collector's item: the outstanding item (the prize piece or main exhibit) in a collection
curio: something unusual -- perhaps worthy of collecting
bayes' theorem: (statistics) a theorem describing how the conditional probability of a set of possible causes for a given observed event can be computed from knowledge of the probability of each cause and the conditional probability of the outcome of each cause