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Selecting risk adjusters with penalized regression and expert judgment: evidence from Colombia. 采用惩罚回归和专家判断选择风险调整者:来自哥伦比亚的证据。
IF 3.3 3区 经济学 Q1 ECONOMICS Pub Date : 2025-12-13 DOI: 10.1186/s13561-025-00689-6
Camilo Arias

Risk adjustment formulas are essential in health insurance markets, as they mitigate risk selection incentives by aligning revenues with expected healthcare expenses based on enrollee characteristics. However, current formulas can underpredict spending for certain groups, leading to under-compensation for insurers and potentially affecting fairness, quality, and access to care. Many countries are exploring the addition of new variables to improve accuracy, but this can also weaken incentives for cost control. This paper illustrates a methodology approach to risk adjuster selection by using a penalized regression framework that explicitly incorporates the potential downsides of including specific variables. Drawing on a large dataset of over 10 million Colombian health insurance enrollees, we combine statistical estimation with expert assessment of each variable's susceptibility to gaming to construct a specification that limits gaming and maintains predictive accuracy.

风险调整公式在健康保险市场中是必不可少的,因为它们通过将收入与基于注册者特征的预期医疗费用相一致来减轻风险选择激励。然而,目前的公式可能会低估某些群体的支出,导致保险公司的补偿不足,并可能影响公平性、质量和获得医疗服务的机会。许多国家正在探索增加新的变量以提高准确性,但这也可能削弱成本控制的动力。本文通过使用惩罚回归框架来说明风险调整者选择的方法学方法,该框架明确地结合了包括特定变量的潜在缺点。利用超过1000万哥伦比亚健康保险注册者的大型数据集,我们将统计估计与每个变量对游戏敏感性的专家评估结合起来,构建了一个限制游戏并保持预测准确性的规范。
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引用次数: 0
Burden or benefit? Unveiling the impact of out-of-pocket health expenditures in Somalia's healthcare system. 负担还是利益?揭示自付医疗支出对索马里医疗系统的影响。
IF 3.3 3区 经济学 Q1 ECONOMICS Pub Date : 2025-12-12 DOI: 10.1186/s13561-025-00703-x
Khalid Mohamed Mohamud, Said Yusuf Warei, Ali Hajji Adam Abubakr
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引用次数: 0
The economic impact of retinal diseases for which gene therapy is emerging: a systematic literature review. 基因治疗正在兴起的视网膜疾病的经济影响:系统的文献综述。
IF 3.3 3区 经济学 Q1 ECONOMICS Pub Date : 2025-12-07 DOI: 10.1186/s13561-025-00707-7
Claire Willmington, Ann Kirby, Aileen Murphy
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引用次数: 0
Beyond seed funding: why Nigerian digital health startups struggle to grow. 除了种子融资:尼日利亚数字医疗创业公司为何难以成长。
IF 3.3 3区 经济学 Q1 ECONOMICS Pub Date : 2025-12-05 DOI: 10.1186/s13561-025-00708-6
Ubalaeze Solomon Elechi, Chibuzo Okechukwu Onah, Mohamed Albert Tarawallie, Ironuru Ifeanyi

Nigeria's growing digital health startup ecosystem has a lot of potential to fill in gaps in healthcare delivery, but many of these businesses fail to get off the ground after getting initial funding. This narrative review examines funding patterns from 2019 to 2025 and investigates why seed-stage investment often fails to translate into scaled impact. Investment reports, case studies of prominent Nigerian health-tech startups, and comparative insights from peer markets were synthesized. The analysis finds that despite a surge of seed funding and a record venture capital peak in 2021, few Nigerian digital health startups convert initial success into sustainable growth. Constraining factors include regulatory hurdles, infrastructural deficiencies, market trust barriers, talent gaps, and systemic health-sector limitations, challenges that mere capital infusion cannot overcome. Case narratives (e.g., Helium Health's regional expansion and 54gene's post-pandemic collapse) illustrate these dynamics. Key mechanisms to bridge the "post-seed" gap are discussed, ranging from strategic public-private partnerships to specialized follow-on funds, with lessons drawn from ecosystems like Kenya and India. Strengthening support beyond seed stages and addressing non-financial frictions will be crucial for Nigerian health-tech innovators to realize their full scale-up potential.

