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Efficiency in COVID-19 inpatient care: findings from public hospitals in Iran. COVID-19住院治疗效率:来自伊朗公立医院的调查结果
IF 3.3 3区 经济学 Q1 ECONOMICS Pub Date : 2025-11-24 DOI: 10.1186/s13561-025-00696-7
Rajabali Daroudi, Behzad Raei, Reza Goudarzi, Soheila Damiri, Hossein Ranjbaran, Zahra Shahali

Background: Improving efficiency is one of the high-potential options for expanding fiscal space for health. During the pandemic, as health systems' financial challenges intensify, the importance of utilizing resources efficiently also increases. Therefore, this study was conducted to estimate the efficiency of Iran's public hospitals in treating COVID-19 inpatient cases.

Methods: This descriptive-analytical study was based on administrative claims data from the Iran Health Insurance Organization and included 439,327 COVID-19 inpatient cases across 493 public hospitals in 2021. Epidemic waves were first identified using time-series data on daily admissions, and each patient was assigned to the corresponding wave. A logistic regression model was then fitted to estimate the probability of death based on age, sex, ICU admission, and epidemic wave. From this, a risk-adjusted survival variable (RA_surv) was calculated at the individual level and subsequently aggregated at the hospital level. Hospital efficiency was assessed using input-oriented data envelopment analysis (DEA) under variable returns to scale, with total inpatient billed charges for COVID-19 as the input and RA_surv as the output. Finally, to account for structural and contextual differences, DEA efficiency scores were adjusted using a fractional logit regression model that incorporated teaching status, specialty type, hospital size, and province fixed effects.

Results: The mean of per-patient charge for COVID-19 treatment was estimated at USD 236.46 (SD = 234.48; median = 185.73), and the mean daily hospital charge was USD 46.34 (SD = 26.41; median = 41.62). These figures varied considerably across provinces, with the highest per-patient charge observed in Tehran (USD 364.98) and the lowest in South Khorasan (USD 171.37). Overall hospital efficiency scores before contextual factors adjustment ranged from 0.083 to 1.00. After adjustment, the national mean remained 0.49, although the distribution and ranking of hospitals shifted. A strong positive correlation was found between non-adjusted and adjusted efficiency scores (Spearman's rho = 0.707, p < 0.001).

Conclusion: This study indicated significant variation in hospital charges in COVID-19 inpatient bills in Iran's public hospitals, and there was a relatively significant potential to save resources during the financial difficulties of Iran's health system during the pandemic. Adopting appropriate strategies to reduce variation in clinical practice, for example, promoting the use of clinical guidelines, can significantly help reduce variation in hospital charges and subsequently improve the system's efficiency.

背景:提高效率是扩大卫生财政空间的高潜力选择之一。在大流行期间,随着卫生系统面临的财政挑战加剧,有效利用资源的重要性也在增加。因此,本研究旨在评估伊朗公立医院治疗COVID-19住院病例的效率。方法:本描述性分析研究基于伊朗健康保险组织的行政索赔数据,包括2021年493家公立医院的439,327例COVID-19住院病例。首先利用每日入院的时间序列数据确定流行波,并将每位患者分配到相应的流行波。然后拟合逻辑回归模型,估计基于年龄、性别、ICU入院情况和流行波的死亡概率。由此,在个体水平上计算风险调整生存变量(RA_surv),随后在医院水平上进行汇总。以COVID-19住院总费用为输入,RA_surv为输出,采用可变规模回报下的投入导向数据包络分析(DEA)对医院效率进行评估。最后,为了解释结构和背景差异,采用分数logit回归模型调整DEA效率得分,该模型考虑了教学状况、专科类型、医院规模和省固定效应。结果:2019冠状病毒病治疗的人均费用为236.46美元(SD = 234.48,中位数= 185.73),日均住院费用为46.34美元(SD = 26.41,中位数= 41.62)。这些数据在各省之间差异很大,德黑兰的每名患者收费最高(364.98美元),南呼罗珊最低(171.37美元)。背景因素调整前的医院效率总分在0.083 ~ 1.00之间。调整后,尽管医院的分布和排名发生了变化,但全国平均水平仍为0.49。结论:本研究表明,伊朗公立医院COVID-19住院费用存在显著差异,在疫情期间伊朗卫生系统财政困难的情况下,节约资源的潜力相对较大。采取适当的策略来减少临床实践中的变化,例如,促进临床指南的使用,可以显著帮助减少医院收费的变化,从而提高系统的效率。
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引用次数: 0
Does price disclosure promote competition in private MRI markets? A difference-in-differences analysis. 价格披露是否促进了私人MRI市场的竞争?差异中的差异分析。
IF 3.3 3区 经济学 Q1 ECONOMICS Pub Date : 2025-11-22 DOI: 10.1186/s13561-025-00691-y
Riina Hiltunen
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引用次数: 0
Efficiency of health systems in developing countries: the case of West African countries. 发展中国家卫生系统效率:以西非国家为例。
IF 3.3 3区 经济学 Q1 ECONOMICS Pub Date : 2025-11-22 DOI: 10.1186/s13561-025-00695-8
Kossivi Akoetey, Anne Viallefont
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引用次数: 0
An econometric examination of vaccine hesitancy among residents and their dependents in urban Ghana. 加纳城市居民及其家属疫苗犹豫的计量经济学检验。
IF 3.3 3区 经济学 Q1 ECONOMICS Pub Date : 2025-11-19 DOI: 10.1186/s13561-025-00688-7
Rexford Kweku Asiama

