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Statcheck is an R package designed to detect statistical errors in peer-reviewed psychology articles[1] by searching papers for statistical results, redoing the calculations described in each paper, and comparing the two values to see if they match.[2] It takes advantage of the fact that psychological research papers tend to report their results in accordance with the guidelines published by the American Psychological Association (APA).[3] This leads to several disadvantages: it can only detect results reported completely and in exact accordance with the APA's guidelines,[4] and it cannot detect statistics that are only included in tables in the paper.[5] Another limitation is that Statcheck cannot deal with statistical corrections to test statistics, like Greenhouse–Geisser or Bonferroni corrections, which actually make tests more conservative.[6] Some journals have begun piloting Statcheck as part of their peer review process. Statcheck is free software published under the GNU GPL v3.[7]

  1. ^ Nuijten, Michèle B. (2017-02-28). "BayesMed and statcheck". Aps Observer. 30 (3). Retrieved 2018-10-18.
  2. ^ Baker, Monya (2016-11-25). "Stat-checking software stirs up psychology". Nature. 540 (7631): 151–152. Bibcode:2016Natur.540..151B. doi:10.1038/540151a. ISSN 0028-0836. PMID 27905454.
  3. ^ Wren, Jonathan D. (2018-06-15). "Algorithmically outsourcing the detection of statistical errors and other problems". The EMBO Journal. 37 (12): e99651. doi:10.15252/embj.201899651. ISSN 0261-4189. PMC 6003655. PMID 29794111.
  4. ^ Colombo, Matteo; Duev, Georgi; Nuijten, Michèle B.; Sprenger, Jan (2018-04-12). "Statistical reporting inconsistencies in experimental philosophy". PLOS ONE. 13 (4): e0194360. Bibcode:2018PLoSO..1394360C. doi:10.1371/journal.pone.0194360. ISSN 1932-6203. PMC 5896892. PMID 29649220.
  5. ^ van der Zee, Tim; Anaya, Jordan; Brown, Nicholas J. L. (2017-07-10). "Statistical heartburn: an attempt to digest four pizza publications from the Cornell Food and Brand Lab". BMC Nutrition. 3 (1): 54. doi:10.1186/s40795-017-0167-x. ISSN 2055-0928. PMC 7050813. PMID 32153834.
  6. ^ Schmidt, Thomas (2016). "Sources of false positives and false negatives in the Statcheck algorithm". arXiv:1610.01010 [q-bio.QM].
  7. ^ "Statcheck/DESCRIPTION at master · MicheleNuijten/Statcheck". GitHub.

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Statcheck

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Statcheck is an R package designed to detect statistical errors in peer-reviewed psychology articles by searching papers for statistical results, redoing...

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Elsevier

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Elsevier journal content. The data was collected using the R package "statcheck". Elsevier is one of the most prolific publishers of books aimed at expanding...

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The R Journal

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Bibliometrix easystats qdap lumi RGtk2 Rhea Rmetrics rnn RQDA Shiny SimpleITK Statcheck tidyverse ggplot2 dplyr knitr Interfaces Bio7 Emacs Speaks Statistics...

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Misuse of statistics

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Misuse of p-values Misleading graph Post hoc analysis Simpson's paradox Statcheck Some data on accuracy of polls is available. Regarding one important poll...

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Scholarly peer review

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bias Reporting bias Scholarly method Sternberg peer review controversy Statcheck Kupferschmidt K (August 14, 2018). "Researcher at the center of an epic...

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Jelte Wicherts

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runs the Meta-Research Center at his university. Work by the group on Statcheck has been featured in The Guardian. Wicherts received his master's degree...

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