276
Views
0
CrossRef citations to date
0
Altmetric
Research Article

Hypothesis testing methods for multi-reader multi-case studies

, , , &
Article: e2075603 | Received 20 Jun 2020, Accepted 05 Apr 2022, Published online: 09 Aug 2022

References

  • Obuchowski NA, Rockette HE. Hypothesis testing of diagnostic accuracy for multiple readers and multiple tests an ANOVA approach with dependent observations. Commun Stat Simul Comput. 1995;24(2):285–308.
  • Dorfman DD, Berbaum KS, Metz CE. Receiver operating characteristic rating analysis. Generalization to the population of readers and patients with the jackknife method. Invest Radiol. 1992;27(9):723–731.
  • Hillis SL. A comparison of denominator degrees of freedom methods for multiple observer ROC analysis. 2007.
  • Song X, Zhou XH. A marginal model approach for analysis of multi-reader multi-test receiver operating characteristic (ROC) data. Biostatistics. 2005;6(2):303–312.
  • Littell RC. Analysis of unbalanced mixed model data: a case study comparison of ANOVA versus REML/GLS. J Agric Biol Environ Stat. 2002;7(4):472–490.
  • Halekoh U, Højsgaard S. A Kenward–Roger approximation and parametric bootstrap methods for tests in linear mixed models -- the r package pbkrtest. J Stat Softw Art. 2014;59(9):1–32.
  • Kuznetsova A, Brockhoff P, Christensen R. Lmertest package: tests in linear mixed effects models. J Stat Softw Art. 2017;82(13):1–26.
  • Zhou XH, McClish DK, Obuchowski NA. Statistical methods in diagnostic medicine. John Wiley & Sons; 2009 Sep 25.
  • Kenward MG, Roger JH. Small sample inference for fixed effects from restricted maximum likelihood. Biometrics. 1997;53(3):983–997.
  • Satterthwaite FE. Synthesis of variance. Psychometrika. 1941 Oct;6(5):309–316.
  • Fai AHT, Cornelius PL. Approximate f-tests of multiple degree of freedom hypotheses in generalized least squares analyses of unbalanced split-plot experiments. J Stat Comput Simul. 1996;54(4):363–378.
  • Roe CA, Metz CE. Dorfman–Berbaum–Metz method for statistical analysis of multireader, multimodality receiver operating characteristic data: validation with computer simulation. Acad Radiol. 1997;4(4):298–303.
  • Chakraborty D, Zhai X. Rjafroc: modeling, analysis, validation and visualization of observer performance studies in diagnostic radiology. 2018. R package version 1.1.1.9000.
  • Van Dyke CW, White RD, Obuchowski NA, et al. Cine MRI in the diagnosis of thoracic aortic dissection. In: 79th RSNA Meetings. 1993.
  • Chakraborty DP. Observer performance methods for diagnostic imaging: foundations, modeling, and applications with r-based examples. CRC Press; 2017 Dec 14.
  • Chen W, Petrick NA, Sahiner B. Hypothesis testing in noninferiority and equivalence MRMC ROC studies. Acad Radiol. 2012;19(9):1158–1165.
  • Hillis SL, Obuchowski NA, Berbaum KS. Power estimation for multireader roc methods: an updated and unified approach. Acad Radiol. 2011;18(2):129–142.
  • Lumley T, Mayer Hamblett N. Asymptotics for marginal generalized linear models with sparse correlations. 2003.

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.