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Statistical inference for equivalence trials with ordinal responses: A latent normal distribution approach

机译:具有序数响应的等效性试验的统计推断:一种潜在的正态分布方法

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Testing of equivalenceon-inferiority has become an essential component in modern drug and treatment assessment. Before a newly developed treatment is introduced and applied to its target population, it is necessary to compare it to an existing (reference/standard) treatment. Unlike the traditional trial of testing the equality between two treatments, an equivalence trial, for instance, attempts to demonstrate that the responses to two treatments differ by an amount which is clinically insignificant. In many applications, the outcome measures of interest are usually recorded in ordinal scale (e.g., very good; good; moderate; poor). This paper presents a simple approach to the problem of equivalence testing in the presence of ordered categorical data. The proposed methodology operates on the assumption that the observed ordinal variable is governed by an underlying normally distributed trait. The new approach can be readily adopted for (i) commonly used equivalence limits such as difference and the ratio of treatment means and (ii) both one-sided non-inferiority and two-sided equivalence trials. We illustrate our methodology with two medical examples and demonstrate how test results and confidence interval estimates can be obtained from a freely available computer program.
机译:等效性/非劣势性测试已成为现代药物和治疗评估中的重要组成部分。在引入新开发的治疗方法并将其应用于目标人群之前,有必要将其与现有(参考/标准)治疗方法进行比较。与测试两种疗法是否相同的传统试验不同,例如,等效试验试图证明两种疗法的反应差异在临床上无足轻重。在许多应用中,通常以顺序量表(例如,非常好;好;中等;差)记录感兴趣的结果度量。本文提出了一种在有序分类数据存在下进行等效性测试的简单方法。所提出的方法在假设观察到的序数变量受基本正态分布特征支配的前提下运行。新方法可轻松用于(i)常用的当量限值,例如差异和治疗手段的比率,以及(ii)单方面非劣效性和两方面等效性试验。我们用两个医学示例说明了我们的方法,并演示了如何从免费的计算机程序中获得测试结果和置信区间估计。

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