Table 1.

Annotation and retrieval performance for each method. All metrics are upper bounded by 1.

Algorithms	Annotation			Retrieval
	Precision	Recall	F-Score	Prec@10	Prec@R	AUC-ROC
ICD-9 Only	0.61	0.18	0.27	0.60	0.19	0.59
Embedding Only	0.44	0.49	0.44	0.62	0.48	0.96
Embedding with Query Expansion	0.50	0.80	0.57	0.66	0.56	0.98