How to Be a Statistical Detective.

Statistical errors are surprisingly common in the biomedical literature and contribute to the reproducibility crisis.[1] Some errors are impossible to spot without access to the underlying dataset, but many are detectable from information available in the paper. Statcheck automatically extracts thes...

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Published in:PM & R: Journal of Injury, Function & Rehabilitation Vol. 12; no. 2; pp. 211 - 216
Main Author: Sainani, Kristin L.
Format: Journal Article
Published: Wiley-Blackwell Feb2020
Online Access:View this record in EBSCOhost
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        atl: How to Be a Statistical Detective.
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        au: Sainani, Kristin L.
        affil: Department of Epidemiology and Population Health, Stanford University, Stanford CA
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          Statistics
          Exercise of Self-Care Agency Scale
      ab: Statistical errors are surprisingly common in the biomedical literature and contribute to the reproducibility crisis.[1] Some errors are impossible to spot without access to the underlying dataset, but many are detectable from information available in the paper. Statcheck automatically extracts these numbers from the text and then checks whether an F statistic of 2.791 with numerator degrees of freedom of 1 and denominator degrees of freedom of 50 actually yields a I P i value less than.05. When I uploaded the fun vs exercise paper, statcheck extracted 11 test statistics, 3 of which it flagged as inconsistent, including the F(1,50) = 2.791, I P i < .05 statistic. It can only check statistics that are reported in the text (not tables) and in which the test statistic, degrees of freedom, and I P i value are all available.
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