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A covariate-adjusted response-adaptive allocation for a general class of continuous responses

机译:一般连续响应类别的经协变量调整的响应自适应分配

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摘要

Response-adaptive designs are important in clinical trials for their ability to skew the allocation towards the better performing treatment. Most of the designs are derived under specific assumptions (e.g., normality, existence of first few moments, etc.) on the response model. However, responses may be nonnormal and consequently the existence of moments is not guaranteed. Moreover, in most of the cases, a treatment yielding a higher expected response is regarded as better, ignoring the possible effect of variability. In this article, we consider location and variability aspects simultaneously and redefine the criterion of the best treatment and develop a reasonable covariate adjusted allocation procedure for two treatment trials. A detailed study is also conducted to explore the performance.
机译:适应性设计在临床试验中很重要,因为它们能够使分配偏向效果更好的治疗。大多数设计是在响应模型上的特定假设下得出的(例如,正态性,前时刻的存在等)。但是,响应可能是非正常的,因此不能保证力矩的存在。而且,在大多数情况下,忽略了可变性的可能效果,认为产生更高预期反应的治疗是更好的。在本文中,我们将同时考虑位置和变异性方面,并重新定义最佳治疗的标准,并为两个治疗试验制定合理的协变量调整分配程序。还进行了详细的研究以探索性能。

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