Automatic detection of actionable radiology reports using bidirectional encoder representations from transformers

Table 8 Recall scores for explicit and implicit truly actionable reports in the test set

Method	LR		GBDT		LSTM		BERT
Use of order information	( −)	( +)	( −)	( +)	( −)	( +)	( −)	( +)
Explicit actionable reports (n = 125)	0.960	0.848	0.872	0.912	0.920	0.936	0.968	0.928
Implicit actionable reports (n = 111)	0.766	0.766	0.685	0.730	0.793	0.820	0.829	0.802

ISSN: 1472-6947