Figure 1.

Attention Map generated by the long short term memory model. Words highlighted in red signify words that the algorithm deemed important for generating a CPT code prediction. Darker red suggests that more weight was given to those specific words. Predicted CPT codes and the actual billed CPT are shown at the bottom.