In three experiments, participants learned which of a variety of foods were
capable of causing an allergic reaction in a hypothetical patient during t
raining in which a compound of a treatment and a target food cue was paired
with the reaction. In Experiment 1 the causal ratings of the target cue we
re increased ift he treatment cue was pretrained as a preventative cause of
the reaction. Experiments 2 and 3 demonstrated that the magnitude of this
super-learning is unaffected by the order of compound and treatment cue tra
ining. The final study also showed that forward super-learning is not induc
ed solely by simple exposure to the treatment cue prior to compound trainin
g but, rather, depends upon training the treatment cue as a preventative ca
use, whereas retrospective super-learning may be due merely to exposure of
the treatment cue. These results are problematic for contingency-based acco
unts of causal induction but accord with modified and extended associative
theories.