Purpose: Vaccine hesitancy among the population raises concern for health policymakers because it threatens the attainment of herd immunity, which is necessary to keep the society healthy and manage public health spending. However, a problem arises when there is hesitancy by economic agents and their dependents, even when the resource is freely available. This policy problem is analyzed in the context of Ghana's major urban area, Accra, where a cross-section of urban parents are surveyed regarding vaccine hesitancy and whether it extends to their children, with special reference to the COVID-19 vaccine.

Methodology: Data on preferences of residents regarding the choice for their dependents to receive the vaccine gathered in 2022. The data was obtained through a cross-sectional online survey of 2000 urban parents in Accra, Ghana. The paper estimates logit and probit regression models and their associated marginal effects to examine the willingness of respondents to allow their children to take the vaccine and the extent of influence of attitudinal and demographic characteristics of respondents.

Findings: The results first show that urban respondents who had tested for COVID-19, taken the vaccine and were willing to pay for the COVID-19 vaccine are more likely to allow their children to take the vaccine. More so, urban respondents concerned about age group vulnerability of their children, not suffering permanently health conditions, and being infected by others are also more likely to allow their children to take the COVID-19 vaccine.

Practical implications: Based on the findings, this paper recommends to policymakers to strengthen education efforts, with special encouragement for parents to get their children vaccinated. Vaccines are meant to provide immunity to the populace and its hesitancy among the population sets back the public health objective of achieving herd immunity and building a robust pharmaceutical industry while increasing the risk of poor public services and higher public health spending.

Originality/value: This paper offers a novel lens on the sustainability of public health expenditure by examining vaccine hesitancy during a pandemic that caught populations unprepared and distrustful. Using evidence from urban Ghana, it shows how reluctance to accept free vaccines reveals the hidden social costs and governance gaps in public health delivery-an overlooked dimension in discussions of health financing in developing countries.

