Table 4.

Evaluation index of ARF-OOBEE in multiple label classification

Classification	F1-score	Sensitivity	Precision	Specificity	Hamming loss	Accuracy	G-mean
AR	0.9607 ± 0.0138	0.9472 ± 0.0115	0.9757 ± 0.0171	0.9884 ± 0.0225	0.0239 ± 0.0103	0.9761 ± 0.0363	0.9676 ± 0.0221
RS	0.9808 ± 0.0132	0.9733 ± 0.0122	0.9886 ± 0.0157	0.9984 ± 0.0165	0.0060 ± 0.0096	0.9940 ± 0.0321	0.9858 ± 0.0171
NSD	0.8687 ± 0.0122	0.8687 ± 0.0133	0.8687 ± 0.0202	0.9875 ± 0.0237	0.0243 ± 0.0088	0.9724 ± 0.0336	0.9262 ± 0.0226
CR	0.9085 ± 0.0136	0.9439 ± 0.0134	0.8791 ± 0.0241	0.9809 ± 0.0245	0.0239 ± 0.0087	0.9761 ± 0.0362	0.9622 ± 0.0251
URI	0.9142 ± 0.0123	0.9142 ± 0.0124	0.9142 ± 0.0173	0.9905 ± 0.0188	0.0179 ± 0.0083	0.9821 ± 0.0312	0.9516 ± 0.0213
AH	0.9706 ± 0.0131	0.9706 ± 0.0128	0.9706 ± 0.0219	0.9968 ± 0.0186	0.0060 ± 0.0079	0.9940 ± 0.0297	0.9837 ± 0.0228
NAR	0.7784 ± 0.0151	0.7258 ± 0.0116	0.8709 ± 0.0182	0.9921 ± 0.0193	0.0373 ± 0.0081	0.9627 ± 0.0312	0.8486 ± 0.0214
OTH	0.7974 ± 0.0142	0.7746 ± 0.0134	0.8249 ± 0.0193	0.9891 ± 0.0173	0.0269 ± 0.0099	0.9731 ± 0.0362	0.8753 ± 0.0184
Degree of AR	0.9270 ± 0.0097	0.9234 ± 0.0098	0.9311 ± 0.0211	0.9466 ± 0.0182	0.0597 ± 0.0096	0.9403 ± 0.0336	0.9349 ± 0.0204
Types of AR	0.9161 ± 0.0134	0.9075 ± 0.0108	0.9274 ± 0.0228	0.9349 ± 0.0207	0.0706 ± 0.0074	0.9294 ± 0.0321	0.9211 ± 0.0217

AH, adenoid hypertrophy; AR, allergic rhinitis; ARF-OOBEE, adaptive random forest-out of bag-easy ensemble; CR, chronic rhinitis; NAR, nonallergic rhinitis; NSD, nasal septum deviation; RS, rhinosinusitis; URI, upper respiratory tract infection.