The validity of the MIMIC (Multiple Indicators/MultIple Causes) health index--some empirical evidence.

R E Leu, M Gerfin, S Spycher
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引用次数: 9

Abstract

This study evaluates the potential of econometric models with latent (unobservable) variables for measuring health or health impairment due to a specific disease. A MIMIC disability index is estimated for a sample of 145 adults with chronic bronchitis, expressing their self-reported disability caused by the disease on a one-dimensional scale. The index is determined up to a linear transformation. Disability is thus measured on an interval scale. The data were collected by interviews. The questionnaire used for this purpose is based on a number of in-depth interviews with selected bronchitis patients conducted beforehand. The study therefore focuses directly on the patients' perceptions of their disease. The validity of the index is evaluated in three different ways. First, construct validity is assessed performing groupwise analysis and testing for differences in the index values by subgroup. To a large extent, the index is consistent with a priori expectations. Therefore, we conclude that it has high construct validity. Second, validity of the index is assessed by comparing its results to a direct rating scale produced by 21 physicians with various medical backgrounds. The MIMIC index turns out to be related in a systematic, but nonlinear way to this direct rating scale. This can be interpreted in two different ways. If one accepts the preferences of health providers as the ultimate yardstick when it comes to ranking health or chronic states the result suggests that the MIMIC index estimated in this way is not a valid measure of treatment success. By contrast, if patients' preferences are considered to be decisive, it suggests that physician-based ratings should be substituted for or at least complemented with patient-based indices (such as the MIMIC disability index estimated here) when evaluating medical services in terms of cost-effectiveness. Third we explore the extent to which the MIMIC index reflects utility associated with different states of disability, using a modified Torrance Standard Gamble approach. The above-mentioned physicians are used as experts in this procedure. The results indicate that the MIMIC index as estimated here is related in a systematic, but nonlinear way to the Standard Gamble risk index as well. The fact that this relationship is nonlinear indicates that the MIMIC index does not measure utility as derived from the experts' preferences directly. How this index would fare compared to a Standard Gamble risk index provided by patients (bronchitis subjects) is a question which remains open.(ABSTRACT TRUNCATED AT 400 WORDS)

多指标/多原因健康指数的有效性——一些经验证据。
本研究评估了具有潜在(不可观察)变量的计量经济模型的潜力,用于测量由特定疾病引起的健康或健康损害。对145名慢性支气管炎成人患者的样本进行MIMIC残疾指数估计,在一维尺度上表达他们自我报告的由该疾病引起的残疾。这个指标是由一个线性变换决定的。因此,残疾是用间隔尺度来衡量的。数据是通过访谈收集的。用于此目的的问卷是基于事先对选定的支气管炎患者进行的一些深入访谈。因此,这项研究直接关注患者对其疾病的看法。该指标的有效性通过三种不同的方式进行评估。首先,对结构效度进行分组分析,并对各子组指数值的差异进行检验。该指数在很大程度上符合先验预期。因此,我们认为它具有较高的构念效度。其次,通过将其结果与21名具有不同医学背景的医生制作的直接评级量表进行比较,来评估该指数的有效性。结果表明,MIMIC指数与这一直接评级量表的关系是系统的,但却是非线性的。这可以用两种不同的方式来解释。如果人们接受医疗服务提供者的偏好作为对健康或慢性疾病进行排名的最终标准,结果表明,以这种方式估计的MIMIC指数并不是衡量治疗成功的有效指标。相比之下,如果患者的偏好被认为是决定性的,那么在评估医疗服务的成本效益时,以医生为基础的评分应该取代或至少补充以患者为基础的指数(如这里估计的MIMIC残疾指数)。第三,我们探讨了MIMIC指数在多大程度上反映了与不同残疾状态相关的效用,使用了改进的托伦斯标准赌博方法。上述医生在这一过程中被用作专家。结果表明,本文估计的MIMIC指数与标准赌博风险指数也存在系统的非线性关系。这种关系是非线性的,这一事实表明,MIMIC指数并不能直接衡量从专家偏好中得出的效用。该指数与由患者(支气管炎受试者)提供的标准赌博风险指数相比如何,仍是一个悬而未决的问题。(摘要删节为400字)
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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