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[Correction Notice: An Erratum for this article was reported in Vol 27 (2) of Psychological Assessment (see record 2015-09326-001). The hypothetical example provided when explaining the Winsorizing approach on the sixth page, first paragraph, is inaccurate because the interquartile range will always be equal to the 75th percentile value-the 25th percentile value. A corrected example is as follows:“For example, for a RT distribution with a 25th percentile value of 600 ms, a 75th percentile value of 800 ms, and an interquartile range of 200 ms, values> 1100 would be rescaled to 1100 ms (the largest value in the distribution that is within the valid range) whereas values< 300 ms would be rescaled to 300 ms (the smallest value in the distribution that is within the valid range).”] The dot-probe task has been widely used in research to produce an index of biased attention based on reaction times (RTs). Despite its …