尼日利亚不断增长的数字医疗创业生态系统有很大的潜力来填补医疗保健服务的空白,但其中许多企业在获得初始资金后未能起步。本文考察了2019年至2025年的融资模式,并调查了种子期投资往往无法转化为规模影响的原因。综合了投资报告、尼日利亚著名医疗技术初创企业的案例研究以及来自同行市场的比较见解。分析发现,尽管种子资金激增,风险资本在2021年达到创纪录的峰值,但很少有尼日利亚数字健康初创公司将最初的成功转化为可持续增长。制约因素包括监管障碍、基础设施缺陷、市场信任障碍、人才缺口和系统性卫生部门限制,这些挑战仅靠资本注入是无法克服的。案例叙述(例如,Helium Health的区域扩张和54gene的大流行后崩溃)说明了这些动态。讨论了弥合“种子期后”差距的关键机制,从战略公私伙伴关系到专门的后续基金,并借鉴了肯尼亚和印度等生态系统的经验教训。加强种子阶段之后的支持和解决非金融摩擦对于尼日利亚卫生技术创新者充分发挥其扩大规模的潜力至关重要。
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引用次数: 0
Physician agency in China: evidence from physicians' responses to financial pressure during the COVID-19 pandemic. 中国医生代理:来自2019冠状病毒病大流行期间医生应对资金压力的证据
IF 3.3 3区 经济学 Q1 ECONOMICS Pub Date : 2025-11-27 DOI: 10.1186/s13561-025-00692-x
Qi Zhang

This paper examines how rural primary care physicians in China adjusted their practice patterns to pandemic-related financial pressures under a capitated global-budget model. Using township-hospital data, we find increased prescribing of Traditional Chinese Medicine (TCM) decoction pieces, with effects concentrated among habitual prescribers rather than converting occasional users into regular prescribers. Physicians also reduced both the number of drugs prescribed and the volume of services provided to cost-sharing outpatients, producing a 5% decline in average insurance payments per outpatient visit and potentially generating a greater surplus within the global-budget pool. By contrast, we observe no significant changes for self-paying outpatients, suggesting limited scope for physician-induced demand. These results underscore the role of physician agency in healthcare provision and highlight the importance of aligning financial incentives with policy goals. While drug reforms and managed-care models have contained expenditures, challenges remain in achieving adequate coverage for rural residents.

本文研究了中国农村初级保健医生如何在资本化全球预算模型下调整其实践模式以适应与大流行相关的财务压力。利用乡镇医院的数据,我们发现中药饮片的处方增加了,效果集中在习惯性处方者身上,而不是将偶尔的使用者转化为定期处方者。医生们还减少了处方药物的数量和为费用分摊的门诊病人提供的服务数量,使每次门诊就诊的平均保险支付下降了5%,并可能在全球预算池中产生更大的盈余。相比之下,我们观察到自费门诊患者没有显著变化,表明医生诱导需求的范围有限。这些结果强调了医生代理在医疗保健服务中的作用,并强调了将财政激励与政策目标相结合的重要性。虽然药品改革和管理式医疗模式控制了支出,但在实现农村居民的充分覆盖方面仍然存在挑战。
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引用次数: 0
Overview of the Japanese Rapid Introduction Premium as a drug pricing framework to enhance patient access to innovative drugs. 概述日本快速引进保费作为药物定价框架,以提高患者获得创新药物。
IF 3.3 3区 经济学 Q1 ECONOMICS Pub Date : 2025-11-27 DOI: 10.1186/s13561-025-00705-9
Kento Takamura, Gai Jinnai, Yuki Niwa, Masuo Kondoh

The pricing of new drugs plays a critical role in patient access by influencing where and when pharmaceutical companies choose to launch their products. The United States (US) operates a predominantly market-based pricing system, in which pharmaceutical companies set and manage drug prices under private health insurance. In contrast, Japan has a government-regulated drug pricing system under its National Health Insurance (NHI). On average, drug prices in the US are 3.2 times higher than those in Japan. The US system facilitates faster patient access to new drugs through rapid market entry, whereas market entry in Japan has often been delayed. To address this issue, the Japanese government introduced the Rapid Introduction Premium in April 2024, aiming to promote earlier launches of new drugs by narrowing the price gap with higher-priced markets such as the US. In this review, we provide an overview of the new drug pricing framework associated with the Rapid Introduction Premium.

