Comparison of predictive values of two diagnostic tests from the same sample of subjects using weighted least squares.

Abstract:

:Screening and diagnostic tests are important in disease prevention or control. The predictive values of positive and negative (PPV and NPV) test results are two of four operational characteristics of a screening test. We review an existing method based on the generalized estimating equation (GEE) methodology for comparing predictive values from the same sample of subjects and propose two Wald test statistics derived from the weighted least squares (WLS) method for the analysis of categorical data. Using these results, we propose sample size calculation formulae for this problem. Simulation studies are conducted to compare the performances of the two Wald test statistics (one based on the difference of two PPVs or NPVs, another based on the logarithm of the ratio of two PPVs or NPVs) and the score/Wald test statistic derived from GEE. We recommend using the difference-based WLS approach.

journal_name

Stat Med

journal_title

Statistics in medicine

authors

Wang W,Davis CS,Soong SJ

doi

10.1002/sim.2332

subject

Has Abstract

pub_date

2006-07-15 00:00:00

pages

2215-29

issue

13

eissn

0277-6715

issn

1097-0258

journal_volume

25

pub_type

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