Table 5:

Prediction of Gout Flare by Chief Complaint

	GOUT-CC-2019-CORPUS			CC-2020-CORPUS
Annotator or Algorithm	Precision	Recall	F1 Score	Precision	Recall	F1 Score
MID	0.88	0.92	0.90	NA	NA	NA
JDO	0.84	0.97	0.90	0.56	1.0	0.71
AM	NA	NA	NA	0.67	1.0	0.80
Human Average	0.86	0.95	0.90	0.62	1.0	0.76
NAIVE-GF	0.23	1.00	0.38	0.28	0.56	0.37
SIMPLE-GF	0.44	0.84	0.58	0.37	0.40	0.38
BERT-GF	0.71	0.48	0.56	0.79∗	0.47∗	0.57∗

^∗BERT-GF for the CC-2020-Corpus used a combined dataset of both corpi, due to the heavy class-imbalance in CC-2020-Corpus.