新药的定价通过影响制药公司选择在何时何地推出其产品,在患者获取方面发挥着关键作用。美国实行一种主要以市场为基础的定价制度,在这种制度下,制药公司根据私人健康保险制定和管理药品价格。相比之下,日本在其国民健康保险(NHI)下有一个政府监管的药品定价体系。平均而言,美国的药品价格是日本的3.2倍。美国的制度通过快速进入市场促进患者更快地获得新药,而日本的市场进入经常被推迟。为了解决这一问题,日本政府于2024年4月推出了快速推出保费,旨在通过缩小与美国等价格较高的市场的价格差距,促进新药早日上市。在这篇综述中,我们概述了与快速引入保费相关的新药定价框架。
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引用次数: 0
Horizon scanning and drug expenditure for rare diseases: three-year predictive model in Italy 2025-2027. 水平扫描与罕见病药物支出:意大利2025-2027年三年预测模型
IF 3.3 3区 经济学 Q1 ECONOMICS Pub Date : 2025-11-26 DOI: 10.1186/s13561-025-00699-4
Andrea Marcellusi, Daniela Cazzato, Giulio Guarnotta, Andrea Aiello, Marzia Bonfanti, Rossella Bitonti, Melissa Guardigni, Chiara Lucchetti, Fulvio Luccini, Pier Luigi Canonico, Claudio Jommi

Background and objective: In recent years, spending on orphan drugs in Italy has seen a significant rise. The analysis aims to estimate future spending for medicines for rare diseases (RDs) in Italy.

Methods: A forecasting model was developed over a three-year time frame. New drugs were selected according to specific criteria, using Biomedtracker and clinical trial databases. For each therapeutic indication, comparators were identified to estimate the average cost per patient. Overall expenditure was projected by applying prevalence data to the eligible population, and considering expected drug uptake trends over the study period. Additionally, a deterministic sensitivity analysis was performed to assess the influence of price fluctuations on total pharmaceutical spending.

Results: Overall, a total of 137 pipeline drugs for RDs were identified, covering 74 indications. The model estimated a total spending on RD treatments equal to €2.08 billion in 2024, corresponding to an average cost of €24,777 per patient. The projection indicates an increase by 1.9% in 2025, 4.0% in 2026, and 7.1% in 2027 compared to 2024. Focusing on orphan designation drugs (n = 115), the 2024 expenditure was estimated at €1.93 billion, with an average patient cost of €22,984. The introduction of new orphan drugs is expected to drive further increases in spending by 1.1% in 2025, 2.2% in 2026, and 3.7% in 2027.

Conclusions: The results underscore the growing financial impact of orphan drugs on Italy's healthcare budget. This analysis offers a quantitative projection of the resources required to ensure continued access to innovative therapies for RDs.

背景和目的:近年来,意大利在孤儿药上的支出显著增加。该分析旨在估计意大利未来用于罕见病(rd)药物的支出。方法:建立了一个为期三年的预测模型。根据特定的标准选择新药,使用生物追踪器和临床试验数据库。对于每个治疗指征,确定比较者以估计每位患者的平均费用。通过将流行率数据应用于符合条件的人群并考虑研究期间预期的药物摄取趋势来预测总支出。此外,进行确定性敏感性分析,以评估价格波动对药品总支出的影响。结果:总体而言,共确定了137种用于rd的管道药物,涵盖74种适应症。该模型估计,到2024年,研发治疗的总支出将达到20.8亿欧元,相当于每位患者的平均成本为24777欧元。该预测显示,与2024年相比,2025年增长1.9%,2026年增长4.0%,2027年增长7.1%。专注于孤儿指定药物(n = 115), 2024年的支出估计为19.3亿欧元,平均患者成本为22,984欧元。预计新的孤儿药的推出将进一步推动支出在2025年增长1.1%,2026年增长2.2%,2027年增长3.7%。结论:研究结果强调了孤儿药对意大利医疗保健预算日益增长的财政影响。这一分析提供了确保持续获得针对rd的创新疗法所需资源的定量预测。
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引用次数: 0
Payment compliance of informal sector workers in Indonesia National Health Insurance: a study on ability and willingness to pay. 印度尼西亚国民健康保险中非正规部门工人的支付合规:支付能力和意愿的研究。
IF 3.3 3区 经济学 Q1 ECONOMICS Pub Date : 2025-11-26 DOI: 10.1186/s13561-025-00702-y
Muhammad Syamsu Hidayat, Yudistira Hendra Permana, Diah Ayu Puspandari, Dedy Revelino Siregar, Hermawati Setyaningsih, Vini Aristianti, Wan Aisyah Baros, Zafria Atsna, Findri Fadlika, Azizah Boenjamin

