A method for exploratory repeated-measures analysis applied to a breast-cancer screening study

Details A method for exploratory repeated-measures analysis applied to a breast-cancer screening study A method for exploratory repeated-measures analysis applied to a breast-cancer screening study

2012-02-28

arxiv.org/abs/1202.6133v1

Annals of Applied Statistics 2011, Vol. 5, No. 4, 2448-2469

Statistics

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Published in at http://dx.doi.org/10.1214/11-AOAS481 the Annals of Applied Statistics (http://www.imstat.org/aoas/) by the Ins

Scientific paper

10.1214/11-AOAS481

When a model may be fitted separately to each individual statistical unit, inspection of the point estimates may help the statistician to understand between-individual variability and to identify possible relationships. However, some information will be lost in such an approach because estimation uncertainty is disregarded. We present a comparative method for exploratory repeated-measures analysis to complement the point estimates that was motivated by and is demonstrated by analysis of data from the CADET II breast-cancer screening study. The approach helped to flag up some unusual reader behavior, to assess differences in performance, and to identify potential random-effects models for further analysis.

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