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SMALL SAMPLE SIZE CAPABILITY INDEX FOR ASSESSING VALIDITY OF ANALYTICAL METHODS

机译:评估分析方法有效性的小样本容量指数

摘要

Analytical method’s capability evaluation can be a useful methodology to assess the fitness of purpose of these methods for their future routine application. However, care on how to compute the capability indices has to be made. Indeed, the commonly used formulas to compute capability indices such as Cpk, will highly overestimate the true capability of the methods. Especially during methods validation or transfer, there are only few experiments performed and, using in these situations the commonly applied capability indices to declare a method as valid or as transferable to a receiving laboratory will conduct to inadequate decisions.In this work, an improved capability index, namely Cpk-tol and the corresponding estimator of proportion of non conforming results (tolCpk−π) is proposed. Through Monte-Carlo simulations, they have been shown to greatly increase the estimation of analytical methods capability in particular in low sample size situations as encountered during methods validation or transfer. Additionally, the usefulness of this capability index is illustrated through several case studies.
机译:分析方法的能力评估可能是一种有用的方法,可以评估这些方法在未来的常规应用中的适用性。但是,必须注意如何计算能力指数。确实,用于计算能力指标(例如Cpk)的常用公式会高度高估方法的真实能力。尤其是在方法验证或转移期间,仅进行了很少的实验,在这种情况下,使用通用的能力指数来宣布一种方法有效或可转移到接收实验室的方法将导致决策不足。提出了Cpk-tol指数和不合格结果比例的相应估计量(tolCpk-π)。通过蒙特卡洛模拟,已证明它们极大地提高了分析方法能力的估计,尤其是在方法验证或转移过程中遇到的小样本量情况下。此外,通过一些案例研究说明了此能力指数的有用性。

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