription Drugs/*economics
;
Republic of Korea
;
Retrospective Studies
7.Disease burden of colorectal cancer in Jinchang cohort.
Sheng CHANG ; Yana BAI ; Hongquan PU ; Ni LI ; Ning CHENG ; Haiyan LI ; Zhidong XIE ; Fuxin LI ; Xiaobin HU ; Jinbing ZHU ; Jie HE ; Min DAI
Chinese Journal of Epidemiology 2016;37(3):325-328
OBJECTIVETo evaluate the disease burden of colorectal cancer in Jinchang cohort, and provide evidence for preventing colorectal cancer and reducing the disease burden of colorectal cancer in the cohort.
METHODSThe colorectal cancer mortality data from 2001 to 2013 and the medical records of colorectal cancer patients from 2001 to 2010 were collected for this retrospective cohort study. The colorectal cancer disease burden was described by using mortality rate, standardized mortality rate, medical expenditure, potential years of life lost (PYLL), average potential years of life lost (APYLL), working potential years of life lost (WPYLL), and average working potential years of life lost (AWPYLL). The development trend in disease burden of colorectal cancer was analyzed by using Spearman correlation and the average growth rate.
RESULTSThe crude mortality rate of colorectal cancer from 2001 to 2013 was 9.53/100,000 with the average annual growth rate of 12.89%. The PYLL, APYLL, WPYLL and AWPYLL of colorectal cancer were 485.00 person-years, 9.15 years, 253.00 person-years, and 4.77 years, respectively. The direct medical expenditure due to colorectal cancer was 7064.38 Yuan per case and 408.43 Yuan per day. There was no increasing trend in the direct medical expenditure due to colorectal cancer.
CONCLUSIONColorectal cancer mortolity rate was on the rise and it caused heavy disease burden in Jinchang cohort.
China ; epidemiology ; Colorectal Neoplasms ; economics ; mortality ; Cost of Illness ; Health Expenditures ; statistics & numerical data ; Humans ; Retrospective Studies
8.Disease burden of gastric cancer in Jinchang cohort.
Hongbo PEI ; Hongquan PU ; Min DAI ; Yana BAI ; Sheng CHANG ; Zhengfang WANG ; Ning CHENG ; Haiyan LI ; Juansheng LI ; Xiaobin HU ; Xiaowei REN
Chinese Journal of Epidemiology 2016;37(3):316-320
OBJECTIVETo understand the current status of disease burden caused by gastric cancer in Jinchang cohort.
METHODSIn this historical cohort study, the data of gastric cancer deaths from 2001 to 2013 and the medical records of gastric cancer cases from 2001 to 2010 in Jinchang cohort were collected to analyze the mortality, potential years of life lost (PYLL), working PYLL (WPYLL) associated with gastric cancer, and the medical expenditure data were used to evaluate the direct economic burden. Spearman correlation analysis and the average growth rate were used to describe the change trend of disease burden of gastric cancer.
RESULTSA total of 213 gastric cancer deaths occurred in Jinchang cohort from 2001 to 2013. The average annual crude mortality rate of gastric cancer was 38.30 per 100,000 in Jinchang cohort during 2001-2013 and no obvious change was observed. The crude mortality rate in males was 6.84 times higher than that in females. Gastric cancer death mainly occurred in age group 50-79 years (82.62%), while the mortality rates was increasing among the people under 50 years with an average annual increase rate of 0.77%. The annual average PYLL (APYLL) and average WPYLL (AWPYLL) caused by gastric cancer decreased by 8.43% and 10.46%, respectively. No obvious change in medical expenditure of gastric cancer cases was observed in Jinchang Cohort during 2001-2010, and the medical expenditure and average daily cost of hospitalization were 8102.23 Yuan, and 463.45 Yuan per capita, respectively.
CONCLUSIONSThe burden of disease for gastric cancer was heavy in Jinchang cohort. The PYLL and WPYLL had no change, while the APYLL and AWPYLL showed a increasing trend during the last ten years. Direct economic burden of inpatients with gastric cancer had no change.
Aged ; China ; epidemiology ; Cohort Studies ; Cost of Illness ; Female ; Health Expenditures ; statistics & numerical data ; Hospitalization ; economics ; Humans ; Male ; Middle Aged ; Stomach Neoplasms ; economics ; mortality
9.Determinants and Equity Evaluation for Health Expenditure Among Patients with Rare Diseases in China.
