es_from_pt_bis_r function

Convert a point-biserial correlation coefficient into several effect size measures

Convert a point-biserial correlation coefficient into several effect size measures

es_from_pt_bis_r( pt_bis_r, n_exp, n_nexp, smd_to_cor = "viechtbauer", reverse_pt_bis_r )

Arguments

  • pt_bis_r: value of a point-biserial correlation coefficient
  • n_exp: total number of participants in the exposed group
  • n_nexp: total number of participants in the non exposed group
  • smd_to_cor: formula used to convert the pt_bis_r value into a coefficient correlation.
  • reverse_pt_bis_r: a logical value indicating whether the direction of the generated effect sizes should be flipped.

Returns

This function estimates and converts between several effect size measures.

natural effect size measureD + G
converted effect size measureOR + R + Z
required input dataSee 'Section 11. ANOVA statistics, Student's t-test, or point-bis correlation'
https://metaconvert.org/input.html

Details

This function uses a point-biserial correlation coefficient to estimate a Cohen's d (D) and Hedges' g (G). Odds ratio (OR) and correlation coefficients (R/Z) are then converted from the Cohen's d.

The formula used to obtain the Cohen's d are (Viechtbauer, 2021) :

m=n_exp+n_nexp2 m = n\_exp + n\_nexp - 2 h=mn_exp+mn_nexp h = \frac{m}{n\_exp} + \frac{m}{n\_nexp} d=pt_bis_rh1pt_bis_r2 d = \frac{pt\_bis\_r * \sqrt{h}}{\sqrt{1 - pt\_bis\_r^2}}

To estimate other effect size measures , calculations of the es_from_cohen_d() are applied.

Examples

es_from_pt_bis_r(pt_bis_r = 0.2, n_exp = 121, n_nexp = 121)

References

Viechtbauer (2021). Accessed at: https://stats.stackexchange.com/questions/526789/convert-correlation-r-to-cohens-d-unequal-groups-of-known-size

  • Maintainer: Corentin J. Gosling
  • License: GPL (>= 3)
  • Last published: 2024-11-17

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