Improving documentation of presenting problems in the emergency department using a domain-specific ontology and machine learning-driven user interfaces.

•Machine Learning can be used prospectively to improve structured data capture.•Machine learning can make capture of structured data faster than unstructured data.•Machine learning can assist in clinical workflows.