目的:人群中的疫苗犹豫引起了卫生决策者的关注,因为它威胁到群体免疫的实现,而群体免疫是保持社会健康和管理公共卫生支出所必需的。然而,当经济代理人及其家属犹豫不决时,即使资源是免费提供的,也会产生问题。本文以加纳主要城市阿克拉为背景,对这一政策问题进行了分析,调查了部分城市父母对疫苗的犹豫态度,以及这种犹豫是否会影响到他们的孩子,并特别提到了COVID-19疫苗。方法:在2022年收集居民对其家属选择接种疫苗的偏好数据。这些数据是通过对加纳阿克拉2000名城市父母的横断面在线调查获得的。本文估计了logit和probit回归模型及其相关的边际效应,以检验受访者允许其子女接种疫苗的意愿以及受访者的态度和人口特征的影响程度。研究结果:研究结果首先表明,接受过COVID-19检测、接种过疫苗并愿意支付COVID-19疫苗费用的城市受访者更有可能让他们的孩子接种疫苗。更重要的是,城市受访者担心其子女的年龄组脆弱性、没有永久性健康问题以及被他人感染,也更有可能允许其子女接种COVID-19疫苗。现实意义:基于研究结果,本文建议政策制定者加强教育工作,特别鼓励父母为孩子接种疫苗。疫苗的目的是为民众提供免疫力,但在人群中犹豫不决,阻碍了实现群体免疫和建立强大制药业的公共卫生目标,同时增加了公共服务质量差和公共卫生支出增加的风险。原创性/价值:这篇论文通过审查在一场让民众措手不及和不信任的大流行期间对疫苗的犹豫,为公共卫生支出的可持续性提供了一个新的视角。报告利用来自加纳城市的证据表明,人们不愿接受免费疫苗暴露了公共卫生服务中隐藏的社会成本和治理差距——这是发展中国家卫生筹资讨论中被忽视的一个方面。
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引用次数: 0
Estimating the direct medical cost of illness of COVID-19 hospitalisations in Kuwait: efficiency trade-offs from real-world data analysis. 估计科威特COVID-19住院疾病的直接医疗成本:来自现实世界数据分析的效率权衡。
IF 3.3 3区 经济学 Q1 ECONOMICS Pub Date : 2025-11-19 DOI: 10.1186/s13561-025-00694-9
Mohammad Almari, Anna Vassall, Stephen O'Neill, Zia Sadique

Background: COVID - 19 has had a profound impact on the economy, health systems within countries, and individuals around the world. To provide insight that may enhance the preparedness for future pandemics, a comprehensive cost assessment is vital. This study aims to estimate the direct cost of illness (CoI), as well as the national burden of treating hospitalised COVID-19 patients.

Methods: This study is prevalence-based retrospective study containing all patients admitted to a single designated hospital in Kuwait for the treatment of COVID-19. Micro (bottom-up) and macro (top-down) costing methods were used to evaluate direct medical CoI from a hospital perspective. Cost components were grouped as consumables, equipment, and human resources, and sensitivity analysis was used to account for uncertainty of inputs. The cost per admission was reported in local currency and international dollars (PPP$).

Results: Data on 7569 patients was analysed, 52.8% of whom were male, 69.2% were above 41 years, 22% had previously vaccinated for COVID-19, 22% were admitted to the ICU, and 18% had ≥ 3 pre-existing comorbidities. The mean CoI per admission was 12,063 PPP$, with overheads accounting for 45% of this figure, while consumables, human resources, and equipment accounted for 30%, 19%, and 7%, respectively. The sensitivity analysis demonstrated that overall cost uncertainty was primarily driven by variations in human resource costs rather than by uncertainties related to personal protective equipment (PPE) or ventilator use.

Conclusion: The substantial economic impact of COVID-19 on Kuwait's healthcare system has emphasised the significant role human resource costs has on overall expenditure. These findings provide valuable insights for future pandemic preparedness.

背景:2019冠状病毒病对世界各国的经济、卫生系统和个人产生了深远影响。为了提供可能加强对未来流行病的防范的见解,全面的成本评估至关重要。本研究旨在估计疾病的直接成本(CoI),以及治疗COVID-19住院患者的国家负担。方法:本研究是一项基于流行病学的回顾性研究,纳入了在科威特一家指定医院接受COVID-19治疗的所有患者。采用微观(自下而上)和宏观(自上而下)的成本计算方法从医院的角度评估直接医疗CoI。成本组成部分分为消耗品、设备和人力资源,并使用敏感性分析来解释投入的不确定性。每次入院费用以当地货币和国际美元(PPP$)报告。结果:共分析了7569例患者的数据,其中男性占52.8%,年龄在41岁以上的占69.2%,22%曾接种过COVID-19疫苗,22%曾住过ICU, 18%既往存在3种以上合并症。每次入场的平均CoI为12063 PPP$,其中管理费用占45%,而消耗品、人力资源和设备分别占30%、19%和7%。敏感性分析表明,总体成本不确定性主要由人力资源成本的变化驱动,而不是由个人防护装备或呼吸机使用相关的不确定性驱动。结论:COVID-19对科威特医疗保健系统的重大经济影响强调了人力资源成本在总体支出中的重要作用。这些发现为今后的大流行防范提供了宝贵的见解。
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引用次数: 0
Determinants of medical borrowing and associated inequalities in the Kingdom of Saudi Arabia: evidence from the Global Findex survey. 沙特阿拉伯王国医疗借贷和相关不平等的决定因素:来自全球Findex调查的证据。
IF 3.3 3区 经济学 Q1 ECONOMICS Pub Date : 2025-11-18 DOI: 10.1186/s13561-025-00693-w
Mohammed Khaled Al-Hanawi

Background: While out-of-pocket health expenses continue to rise, households' coping strategies remain largely unexplored. When individuals and families rely on unsustainable mechanisms such as borrowing, they may face heightened financial vulnerability, which can be particularly severe among certain socio-economic groups. This study examined the determinants of medical borrowing and the associated inequalities in Saudi Arabia.