Background: Currently, the Indonesian National Health Insurance (NHI) covers over 90% of the population. However, around 18% of the enrolees are inactive, failing to pay premiums regularly, with proportions varying across membership types. This situation could impede access to health services and influence overall enrolees' health. This study seeks to assess the ability and willingness to pay, and to identify the factors influencing them among informal workers in relation to compliance and commitment to NHI premium payments.

Methods: This nation-wide survey covered fifteen districts and 4,059 respondents, examining the ability to pay and willingness to pay among informal sector workers under the NHI scheme. Willingness to pay was calculated using a bidding game, while ability to pay was calculated as 5% of disposable income, using household expenditure as a proxy for income. Logistic regression was used to explore factors influencing compliance. Variables of interest included household expenditure, membership class, regional area, payment commitment, risk aversion, and out-of-pocket expenses, while control variables comprised demographic characteristics, family medical history, healthcare utilisation, and satisfaction rate.

Results: The ability to pay the premium among enrolees was generally below the current premium level, except for active enrolees in the third class. While active enrolees expressed a willingness to pay about 10% more than the existing premium, inactive enrolees were only willing to pay about 50% of it. Compliance to pay the premium was influenced by non-food and tobacco expenditures, willingness to pay, risk aversion, catastrophic illness, healthcare utilization, size of household members, and patient satisfaction. Additional factors positively influencing compliance included food and non-food expenditures, NHI literacy, and enrolee class. CONCLUSION AND RECOMMENDATION: To enhance health care access, policy efforts must address the disparity between current premium levels and informal sector workers' financial capacity and willingness to pay. Given constrained government budgets, cross-sector collaboration is necessary to support stable incomes for these workers. Furthermore, strategies that foster risk awareness and payment commitment, through targeted outreach and improved health insurance literacy, may enhance long-term compliance and coverage.

背景:目前,印尼国民健康保险覆盖了90%以上的人口。然而,大约18%的参保人是不活跃的,他们没有定期缴纳保费,不同类型的参保人的比例各不相同。这种情况可能妨碍获得保健服务,并影响到所有登记者的健康。本研究旨在评估支付能力和意愿,并确定影响他们的因素在非正式工人中,有关遵守和承诺的国家健康保险保费支付。方法:这项全国范围内的调查涵盖了15个地区和4,059名受访者,调查了非正规部门工人在国民健康保险计划下的支付能力和支付意愿。支付意愿是通过竞价游戏来计算的,而支付能力是用可支配收入的5%来计算的,使用家庭支出作为收入的代表。采用Logistic回归探讨影响依从性的因素。感兴趣的变量包括家庭支出、会员阶层、地区、支付承诺、风险规避和自付费用,而控制变量包括人口统计学特征、家族病史、医疗保健利用和满意度。结果:除第三类积极参保者外,参保者缴费能力普遍低于现行参保水平。积极参保人表示愿意支付比现有保费高出10%左右的保费,而不积极参保人只愿意支付50%左右的保费。非食品和烟草支出、支付意愿、风险厌恶、灾难性疾病、医疗保健利用、家庭成员规模和患者满意度影响支付保费的依从性。其他积极影响依从性的因素包括食品和非食品支出、国民健康保险识字率和入学班级。结论和建议:为了提高医疗服务的可及性,政策努力必须解决当前保费水平与非正规部门工人的财政能力和支付意愿之间的差距。鉴于政府预算有限,跨部门合作是必要的,以支持这些工人的稳定收入。此外,通过有针对性的外联和改进医疗保险知识,促进风险意识和支付承诺的战略,可能会提高长期遵守情况和覆盖面。
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引用次数: 0
Increasing patient access to faecal microbiota transplantation with remote delivery: a cost analysis of outpatient versus home-based treatment. 通过远程运送增加患者获得粪便微生物群移植:门诊与家庭治疗的成本分析。
IF 3.3 3区 经济学 Q1 ECONOMICS Pub Date : 2025-11-24 DOI: 10.1186/s13561-025-00706-8
Renée Hangaard Olesen, Emma Bendix Larsen, Tone Rubak, Simon Mark Dahl Baunwall, Sara Ellegaard Paaske, Merete Gregersen, Christian Erikstrup, Katrin Olsen, Jens Frederik Dahlerup, Thea Kirkegaard Kjaer, Camilla Birch Krogh, Lars Holger Ehlers, Christian Lodberg Hvas

