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. 2015 Aug 25;2015:636371. doi: 10.1155/2015/636371

Table 3.

Performance on test set by indicator attributes.

Risk factor Macroaveraged Microaveraged
Precision Recall F-score Precision Recall F-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