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

Table 7 Results of statistical analysis to examine the impact of oversampling

Method	Use of order information	Metrics	p values
Method	Use of order information	Metrics	Oversampling ( −) versus ( +)
LR	( −)	AUPRC	p < 0.0001
	( −)	Average precision	p < 0.0001
	( +)	AUPRC	p = 0.7971
	( +)	Average precision	p = 0.9280
GBDT	( −)	AUPRC	p = 0.0001
	( −)	Average precision	p < 0.0001
	( +)	AUPRC	p < 0.0001
	( +)	Average precision	p < 0.0001
LSTM	( −)	AUPRC	p < 0.0001
	( −)	Average precision	p < 0.0001
	( +)	AUPRC	p < 0.0001
	( +)	Average precision	p < 0.0001
BERT	( −)	AUPRC	p < 0.0001
	( −)	Average Precision	p < 0.0001
	( +)	AUPRC	p < 0.0001
	( +)	Average Precision	p < 0.0001

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