“…Contrary to these warnings, threshold and percentage correct measures still dominate experimental psychology, although, usually, as a consequence of convenience rather than conviction. The experiments performed here and by others (Odgaard et al, 2003;Wang et al, 1998) indicate that psychophysical procedures failing to control for response biases can potentially yield invalid data and lead to incorrect conclusions. Marks (1993Marks ( , 1996Marks ( , 1997 and collaborators (Aylor & Marks, 1976;Ben-Artzi & Marks, 1995;Odgaard et al, 2003;Rankin & Marks, 1991) and others (Kuze, 1995;Ward, 1979) have repeatedly warned of the interaction between decisional processes and stimulus context in sensory data, and the results reported here speak in support of the widespread adoption of criterion-controlled methods such as ROC analysis.…”