Abstract: A computer-implemented method for producing healthcare data records from graphical inputs by computer users includes receiving, on a graphical user interface of a computer system, a user identification of a diagnosis for a patient, the user identification produced by user selection on the graphical user interface; identifying one or more parameters that characterize the diagnosis; displaying on the graphical user interface a plurality of selectable values for particular ones of identified parameters; receiving sequential user selections representations of particulars ones of the values; and generating an electronic medical record representation that represents the identified diagnosis having the selected values for the one or more parameters.

Abstract: A computer-implemented method for transcribing spoken input into text is disclosed. The method includes identifying a role of a healthcare provider using an automated transcription system, using the identified role to provide a language model for a speech recognition system operating on computer system, receiving spoken input from the healthcare provider, and producing textual output corresponding to the spoken input using the provided language model.