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A structural equation modeling approach to examining the predictive power of determinants of individuals' health expenditures.

机译:一种结构方程建模方法,用于检查个人健康支出决定因素的预测能力。

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Understanding the determinants of health expenditures is essential for a fair and effective utilization profiling, particularly in the setting of capitation rates in risk-adjustment models. The objective of the study was to examine the relative importance of determinants in predicting future health expenditures, using structural equation modeling. Based on Andersen's behavioral system model, individual determinants along with prior utilization and measures of health status from 1994 are evaluated in a longitudinal design for theirpredictive powerfor health expenditures in 1995. A total of 4,255 policy-holders enrolled in three health plans at Trigon BlueCross/BlueShield of Virginia who responded to a mail survey were included for analysis. Person-level annual charges for health services utilization were used as the dependent variable. Five health scales were excerpted from Health Survey SF-36 to represent an individual's health status. Excluding prior utilization in 1994, health status (gamma = -0.19, p < 0.001) and having diabetes (gamma = 0.08, p < 0.001) are two statistically significant predictors of health expenditures in 1995. Including prior utilization, both health status (gamma = -0.15, p < 0.001) and prior utilization (gamma = 0.15, p < 0.001) are the most important predictors, followed by having diabetes (gamma = 0.08, p < 0.001). Health status is a powerful predictor offuture health expenditures, even when prior utilization is controlled.
机译:了解健康支出的决定因素对于公平有效地利用概况分析至关重要,尤其是在风险调整模型中确定人头率时。这项研究的目的是使用结构方程模型研究决定因素在预测未来卫生支出中的相对重要性。根据安徒生的行为系统模型,通过纵向设计评估了各个决定因素以及1994年以来的先前使用情况和健康状况测度,以评估其对1995年卫生支出的预测能力。共有4,255名保户参加了Trigon BlueCross /回复邮件调查的弗吉尼亚蓝盾被纳入分析。因个人使用卫生服务的年度费用被用作因变量。从健康调查SF-36中摘录了五个健康量表,以代表一个人的健康状况。不包括1994年以前的使用,健康状况(γ= -0.19,p <0.001)和患有糖尿病(γ= 0.08,p <0.001)是1995年卫生支出的两个统计学上显着的预测指标。包括先前的使用,两个健康状况(γ = -0.15,p <0.001)和先前使用率(γ= 0.15,p <0.001)是最重要的预测指标,其次是糖尿病(γ= 0.08,p <0.001)。健康状况是未来健康支出的有力预测指标,即使事先控制使用量也是如此。

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