The Sydney Triage to Admission Risk Tool (START2) using machine learning techniques to support disposition decision-making.

Machine learning methods demonstrate similar performance to logistic regression for ED disposition prediction models using basic triage information. This should be investigated further, especially for larger data sets with more complex clinical information.