Abstract: A method of confirming a medical diagnosis using a graphical user interface includes receiving an input selecting a first medical diagnosis as a cause of a patient complaint, and displaying a template based on the first medical diagnosis. The template includes a first query associated with the first medical diagnosis, a suggested response to the first query, and a first input field configured to receive the suggested response to the first query. The method includes using provider-configurable diagnostic based templates facilitating automated data entry to current and future electronic medical records systems. Systems and machine-readable media are also described.