Table 1.

Precision, recall and F₁ score for problem list generation, relation detection, disease-specific extractive summarization, adverse drug event extraction, medication change extraction, and semantic find.

Component	Type	Precision	Recall	F1 score
Problem list generation	(all problems)	0.84	0.66	0.74
Relation detection	Problem – Medication	0.82	0.75	0.78
	Problem – Procedure	0.76	0.69	0.71
	Problem – Laboratory Test	0.85	0.74	0.79
Disease-specific extractive summarization	Hypertension	0.74	0.58	0.65
	Diabetes mellitus	0.74	0.62	0.67
	Hyperlipidemia	0.67	0.47	0.55
	Heart failure	0.74	0.50	0.60
	COPD	0.69	0.53	0.60
Adverse drug event extraction	Medication – Adverse Event	0.61	0.56	0.58
Medication change event extraction	Action	0.81	0.77	0.79
	Temporality	0.79	0.79	0.79
	Certainty	0.78	0.76	0.77
Semantic find	(all search terms)	0.87	0.87	0.87