医院失败预测:pps后分析

L R Gardiner, S L Oswald, J S Jahera
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引用次数: 0

摘要

本研究探讨判别分析的能力,以提供准确的预测医院失败。利用前瞻性支付系统引入后的数据,我们开发了两种医院所有权类别的判别函数:非营利和专有。所得的判别模型分别包含6个和7个变量。对于每个所有权类别,变量代表财务健康的四个主要方面(流动性、杠杆、盈利能力和效率)以及国家市场份额和停留时间。两种所有制类型关闭前1年被误分类为开业医院的比例均不超过0.05。我们的研究结果表明,基于一小组财务和非财务变量的判别函数为非营利性和专有医院提供了可靠的医院失败预测能力。
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Prediction of hospital failure: a post-PPS analysis.

This study investigates the ability of discriminant analysis to provide accurate predictions of hospital failure. Using data from the period following the introduction of the Prospective Payment System, we developed discriminant functions for each of two hospital ownership categories: not-for-profit and proprietary. The resulting discriminant models contain six and seven variables, respectively. For each ownership category, the variables represent four major aspects of financial health (liquidity, leverage, profitability, and efficiency) plus county marketshare and length of stay. The proportion of closed hospitals misclassified as open one year before closure does not exceed 0.05 for either ownership type. Our results show that discriminant functions based on a small set of financial and nonfinancial variables provide the capability to predict hospital failure reliably for both not-for-profit and proprietary hospitals.

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