Background: Faecal microbiota transplantation (FMT) for recurrent Clostridioides difficile infection (CDI) is used in less than 10% of the patients in Europe who meet the indication. Encapsulated FMT allows increased use for CDI because capsules can be safely shipped to local healthcare facilities and administered orally to patients without use of e.g. colonoscopy. The aim of this study was to calculate and compare the costs of alternative ways of delivering encapsulated FMT to patients with CDI in Denmark, including outpatient treatment at a specialised FMT centre, outpatient treatment at local hospitals including remote delivery to the Faroe Islands, and home-based care.

Methods: Applying a healthcare perspective, we used an activity-based costing approach, combining data from a pragmatic clinical randomised trial with the best available literature and expert input. Only relevant costs were included. The main outcome was the average cost of delivering outpatient, encapsulated FMT treatment at an FMT centre, at a local hospital, or in the patient's home, only including additional costs related to delivery. An 8-week time horizon was applied for the analysis. Probabilistic and deterministic sensitivity analyses were applied to evaluate decision uncertainty and the robustness of the results.

Results: In a pragmatic randomised trial including 217 patients with CDI, 135 patients received FMT. Analysing relevant costs in a base case analysis, local outpatient treatment (€145) was cost-saving compared with both treatment at the FMT centre (€209) and home-based treatment (€353). These differences remained robust across sensitivity analyses, including those accounting for patients' time costs. In the Faroe Islands case, shipment to remote locations added an average cost of €54 per FMT to the cost for the local outpatient treatment.

Conclusion: Capsule-based FMT treatment has made it clinically and economically feasible to administer FMT in contextual settings outside of specialised hospitals. Our findings highlight the importance of local hospital-based treatment for increasing patient access to FMT, the ability to ship FMT to remote locations lacking a FMT centre, and the option of home-based treatment for a selected group of patients who may not tolerate transport to hospital.

背景:在欧洲,只有不到10%的符合适应症的患者使用粪便微生物群移植(FMT)治疗复发性艰难梭菌感染(CDI)。胶囊化FMT允许增加CDI的使用,因为胶囊可以安全地运送到当地医疗机构并口服给病人,而无需使用结肠镜检查等。本研究的目的是计算和比较丹麦为CDI患者提供封装FMT的替代方法的成本,包括在专门的FMT中心进行门诊治疗,在当地医院进行门诊治疗,包括远程运送到法罗群岛,以及家庭护理。方法:从医疗保健的角度出发,我们采用了一种基于作业的成本核算方法,将实用的临床随机试验数据与最佳文献和专家意见相结合。只包括有关费用。主要结果是在FMT中心、当地医院或患者家中提供门诊、封装FMT治疗的平均费用,仅包括与交付相关的额外费用。采用8周的时间范围进行分析。应用概率和确定性敏感性分析来评估决策不确定性和结果的稳健性。结果:在一项包括217例CDI患者的实用随机试验中,135例患者接受了FMT。在基础案例分析中分析相关成本,与FMT中心的治疗(209欧元)和家庭治疗(353欧元)相比,当地门诊治疗(145欧元)节省了成本。这些差异在敏感性分析中仍然很明显,包括那些考虑患者时间成本的分析。在法罗群岛的案例中,运送到偏远地区,在当地门诊治疗的费用中,每FMT平均增加了54欧元的费用。结论:以胶囊为基础的FMT治疗使得在专业医院以外的环境中进行FMT治疗在临床上和经济上都是可行的。我们的研究结果强调了以当地医院为基础的治疗对于增加患者获得FMT的机会的重要性,将FMT运送到缺乏FMT中心的偏远地区的能力,以及对可能无法忍受运送到医院的选定患者进行家庭治疗的选择。
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引用次数: 0
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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