We examined the effect of cognitive factors on the development of automaticity in a complex task. Participants (n = 24) performed a luggage screening task where we manipulated stimulus mapping (consistent vs. varied), frame size (small vs. large), memory set size (1 vs. 4) and time constraint, and examined their effects on participants' sensitivities, criterion shifts and confidence. Results re...