Fig. 1.

Illustration of methodology of implementation of Bidirectional Encoder Representations from Transformers (BERT) on processing unstructured clinical text data for the machine learning models. Radiology reports (unstructured clinical text documents) were processed via BERT in which its output was combined with patient static data. This combined output was then inputted into a subsequent feedforward neural network to predict surgical case duration