Methods: Nationally representative data from the 2021 World Bank Global Financial Inclusion (Global Findex) database were analysed. Descriptive statistics summarized respondents' characteristics, and Chi-squared tests assessed bivariate associations between socio-economic factors and medical borrowing. Multivariate logistic regression models were then estimated to identify independent determinants of medical borrowing. Socioeconomic inequalities were further evaluated using concentration curves and concentration indices.

Results: Approximately 16.3% of the 1019 respondents from the KSA reported borrowing money for medical purposes within the preceding 12 months. Medical borrowing was less common among higher-income and more educated individuals [Model 3 odds ratio = 0.561; 95% confidence interval: 0.391-0.807; p < 0.01). Borrowing incidence was slightly lower for males than for females. Across all models, government employees showed consistently higher odds of borrowing for medical expenses. Inequality analysis showed a negative education-based concentration index (-0.117, p ˂ 0.01), indicating that medical borrowing was disproportionately concentrated among individuals with lower educational attainment.

Conclusion: Socio-economic inequalities in borrowing for medical purposes exist in Saudi Arabia, highlighting the need to curb distress financing, particularly among lower-income groups, less-educated individuals, and public sector employees. These findings underscore the importance of expanding equitable insurance coverage and reducing reliance on out-of-pocket spending. Strengthening public healthcare quality and aligning reforms with Vision 2030 goals will be critical to curbing medical indebtedness and enhancing financial protection for all in Saudi Arabia.

背景:虽然自付医疗费用继续上升,但家庭的应对策略在很大程度上仍未得到探索。当个人和家庭依赖借款等不可持续的机制时,他们可能面临更大的财务脆弱性,这在某些社会经济群体中可能特别严重。本研究考察了沙特阿拉伯医疗借贷的决定因素和相关的不平等现象。方法:分析2021年世界银行全球金融包容性(Global Findex)数据库中具有国家代表性的数据。描述性统计总结了受访者的特征,卡方检验评估了社会经济因素与医疗借贷之间的双变量关联。然后估计多元逻辑回归模型以确定医疗借贷的独立决定因素。利用浓度曲线和浓度指数进一步评价社会经济不平等。结果:来自KSA的1019名受访者中约有16.3%报告在过去12个月内为医疗目的借款。医疗借贷在高收入和受教育程度较高的个体中较少出现[模型3优势比= 0.561;95%置信区间:0.391-0.807;p结论:沙特阿拉伯存在医疗借款方面的社会经济不平等,突出表明需要遏制紧急融资,特别是低收入群体、受教育程度较低的个人和公共部门雇员。这些发现强调了扩大公平保险覆盖面和减少对自付费用依赖的重要性。加强公共医疗质量并使改革与2030年愿景目标保持一致,对于遏制医疗债务和加强对沙特阿拉伯所有人的财务保护至关重要。
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引用次数: 0
The bill of aging: fiscal projections of demographic changes on South Korea's national health insurance, 2023-2042. 老龄化账单:2023-2042年韩国国民健康保险人口变化的财政预测。
IF 3.3 3区 经济学 Q1 ECONOMICS Pub Date : 2025-11-17 DOI: 10.1186/s13561-025-00690-z
Younhee Kim, Kyung-Sook Woo
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引用次数: 0
Subnational life expectancy disparities in low and middle-income countries: measurement and determinants. 低收入和中等收入国家的次国家预期寿命差距:衡量和决定因素。
IF 3.3 3区 经济学 Q1 ECONOMICS Pub Date : 2025-11-13 DOI: 10.1186/s13561-025-00676-x
Andreas Kyriacou, Ronald Miranda-Lescano, Leonel Muinelo-Gallo, Oriol Roca-Sagales

Background: Relatively little is known about subnational life expectancy disparities in low and middle-income countries (LMICs). We construct indicators of subnational disparities in life expectancy, offering critical insights into health inequalities within countries. Moreover, we investigate the factors that account for cross-country and over-time variations in subnational life expectancy in less developed countries.

