Event audio data that is based on verbal utterances associated with a medical event associated with a patient is received. A list of a plurality of candidate text strings that match interpretations of the event audio data is obtained, based on information included in a medical speech repository, information included in a speech accent repository, and a matching function. A selection of at least one of the candidate text strings included in the list is obtained. A population of at least one field of an electronic medical form is initiated, based on the obtained selection.