Table 8. Target class-wise results of machine learning classifiers.

Classifier	Target Class	Original Data			Down-Sampled Data
		Precision	Recall	F1	Precision	Recall	F1
RF	No Condition	0.98	0.99	0.99	0.91	1.00	0.95
	Hypothyroid	0.98	0.95	0.97	0.98	1.00	0.99
	Increased binding protein	0.96	0.99	0.97	1.00	1.00	1.00
	Compensated hypothyroid	0.96	0.76	0.85	1.00	0.86	0.92
	Concurrent non-thyroidal illness	0.98	0.99	0.98	1.00	0.98	0.99
GBM	No Condition	0.99	0.98	0.98	0.89	0.96	0.92
	Hypothyroid	0.98	0.91	0.94	1.00	1.00	1.00
	Increased binding protein	0.92	0.99	0.95	0.98	1.00	0.99
	Compensated hypothyroid	0.78	0.82	0.80	0.91	0.83	0.87
	Concurrent non-thyroidal illness	0.95	0.99	0.97	0.98	0.94	0.96
AdaBoost	No Condition	0.92	0.94	0.93	0.90	0.92	0.91
	Hypothyroid	1.00	0.61	0.76	1.00	1.00	1.00
	Increased binding protein	0.93	0.99	0.96	0.98	1.00	0.99
	Compensated hypothyroid	0.43	0.85	0.57	0.79	0.89	0.84
	Concurrent non-thyroidal illness	0.33	0.05	0.08	1.00	0.88	0.93
LR	No Condition	0.86	0.99	0.92	0.87	0.92	0.90
	Hypothyroid	0.87	0.77	0.82	0.90	0.93	0.92
	Increased binding protein	0.00	0.00	0.00	0.94	0.85	0.89
	Compensated hypothyroid	0.86	0.25	0.39	0.82	0.80	0.81
	Concurrent non-thyroidal illness	0.00	0.00	0.00	0.88	0.92	0.90
SVC	No Condition	0.83	0.99	0.91	0.85	1.00	0.92
	Hypothyroid	0.00	0.00	0.00	0.91	0.95	0.93
	Increased binding protein	0.00	0.00	0.00	0.96	0.87	0.91
	Compensated hypothyroid	0.00	0.00	0.00	0.94	0.86	0.90
	Concurrent non-thyroidal illness	0.00	0.00	0.00	1.00	0.94	0.97