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iMRMC: Multi-Reader, Multi-Case Analysis Methods (ROC, Agreement, and Other Metrics)

This software does Multi-Reader, Multi-Case (MRMC) analyses of data from imaging studies where clinicians (readers) evaluate patient images (cases). What does this mean? ... Many imaging studies are designed so that every reader reads every case in all modalities, a fully-crossed study. In this case, the data is cross-correlated, and we consider the readers and cases to be cross-correlated random effects. An MRMC analysis accounts for the variability and correlations from the readers and cases when estimating variances, confidence intervals, and p-values. The functions in this package can treat arbitrary study designs and studies with missing data, not just fully-crossed study designs. An overview of this software, including references presenting details on the methods, can be found here: <https://www.fda.gov/medical-devices/science-and-research-medical-devices/imrmc-software-do-multi-reader-multi-case-statistical-analysis-reader-studies>.

Version: 2.1.0
Depends: R (≥ 3.5.0)
Imports: parallel, Matrix, stats, utils
Suggests: testthat
Published: 2024-09-02
DOI: 10.32614/CRAN.package.iMRMC
Author: Brandon Gallas [aut, cre]
Maintainer: Brandon Gallas <Brandon.Gallas at fda.hhs.gov>
License: CC0
URL: https://github.com/DIDSR/iMRMC, https://CRAN.R-project.org/package=iMRMC
NeedsCompilation: no
Materials: NEWS
CRAN checks: iMRMC results

Documentation:

Reference manual: iMRMC.pdf

Downloads:

Package source: iMRMC_2.1.0.tar.gz
Windows binaries: r-devel: iMRMC_2.1.0.zip, r-release: iMRMC_2.1.0.zip, r-oldrel: iMRMC_2.1.0.zip
macOS binaries: r-release (arm64): iMRMC_2.1.0.tgz, r-oldrel (arm64): iMRMC_2.1.0.tgz, r-release (x86_64): iMRMC_2.1.0.tgz, r-oldrel (x86_64): iMRMC_2.1.0.tgz
Old sources: iMRMC archive

Reverse dependencies:

Reverse imports: NestMRMC

Linking:

Please use the canonical form https://CRAN.R-project.org/package=iMRMC to link to this page.

These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.