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) , CRT4 and CRT7 (Toplak et al., 2014) , CRT-long (Primi et al., 2016) , and CRT-2 (Thomson & Oppenheimer, 2016) .


Reference manual

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install.packages("reflectR")

2.2.0 by Giuseppe Corbelli, 4 days ago


https://github.com/g-corbelli/reflectR


Report a bug at https://github.com/g-corbelli/reflectR/issues


Browse source code at https://github.com/cran/reflectR


Authors: Giuseppe Corbelli [aut, cre] (ORCID:


Documentation:   PDF Manual  


GPL-3 license


Imports stringr

Suggests spelling


See at CRAN