2005
DOI: 10.1007/s10979-005-6832-7
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Comparing effect sizes in follow-up studies: ROC Area, Cohen's d, and r.

Abstract: In order to facilitate comparisons across follow-up studies that have used different measures of effect size, we provide a table of effect size equivalencies for the three most common measures: ROC area (AUC), Cohen's d, and r. We outline why AUC is the preferred measure of predictive or diagnostic accuracy in forensic psychology or psychiatry, and we urge researchers and practitioners to use numbers rather than verbal labels to characterize effect sizes.

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Cited by 1,445 publications
(1,391 citation statements)
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“…AUCs for Risk Total Scores reached the large range (i.e., > .71; Rice & Harris, 2005), whereas AUCs for subscale scores generally fell in the moderate range (i.e., > .64). Cliff's delta generally fell in the medium range for both subscale and total scores (i.e., .33 -.47; Romano, Kromrey, Coraggio, Skowronek, & Devine., 2006).…”
Section: General Predictive Validitymentioning
confidence: 95%
“…AUCs for Risk Total Scores reached the large range (i.e., > .71; Rice & Harris, 2005), whereas AUCs for subscale scores generally fell in the moderate range (i.e., > .64). Cliff's delta generally fell in the medium range for both subscale and total scores (i.e., .33 -.47; Romano, Kromrey, Coraggio, Skowronek, & Devine., 2006).…”
Section: General Predictive Validitymentioning
confidence: 95%
“…For the discussion, we adopted moderate to high correlations (r > .40) as minimum score. To assess the effect size of group and gender effect was used Cohen's d calculated through the free software (Devilly, 2005); small, median, and large effects are respectively correspondent to effect sizes of .20, .50, and .80 (Rice & Harris, 2005). Finally, considering that working memory could be a possible factor explaining the results, using the same withinand between-factors of first and second sets we carried out exploratory analyses with Memory of Digits as covariant, and the results were similar to the analyses reported below in that group was the covariant.…”
Section: Statistical Analysesmentioning
confidence: 99%
“…[.54, .69], r pb = .13, p = .007) for the total, IMP, NAR, and CU scales, respectively. Overall, AUC values of total and subscale scores ranged from moderate to large (Rice & Harris, 2005).…”
Section: Predictive Validity Of the Apsdmentioning
confidence: 99%
“…One advantage of ROC analysis is that it is less sensitive to base-rate levels relative to other statistics, such as correlations, meaning that it is appropriate for relatively low base events such as offending (Rice & Harris, 2005). The AUC of the ROC graph can be taken as an index for interpreting the overall predictive accuracy of an instrument (i.e., the probability that a randomly selected youth who offended at the 6-month follow-up will have a higher APSD score than a randomly selected youth who did not offend at the 6-month follow-up).…”
Section: Predictive Validity Of the Apsdmentioning
confidence: 99%