Identification and Progression of Heart Disease Risk Factors in Diabetic Patients from Longitudinal Electronic Health Records

Table 3

Performance on test set by indicator attributes.

Risk factor	Macroaveraged			Microaveraged
	Precision	Recall	-score	Precision	Recall	-score
CAD
Mention	0.3346	0.3405	0.3375	0.5029	1.0000	0.6693
Event	0.1148	0.1138	0.1143	0.8806	0.4245	0.5728
Test result	0.0000	0.0000	0.0000	0.0000	0.0000	0.0000
Symptom	0.0000	0.0000	0.0000	0.0000	0.0000	0.0000
Diabetes
Mention	0.6887	0.6907	0.6897	0.9219	0.9972	0.9581
High A1c	0.1109	0.106	0.1084	0.8906	0.6951	0.7808
High glucose	0.0000	0.0000	0.0000	0.0000	0.0000	0.0000
Family history
Present	0.0097	0.0097	0.0097	1.0000	0.2632	0.4167
Not present	0.9630	0.9630	0.9630	0.9725	1.0000	0.9861
Hyperlipidemia
Mention	0.4436	0.4436	0.4436	0.8444	0.962	0.8994
High cholesterol	0.0000	0.0000	0.0000	0.0000	0.0000	0.0000
High LDL	0.0331	0.0331	0.0331	0.7391	0.5862	0.6538
Hypertension
Mention	0.7062	0.7101	0.7082	0.9553	0.9918	0.9732
High blood pressure	0.2996	0.2889	0.2942	0.4858	0.7897	0.6016
Medication
ACE inhibitors	0.3320	0.3482	0.3399	0.8797	0.8325	0.8555
ACE inhibitors ARBs	0.1096	0.1128	0.1112	0.8667	0.8756	0.8711
Amylin	0.0000	0.0000	0.0000	0.0000	0.0000	0.0000
Antidiabetes Medications	0.0000	0.0000	0.0000	0.0000	0.0000	0.0000
Aspirin	0.3709	0.3930	0.3817	0.9079	0.7168	0.8011
Beta-blockers	0.3891	0.4047	0.3967	0.9302	0.7186	0.8108
Calcium-channel blockers	0.2010	0.2160	0.2082	0.9064	0.8052	0.8528
DPP-4 inhibitors	0.0039	0.0039	0.0039	1.0000	1.0000	1.0000
Ezetimibe	0.0214	0.0253	0.0232	0.6471	0.9167	0.7586
Fibrates	0.0506	0.05447	0.0525	0.8966	0.8667	0.8814
GLP-1 agonists	0.0000	0.0000	0.0000	0.0000	0.0000	0.0000
Insulin	0.1790	0.1887	0.1837	0.8598	0.6987	0.7709
Meglitinides	0.0000	0.0000	0.0000	0.0000	0.0000	0.0000
Metformin	0.2069	0.2228	0.2145	0.8439	0.8598	0.8518
Niacin	0.0123	0.0175	0.0144	0.4524	0.7600	0.5672
Nitrates	0.1031	0.1148	0.1086	0.803	0.5867	0.6780
Obesity	0.0000	0.0000	0.0000	0.0000	0.0000	0.0000
Statins	0.4617	0.4786	0.4700	0.9199	0.8715	0.8950
Sulfonylureas	0.1518	0.1595	0.1555	0.9286	0.8125	0.8667
Thiazide Diuretics	0.1226	0.1376	0.1297	0.3058	0.7441	0.4335
Thiazolidinediones	0.0396	0.04475	0.0420	0.8841	1.0000	0.9385
Thienopyridines	0.1543	0.1673	0.1606	0.8914	0.8380	0.8639
Obesity
Mention	0.1589	0.1693	0.1639	0.7632	1.0000	0.8657
BMI	0.0136	0.0123	0.0129	1.0000	0.4118	0.5833
Waist circumference	0.0000	0.0000	0.0000	0.0000	0.0000	0.0000
Smoking history
Current	0.0234	0.0234	0.0234	0.8000	0.3636	0.5000
Past	0.1479	0.1479	0.1479	0.8636	0.6726	0.7562
Ever	0.0000	0.0000	0.0000	0.0000	0.0000	0.0000
Never	0.1576	0.1576	0.1576	0.7864	0.6750	0.7265
Unknown	0.4728	0.4728	0.4728	0.7890	1.0000	0.8820