Table 4.

Performance metrics of machine learning and deep learning models for severity assessment of COVID-19.

Model		Pre.	Recall	F1	Acc.	AUC
Single Task	RF	0.628	0.639	0.624	63.91%	0.791
	LGBM	0.630	0.647	0.632	64.66%	0.784
	ResNet3D	0.546	0.556	0.549	55.64%	0.737
	deCoVnet	0.540	0.591	0.552	59.15%	0.757
	SqueezeNet3D	0.655	0.659	0.653	65.91%	0.794
	ShiftNet3D	0.655	0.659	0.653	65.91%	0.794
Multi-task	COVID-MTL	0.666	0.667	0.649	66.67%	0.800
	COVID-MTL (Transfer)	0.647	0.669	0.632	66.92%	0.813