Assessing repeatability and reproducibility using hierarchical modeling: a case-study of distortion product otoacoustic emissions

被引:0
|
作者
Brazzale, Alessandra R. [1 ,2 ]
Galloni, Paolo [3 ]
Parazzini, Marta [2 ]
Marino, Carmela [3 ]
Ravazzani, Paolo [2 ]
机构
[1] Univ Padua, Dept Stat, I-35121 Padua, PD, Italy
[2] Italian Natl Res Council CNR, Inst Biomed Engn IsIB, Padua, Italy
[3] ENEA Casaccia, Toxicol & Biomed Sci Unit, Rome, Italy
来源
STATISTICAL METHODS AND APPLICATIONS | 2010年 / 19卷 / 04期
关键词
Interlaboratory experiments; Restricted/residual likelihood; Sprague-Dawley rat; RELIABILITY; HUMANS;
D O I
10.1007/s10260-010-0144-x
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
We present how the repeatability and reproducibility of a measurement device can be estimated from a suitably defined hierarchical linear model. The methodology is illustrated using a collection of eight data sets which consist of the distortion product otoacoustic emission recordings collected from both ears of ten young Sprague-Dawley rats at different frequencies under eight different recording conditions. We formulate a model which extends the commonly used one-way random effects model (5) to account for an experimental setup that is more elaborated than the ones traditionally used in interlaboratory experiments. The fitted model is easily interpretable and furnishes as a by-product the frequencies at which the highest response level is achieved under the eight recording conditions. These values together with the repeatability and reproducibility limits of the protocols are crucial in contributing to the enhancement of the research capabilities on the possible causes of hearing impairment.
引用
收藏
页码:567 / 585
页数:19
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