Table 2 Accuracy and AUC for COVID vs non-COVID classification.

Run	Training data	LR		RF		XGB		DNN		LDA		CA-CNN		CNN-RNN
Run		Acc	AUC	Acc	AUC	Acc	AUC	Acc	AUC	Acc	AUC	Acc	AUC	Acc	AUC
1	Verified	0.77	0.81	0.82	0.85	0.80	0.80	0.65	0.70	0.75	0.82	0.75	0.77	0.77	0.76
1	Unverified	0.67	0.60	0.75	0.79	0.73	0.72	0.45	0.68	0.75	0.75	0.57	0.58	0.60	0.51
2	Verified	0.65	0.68	0.58	0.69	0.67	0.68	0.72	0.74	0.68	0.72	0.8	0.81	0.73	0.80
2	Unverified	0.63	0.65	0.70	0.73	0.73	0.70	0.68	0.75	0.77	0.84	0.43	0.34	0.63	0.58
3	Verified	0.75	0.83	0.87	0.94	0.80	0.90	0.67	0.69	0.80	0.91	0.78	0.82	0.75	0.86
3	Unverified	0.70	0.74	0.83	0.91	0.70	0.77	0.48	0.55	0.80	0.86	0.67	0.60	0.37	0.59
4	Verified	0.58	0.52	0.83	0.90	0.77	0.79	0.67	0.73	0.77	0.84	0.78	0.78	0.75	0.87
4	Unverified	0.62	0.56	0.73	0.81	0.68	0.56	0.68	0.75	0.70	0.76	0.40	0.33	0.32	0.32
5	Verified	0.62	0.67	0.62	0.76	0.73	0.80	0.63	0.66	0.63	0.72	0.78	0.82	0.68	0.69
5	Unverified	0.65	0.73	0.67	0.71	0.70	0.68	0.73	0.66	0.63	0.70	0.43	0.51	0.60	0.54
Average	Verified	0.67	0.70	0.74	0.83	0.75	0.79	0.67	0.70	0.73	0.80	0.78	0.80	0.74	0.80
Average	Unverified	0.65	0.66	0.74	0.79	0.71	0.69	0.61	0.68	0.73	0.78	0.50	0.47	0.50	0.51

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