Xiao-Xiong XIN ; Liang ZHAO ; Xiao-Dong GUAN ; Lu-Wen SHI ;
Chinese Medical Journal 2016;129(12):1387-1393
BACKGROUNDChina has not established social security system for rare diseases. Rare diseases could easily impoverish patients and their families. Little research has studied the equity and accessibility of health services for patients with rare diseases in China. This study aimed to explore the factors that influence health expenditure of rare diseases and evaluate its equity.
METHODSQuestionnaire survey about living conditions and cost burden of patients with rare diseases was conducted. Individual and family information, health expenditure and reimbursement in 2014 of 982 patients were collected. The impact of medical insurance, individual sociodemographic characteristics, family characteristics, and healthcare need on total and out-of-pocket (OOP) health expenditures was analyzed through the generalized linear model. Equity of health expenditure was evaluated by both concentration index and Lorenz curve.
RESULTSOf all the surveyed patients, 11.41% had no medical insurance and 92.10% spent money to seek medical treatment in 2014. It was suggested female (P = 0.048), over 50 years of age (P = 0.062), high-income group (P = 0.021), hospitalization (P = 0.000), and reimbursement ratio (RR) (P = 0.000) were positively correlated with total health expenditure. Diseases not needing long-term treatment (P = 0.000) was negatively correlated with total health expenditure. Over 50 years of age (P = 0.065), high-income group (P = 0.018), hospitalization (P = 0.000) and having Urban Employee Basic Medical Insurance (UEBMI) (P = 0.022) were positively correlated with OOP health expenditure. Patient or the head of the household having received higher education (P = 0.044 and P = 0.081) and reimbursement ratio (P = 0.078) were negatively correlated with OOP health expenditure. The equity evaluation found concentration indexes of health expenditure before and after reimbursement were 0.0550 and 0.0539, respectively.
CONCLUSIONSOOP health expenditure of patients with UEBMI was significantly more than that of patients without medical insurance. However, for any other medical insurance, there was no difference between OOP health expenditure of the insured patients and patients without insurance. The current reimbursement policies have increased the equity of health expenditure, but are biased toward high-income people.
China ; Female ; Health Expenditures ; statistics & numerical data ; Humans ; Insurance, Health ; economics ; statistics & numerical data ; Male ; Rare Diseases ; economics ; Surveys and Questionnaires
10.Effects of New Rural Cooperative Medical Scheme on Medical Service Utilization and Medical Expense Control of Inpatients: A 3-year Empirical Study of Hainan Province in China.
Tao DAI ; Hong-Pu HU ; Xu NA ; Ya-Zi LI ; Yan-Li WAN ; Li-Qin XIE
Chinese Medical Journal 2016;129(11):1280-1284
BACKGROUNDThe New Rural Cooperative Medical Scheme (NCMS) has been further adjusted and optimized to reduce the financial burden of rural residents and to achieve universal coverage for them. In this study, we aimed to explore the impact of NCMS on medical service utilization and medical expense of inpatients in recent years.
METHODSThe research data of Hainan Province were extracted from the Chinese NCMS platform from 2012 to 2014. Detailed information included total expenditure, average inpatients costs, average out-of-pocket payments, actual reimbursement rate, and average annual growth rate of the above indicators. Descriptive analysis was used to gauge the effects of NCMS.
RESULTSIn the utilization of medical services, NCMS inpatients in tertiary hospital decreased from 25.49% in 2012 to 20.39% in 2014, inpatients in county hospitals increased from 39.49% to 55.92%, simultaneously. The total expenditure in county hospitals rose steadily from 28.46% to 46.66%, meanwhile, the total expenditure in tertiary hospitals fell from 60.44% to 44.51%.The average out-of-pocket costs of rural inpatients remained stable over the years. Furthermore, the compensation fund of NCMS inpatients grew significantly. The actual inpatient reimbursement rate at township health centers increased from 76.93% to 84.04%. Meanwhile, the rate at county hospitals and tertiary hospitals increased slightly from 59.37% and 46.10% to 61.25% and 47.71%, respectively.
CONCLUSIONSWith the improvement of the reimbursement ability, especially after the new health care reform in 2009, the NCMS have been playing a prominent role in alleviating the economic burden of farmers' medical treatment. Meanwhile, more patients go to primary hospitals than tertiary hospitals, and the capability of primary hospitals has been greatly improved.
China ; Female ; Health Expenditures ; statistics & numerical data ; Hospitalization ; statistics & numerical data ; Humans ; Inpatients ; statistics & numerical data ; Insurance, Health ; economics ; Male ; Rural Population

Result Analysis
Print
Save
E-mail