Table 11:

Macro-F1 scores of RF, XGBoost and Bio-ClinicalBERT for Economics.

	With Oversampling			Without Oversampling
	RF	XGBoost	Bio-ClinicalBERT	RF	XGBoost	Bio-ClinicalBERT
True	0.8081 ± 0.0245	0.8064 ± 0.0286	0.8166 ± 0.0124	0.8124 ± 0.0343	0.8117 ± 0.0312	0.8134 ± 0.0307
False	0.9036 ± 0.0155	0.9006 ± 0.0181	0.9208 ± 0.0142	0.9032 ± 0.0192	0.8971 ± 0.0177	0.9134 ± 0.0171
None	0.9541 ± 0.0068	0.9568 ± 0.0045	0.9519 ± 0.0066	0.9556 ± 0.0069	0.9541 ± 0.0055	0.9555 ± 0.0044