Table 6.

The overall performance of the system at the risk indicator level on the i2b2 test data

Risk Factor	Indicator	#Expected	#Predicted	#Correct	Precision	Recall	F-measure
CAD	mention	516	621	501	0.806	0.971	0.881
	event	139	90	76	0.844	0.546	0.664
	test	59	85	43	0.505	0.728	0.597
	symptom	70	21	10	0.476	0.143	0.219
DIABETES	mention	1,065	1,068	1,018	0.953	0.956	0.954
	AlC	82	87	68	0.781	0.829	0.804
	glucose	33	36	8	0.222	0.242	0.231
OBESE	mention	245	285	239	0.838	0.975	0.902
	BMI	17	11	11	1.000	0.647	0.785
HYPERLIMIDEMIA	mention	711	717	687	0.958	0.966	0.962
	high LDL	29	39	20	0.512	0.689	0.588
	high chol.	11	13	5	0.384	0.454	0.416
HYPERTENSION	mention	1,098	1,143	1,089	0.953	0.992	0.972
	high bp	195	204	159	0.779	0.815	0.797
MEDICATION	ACE inhibitor	612	674	583	0.865	0.952	0.906
	ARB	193	211	193	0.914	1.000	0.955
	aspirin	798	871	789	0.906	0.988	0.945
	beta blocker	835	905	817	0.903	0.978	0.939
	calcium channel	385	414	368	0.889	0.955	0.921
	blocker	222	310	218	0.703	0.982	0.819
	diuretic	6	6	6	1.000	1.000	1.000
	DPP4 inhibitors	36	59	35	0.593	0.972	0.736
	ezetimibe	90	104	88	0.846	0.977	0.907
	fibrate	395	383	351	0.916	0.888	0.903
	insulin	356	418	356	0.852	1.000	0.920
	metformin	25	41	22	0.536	0.880	0.666
	niacin	271	369	268	0.726	0.989	0.837
	nitrate	817	865	802	0.927	0.981	0.953
	statin	288	309	282	0.912	0.979	0.944
	sulfonylureas	61	69	58	0.841	0.951	0.892
	thiazolidinedione thienopyridine	284	308	276	0.896	0.972	0.932
SMOKER	current	33	51	30	0.588	0.909	0.714
	ever	3	1	0	0.000	0.000	0.000
	never	120	116	109	0.939	0.908	0.923
	past	113	108	98	0.907	0.867	0.887
	unknown	243	238	233	0.979	0.958	0.969
FAMILY_HIST	not present	495	489	481	0.983	0.956	0.954
	present	19	25	11	0.440	0.579	0.500