1. A method comprising: identifying, using at least one statistical fact extraction model applied by at least one processor, a plurality of alternative hypotheses for a medical fact to be extracted from a portion of text documenting a patient encounter; selecting at least two of the alternative hypotheses; and presenting the selected hypotheses to a user documenting the patient encounter.