Methods: We measure subnational disparities in life expectancy within a country by way of a population-weighted coefficient of variation indicator. Our sample covers 101 LMICs during the period 2000-2021 and we consider overall, male and female health disparities. We employ regression analysis to identify important drivers of subnational disparities in life expectancy and focus on the role of subnational disparities in income and education.

Results: The findings reveal that subnational disparities in life expectancy are markedly higher in Sub-Saharan Africa compared to other LMIC world regions. Moreover, while subnational disparities in life expectancy have decreased in most regions, Sub-Saharan Africa stands out as an exception, with persistently high disparities alongside rising average life expectancy. A gender-specific analysis highlights that, while women generally live longer than men, subnational disparities are greater for women. Regression analysis identifies a range of factors influencing life expectancy disparities. Variables such as good governance and public health spending help reduce subnational disparities, while decentralization, country size, geographic diversity and ethnic fractionalization tend to increase them. Subnational disparities in income and education emerge as the most significant drivers, with disparities in female education playing a particularly critical role.

Conclusions: Subnational life expectancy disparities in some LMICs, especially in Sub-Saharan Africa, are high and persistent. Reducing subnational disparities in female education emerges as a key strategy.

背景:对于低收入和中等收入国家(LMICs)的次国家预期寿命差异了解相对较少。我们构建了次国家预期寿命差异的指标,为各国内部的健康不平等提供了重要见解。此外,我们还调查了导致欠发达国家次国家预期寿命跨国家和随时间变化的因素。方法:我们通过人口加权变异系数指标来衡量一个国家内预期寿命的次国家差异。我们的样本涵盖了2000年至2021年期间的101个中低收入国家,我们考虑了男性和女性的总体健康差距。我们采用回归分析来确定地方预期寿命差异的重要驱动因素,并关注地方收入和教育差异的作用。结果:研究结果显示,与其他中低收入国家相比,撒哈拉以南非洲地区的次国家预期寿命差距明显更大。此外,虽然大多数地区的次国家预期寿命差距已经缩小,但撒哈拉以南非洲地区是一个例外,在平均预期寿命不断上升的同时,差距仍然很大。一项针对性别的分析强调,虽然妇女的寿命一般比男子长,但妇女的国家以下差距更大。回归分析确定了影响预期寿命差异的一系列因素。善治和公共卫生支出等变量有助于缩小地方差距,而权力下放、国家规模、地理多样性和种族分块化往往会扩大这种差距。国家以下收入和教育差距是最重要的驱动因素,其中女性教育差距发挥着尤为关键的作用。结论:在一些中低收入国家,特别是撒哈拉以南非洲地区,地方预期寿命差距很大且持续存在。缩小国家以下地区在女性教育方面的差距成为一项关键战略。
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引用次数: 0
Economic and demographic influences on health expenditures: robust approaches for income and aging effects. 经济和人口对卫生支出的影响:对收入和老龄化影响的有力方法。
IF 3.3 3区 经济学 Q1 ECONOMICS Pub Date : 2025-11-06 DOI: 10.1186/s13561-025-00631-w
Canser Boz, Fatma Sevinç Kurnaz

Background: Health expenditure is influenced by complex interactions between economic, demographic, social factors, with significant variations across countries. This study aims to investigate the determinants of health expenditures employing robust regression methods offering a more flexible and reliable approach to dealing with outliers and high data variation.

Methods: This study employs robust regression methods, Weighted Least Squares (WLS) and MM-estimator regression, to examine the determinants of health expenditures. The analyses were conducted using data from 179 countries for the year 2021 with the R Studio.

Results: The findings indicate that income and ageing are significant determinants of health expenditures, and sixteen outliers were identified. In contrast, education level, public health expenditure, disease patterns showed no significant effect.

Conclusion: This study fills gap in the literature by using robust regression methods to account for outliers and provides new insights into the role of economic and demographic factors in health expenditures.

