Understanding test accuracy measures

Jonathan J. Deeks, Yemisi Takwoingi, Petra Macaskill, Patrick M. Bossuyt

Research output: Chapter in Book/Report/Conference proceedingChapterAcademicpeer-review

1 Citation (Scopus)

Abstract

Before undertaking a test accuracy meta-analysis, it is necessary to understand the distinct types of data, as well as the presentation and meaning of statistical summaries of test accuracy reported in the primary studies. The accuracy of a test can be presented using several individual measures or pairs of measures. This chapter explains and illustrates the most commonly encountered measures. It provides an overview of types of test data, followed by how to deal with inconclusive test results and a summary of issues in defining the target condition. The chapter then focuses on analysis, including the basic analysis of a primary test accuracy study, thresholds for defining test positivity and their relationship with estimates of test accuracy, generating and understanding receiver operating characteristic curves, and concluding with an analysis of comparative accuracy studies.

Original languageEnglish
Title of host publicationCochrane Handbook for Systematic Reviews of Diagnostic Test Accuracy
PublisherJohn Wiley and Sons Ltd
Pages53-72
Number of pages20
ISBN (Electronic)9781119756187
ISBN (Print)9781119756163
DOIs
Publication statusPublished - 16 Jun 2023

Keywords

  • Comparative accuracy studies
  • Inconclusive test results
  • Receiver operating characteristic curves
  • Target condition
  • Test accuracy measures
  • Test accuracy study
  • Test positivity
  • test data

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