“…The receiver operating characteristic (ROC) analysis has been frequently employed in CIT studies (e.g., Ben‐Shakhar, ; Elaad, ; Elaad & Ben‐Shakhar, , ; Gamer & Berti, ; Verschuere, Crombez, Koster, & De Clercq, ; Vossel, Gamer, Godert, & Rill, ), and was recommended by the National Research Council () report as highly relevant for descriptions of the diagnostic value of polygraph tests. This method is derived from the signal detection theory where detection efficacy is defined in terms of the degree of separation between the distributions of the responses to the critical items produced by experimental and control (uninformed innocents) participants.…”