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

Table 4

Performance on test set by time attributes.

Risk factor	Macroaveraged			Microaveraged
	Precision	Recall	-score	Precision	Recall	-score
CAD
Before DCT	0.3434	0.2628	0.2977	0.5599	0.5827	0.5711
During DCT	0.3405	0.3176	0.3286	0.5117	0.8102	0.6272
After DCT	0.3327	0.3288	0.3307	0.5000	0.9771	0.6615
Diabetes
Before DCT	0.6848	0.6683	0.6765	0.9152	0.9255	0.9203
During DCT	0.6907	0.6699	0.6801	0.9245	0.9293	0.9269
After DCT	0.6887	0.6887	0.6887	0.9219	0.9972	0.9581
Hyperlipidemia
Before DCT	0.4504	0.4429	0.4466	0.8419	0.9007	0.8703
During DCT	0.4426	0.4407	0.4416	0.8382	0.9421	0.8872
After DCT	0.4436	0.4436	0.4436	0.8444	0.962	0.8994
Hypertension
Before DCT	0.7043	0.6868	0.6954	0.9526	0.9403	0.9464
During DCT	0.644	0.7364	0.6871	0.7432	0.9557	0.8362
After DCT	0.7062	0.7062	0.7062	0.9553	0.9918	0.9732
Medication
Before DCT	0.6768	0.6600	0.6683	0.8332	0.7923	0.8122
During DCT	0.6613	0.6519	0.6565	0.8095	0.7858	0.7975
After DCT	0.6729	0.6648	0.6688	0.8200	0.7943	0.8069
Obesity
Before DCT	0.1537	0.1518	0.1527	0.7383	0.9753	0.8404
During DCT	0.1693	0.1634	0.1663	0.8246	0.9400	0.8785
After DCT	0.1537	0.1518	0.1527	0.7383	0.9753	0.8404
All risk factors
Before DCT	0.7727	0.7881	0.7803	0.8224	0.8146	0.8185
During DCT	0.7463	0.8187	0.7808	0.7835	0.8470	0.8140
After DCT	0.7706	0.8321	0.8002	0.8136	0.8688	0.8403