背景:卫生支出受到经济、人口和社会因素之间复杂相互作用的影响,各国之间存在显著差异。本研究旨在利用稳健回归方法研究卫生支出的决定因素,为处理异常值和高数据变化提供更灵活和可靠的方法。方法:本研究采用稳健回归方法加权最小二乘(WLS)和mm估计回归来检验卫生支出的决定因素。这项分析是由R Studio使用来自179个国家的2021年数据进行的。结果:研究结果表明,收入和老龄化是卫生支出的重要决定因素,并确定了16个异常值。相比之下,受教育程度、公共卫生支出、疾病类型无显著影响。结论:本研究通过使用稳健回归方法来解释异常值,填补了文献中的空白,并为经济和人口因素在卫生支出中的作用提供了新的见解。
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引用次数: 0
The impacts of the diagnosis-related group payment reform on hospitalization-related medical expenses: evidence from China. 与诊断相关的团体支付改革对住院相关医疗费用的影响:来自中国的证据
IF 3.3 3区 经济学 Q1 ECONOMICS Pub Date : 2025-11-04 DOI: 10.1186/s13561-025-00687-8
Lele Li, Wei Yang, Xiaozhe Tang, Siyu Zeng, Xiaofei Liu, Siping Dong

Background: Diagnosis-related group (DRG) payment methods are increasingly being used to decrease the costs of healthcare worldwide. However, the effectiveness of cost controls varies from region to region. This study aimed to analyze the impacts of DRG payments on medical costs in China and provide theoretical support for the promotion of DRG payments in other countries.

Methods: Patients from City Wuxi in China was selected, which underwent a reform from fee-for-service (FFS) payment to DRG payment during the study period. Ordinary least regression analysis (OLS) and propensity-score-matching (PSM) were used to analyze the effects of DRG, Causal Forest (CF) of machine learning algorithm was used to analyze the underlying reasons for the results.

Results: The OLS model revealed that personal total medical costs decreased by 28.3% after the DRG reform and the total personal out-of-pocket payment (OPP) decreased by 21.3% after the DRG reform, but the personal out-of-pocket ratio increased by 15% after the DRG reform. The PSM-OLS model regression and the DRG reform results indicated decreases of 29.4% and 24.2% in personal total cost and OPP costs, respectively. The proportion of OPP costs increased by 9%. The causal forest model suggested that age and the number of surgeries played a significant role in the impact of DRG reform on patients' medical burden (total medical expenses, OPP costs, and OPP Ratio). Results indicate that the impacts of the DRG reform was associated with a 27% reduction in patients' medical burden (SE = 0.007), a 19.4% reduction in out-of-pocket expenses (SE = 0.012), and a 1.4% increase in utilization costs (SE = 0.002).

Conclusions: DRG payment can control the growth of medical expenses and ease the burden on the medical insurance fund. However, the current rules may increase the OPP ratio and the economic burden on patients. A regulatory model in line with China's national conditions still must be explored.

背景:诊断相关组(DRG)支付方式越来越多地被用于降低全球医疗保健成本。然而,成本控制的有效性因地区而异。本研究旨在分析DRG支付对中国医疗费用的影响,为其他国家推广DRG支付提供理论支持。方法:选取中国无锡市在研究期间从按服务收费(FFS)改为按DRG支付的患者。使用普通最小回归分析(OLS)和倾向得分匹配(PSM)分析DRG的效果,使用机器学习算法的因果森林(CF)分析结果的潜在原因。结果:OLS模型显示,DRG改革后个人总医疗费用下降了28.3%,个人自付费用总额(OPP)下降了21.3%,但个人自付比率上升了15%。PSM-OLS模型回归和DRG改革结果显示,个人总成本和OPP成本分别下降29.4%和24.2%。OPP成本占比增加9%。因果森林模型表明,年龄和手术次数在DRG改革对患者医疗负担(医疗总费用、OPP费用和OPP比率)的影响中发挥了显著作用。结果表明,DRG改革的影响与患者医疗负担减少27% (SE = 0.007),自付费用减少19.4% (SE = 0.012)和利用成本增加1.4% (SE = 0.002)相关。结论:DRG支付可以控制医疗费用增长,减轻医保基金负担。然而,现行规则可能会增加OPP比率和患者的经济负担。符合中国国情的监管模式仍有待探索。
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引用次数: 0
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