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

Table 5 Results of statistical analysis to examine the impact of use of order information

Method	Metrics	p values
Method	Metrics	Use of order information ( −) versus ( +)
LR	AUPRC	p < 0.0001
LR	Average precision	p < 0.0001
GBDT	AUPRC	p < 0.0001
GBDT	Average precision	p < 0.0001
LSTM	AUPRC	p < 0.0001
LSTM	Average precision	p < 0.0001
BERT	AUPRC	p = 0.0972
BERT	Average precision	p = 0.1143

ISSN: 1472-6947