Reproducibility and replicability are fundamental requirements of scientific studies. Disagreements over universal definitions for these terms have affected the interpretation of large-scale replication attempts. We provide a visual tool for representing definitions and use it to re-examine these attempts.
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The scifigure package and its accompanying vignette can be downloaded from https://CRAN.R-project.org/package=scifigure
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29 July 2019
An amendment to this paper has been published and can be accessed via a link at the top of the paper.
References
Fanelli, D. Proc. Natl. Acad. Sci. USA 115, 2628–2631 (2018).
Kenett, R. S. & Shmueli, G. Nat. Methods 12, 699 (2015).
Open Science Collaboration. Science 349, aac4716 (2015).
Peng, R. D. Science 334, 1226–1227 (2011).
Gilbert, D. T., King, G., Pettigrew, S. & Wilson, T. D. Science 351, 1037 (2016).
Heller, R., Bogomolov, M. & Benjamini, Y. Proc. Natl. Acad. Sci. USA 111, 16262–16267 (2014).
Begley, C. G. & Ellis, L. M. Nature 483, 531–533 (2012).
Cramer, P. E. et al. Science 335, 1503–1506 (2012).
Klein, R. A. et al. Adv. Methods Pract. Psychol. Sci. 1, 443–490 (2018).
Baggerly, K. A. & Coombes, K. R. Ann. Appl. Stat. 3, 1309–1334 (2009).
Johnson, R. A. Statistics: Principles and Methods (Wiley, 2009).
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Patil, P., Peng, R.D. & Leek, J.T. A visual tool for defining reproducibility and replicability. Nat Hum Behav 3, 650–652 (2019). https://doi.org/10.1038/s41562-019-0629-z
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DOI: https://doi.org/10.1038/s41562-019-0629-z
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