A Panel Data Analysis of Hospital Variations in Length of Stay for Hip Replacements: Private Versus Public

Yan Meng, Xueyan Zhao, Xibin Zhang, Jiti Gao
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Abstract

Inequality between private and public patients in Australia has been an ongoing concern due to its two tiered insurance system. This paper investigates the variations in hospital length of stay for hip replacements using Victorian Admitted Episodes Dataset from 2003/2004 to 2014/2015, employing a Bayesian hierarchical random coefficient model with trend allowing for structural break. We find systematic differences in the length of stay between public and private hospitals, after observable patient complexity is controlled. This suggests shorter stay in public hospitals due to pressure from Activity-based funding scheme, and longer stay in private system due to potential moral hazard. Our counterfactual analysis shows that public patients stay 1.4 days shorter than private in 2014, which leads to the 'quicker but sicker' concern that is commonly voiced by the public. We also identify widespread variations among individual hospitals. Sources for such variation warrant closer investigation by policy makers.
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髋关节置换术住院时间变化的面板数据分析:私立与公立
由于澳大利亚的双层保险制度,私立和公立医院患者之间的不平等一直是一个令人担忧的问题。本文利用2003/2004年至2014/2015年的维多利亚入院数据集,采用考虑结构断裂趋势的贝叶斯分层随机系数模型,研究髋关节置换术住院时间的变化。我们发现,在可观察到的患者复杂性得到控制后,公立医院和私立医院的住院时间存在系统性差异。这意味着由于基于活动的资助计划的压力,在公立医院停留的时间较短,而由于潜在的道德风险,在私立医院停留的时间较长。我们的反事实分析显示,2014年公立医院的患者比私立医院的患者住院时间短1.4天,这导致了公众普遍表达的“更快,但病情更重”的担忧。我们还确定了各个医院之间的广泛差异。这种差异的来源需要决策者进行更密切的调查。
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