reflectR: Automatic Scoring of the Cognitive Reflection Test

Automatic coding of open-ended responses to the Cognitive Reflection Test (CRT), a widely used class of tests in cognitive science and psychology that assess the tendency to override an initial intuitive (but incorrect) answer and engage in reflection to reach a correct solution. The package standardizes CRT response coding across datasets in cognitive psychology, decision-making, and related fields. Automated coding reduces manual effort and improves reproducibility by limiting variability from subjective interpretation of open-ended responses. The package supports automatic coding and machine scoring for the original English-language CRT (Frederick, 2005) <doi:10.1257/089533005775196732>, CRT4 and CRT7 (Toplak et al., 2014) <doi:10.1080/13546783.2013.844729>, CRT-long (Primi et al., 2016) <doi:10.1002/bdm.1883>, and CRT-2 (Thomson & Oppenheimer, 2016) <doi:10.1017/s1930297500007622>.

Version:	2.1.4
Imports:	stringr
Suggests:	spelling
Published:	2025-08-27
DOI:	10.32614/CRAN.package.reflectR
Author:	Giuseppe Corbelli [aut, cre]
Maintainer:	Giuseppe Corbelli <giuseppe.corbelli at uninettunouniversity.net>
BugReports:	https://github.com/g-corbelli/reflectR/issues
License:	GPL-3
URL:	https://github.com/g-corbelli/reflectR
NeedsCompilation:	no
Language:	en-US
Materials:	NEWS
CRAN checks:	reflectR results

Documentation:

Reference manual:

reflectR.html , reflectR.pdf

Downloads:

Package source:	reflectR_2.1.4.tar.gz
Windows binaries:	r-devel: reflectR_2.1.3.zip, r-release: reflectR_2.1.4.zip, r-oldrel: reflectR_2.1.3.zip
macOS binaries:	r-release (arm64): reflectR_2.1.3.tgz, r-oldrel (arm64): reflectR_2.1.3.tgz, r-release (x86_64): reflectR_2.1.4.tgz, r-oldrel (x86_64): reflectR_2.1.4.tgz
Old sources:	reflectR archive

Linking:

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