The “STAT” designation for imaging studies is often overused and misused, obscuring the actual urgency of an imaging order. Not all STAT imaging orders are equal in terms of urgency, so we create semi-supervised machine learning models to classify actual urgency of the STAT imaging studies with more than 20,000 studies, even though only a small subset of data in the training set was manually labeled by the experts.
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