From: Automatic identification of variables in epidemiological datasets using logic regression
Variable | Unit | Construction sample | Validation sample | ||||||
---|---|---|---|---|---|---|---|---|---|
Sensitivity | Specificity | PPV | NPV | Sensitivity | Specificity | PPV | NPV | ||
Age | years | 1 | 0.997549 | 0.78 | 1 | 0.956522 | 0.994545 | 0.511628 | 0.999739 |
BMI | kg/m2 | 0.973684 | 0.999777 | 0.973684 | 0.999777 | 0.454545 | 0.998958 | 0.789474 | 0.99533 |
Urea | mg/dl | 1 | 0.78333 | 0.004065 | 1 | 1 | 0.822693 | 0.005797 | 1 |
Cholesterol | mg/dl | 0.913043 | 0.999778 | 0.954545 | 0.999556 | 0.588235 | 1 | 1 | 0.998188 |
Cholesterol SI | mmol/l | 0.956522 | 0.463366 | 0.00902 | 0.999521 | 0.375 | 0.443609 | 0.002788 | 0.994189 |
Creatinine | mg/dl | 0.947368 | 0.727595 | 0.014446 | 0.999695 | 0.777778 | 0.825311 | 0.010264 | 0.999373 |
Diabetes | - | 1 | 0.005797 | 0.009331 | 1 | 0.757576 | 0.015625 | 0.00657 | 0.882353 |
Education | - | 0.866667 | 0.499778 | 0.005727 | 0.999114 | 0.888889 | 0.508799 | 0.004197 | 0.999492 |
Ethnicity | - | 0.916667 | 0.998671 | 0.647059 | 0.999778 | 0.625 | 0.998706 | 0.5 | 0.999223 |
Event date | - | 0.771084 | 0.455221 | 0.025755 | 0.990695 | 0.580645 | 0.407407 | 0.02354 | 0.975301 |
Fasting glucose | mg/dl | 0.954545 | 0.980022 | 0.189189 | 0.999774 | 0.5625 | 0.994555 | 0.3 | 0.998179 |
Fasting glucose SI | mmol/l | 1 | 0.015289 | 0.00314 | 1 | 0.866667 | 0.020477 | 0.003428 | 0.975309 |
Fibrinogen | mg/dl | 0.928571 | 0.515622 | 0.005912 | 0.99957 | 1 | 0.556648 | 0.004067 | 1 |
Hemoglobin | g/dl | 0.923077 | 0.145104 | 0.0031 | 0.998476 | 0.875 | 0.124191 | 0.002064 | 0.997921 |
Hemoglobin SI | g/l | 1 | 0.024326 | 0.001132 | 1 | 0 | 0.047065 | 0 | 0.968085 |
Hba1c | % | 0.944444 | 0.999113 | 0.809524 | 0.999778 | 0.666667 | 1 | 1 | 0.998965 |
HDL cholesterol | mg/dl | 0.35 | 0.999334 | 0.7 | 0.997122 | 0.1875 | 0.998704 | 0.375 | 0.996636 |
HDL cholesterol SI | mmol/l | 0.863636 | 0.978246 | 0.162393 | 0.99932 | 0.705882 | 0.977178 | 0.12 | 0.998675 |
History of CVD | - | 0.611111 | 0.98368 | 0.311321 | 0.99525 | 0.348485 | 0.967923 | 0.277108 | 0.976801 |
Hs-CRP | mg/l | 0.875 | 0.99823 | 0.466667 | 0.999778 | 1 | 0.998702 | 0.807692 | 1 |
Hypertension | - | 0.941176 | 0.971511 | 0.2 | 0.999542 | 0.965517 | 0.961238 | 0.158192 | 0.999729 |
Intima Media Thickness (IMT) | 0.1 mm | 0.73494 | 0 | 0.013541 | 0 | 0.99115 | 0 | 0.057866 | 0 |
Intima Media Thickness (IMT) SI | mm | 0.354911 | 0.989703 | 0.791045 | 0.933195 | 0.070588 | 0.969044 | 0.138462 | 0.936682 |
Arterial diameter | mm | 0.685393 | 0.989184 | 0.559633 | 0.993662 | 0.509259 | 0.998406 | 0.901639 | 0.986097 |
Income | - | 1 | 0 | 0.000884 | 0 | 1 | 0 | 0.000516 | 0 |
LDL cholesterol | mg/dl | 0 | 1 | 0 | 0.995582 | 0 | 1 | 0 | 0.996902 |
LDL cholesterol | mmol/l | 0.73913 | 0.992451 | 0.333333 | 0.99866 | 0.5 | 0.996368 | 0.391304 | 0.997662 |
Leukocytes | 1/μl | 0 | 0.993803 | 0 | 0.998 | 0 | 0.997411 | 0 | 0.997152 |
Dyslipidemia | - | 0.923077 | 0.999335 | 0.8 | 0.999778 | 0.416667 | 0.998446 | 0.454545 | 0.998187 |
Antidiabetic medication | - | 0.761905 | 0.997074 | 0.831169 | 0.995506 | 0.571429 | 0.998688 | 0.878049 | 0.992954 |
Antihypertensive medication | - | 0.989362 | 0.591699 | 0.04887 | 0.999619 | 0.886364 | 0.607057 | 0.073724 | 0.993438 |
Lipid-lowering medication | - | 0.987179 | 0.510227 | 0.034131 | 0.99956 | 0.982143 | 0.5093 | 0.028527 | 0.999486 |
Nicotine consumption | Pack years | 0.8 | 1 | 1 | 0.998891 | 0.714286 | 0.999482 | 0.833333 | 0.998964 |
Carotid plaque | - | 0.613636 | 0.999108 | 0.870968 | 0.996219 | 0.953757 | 1 | 1 | 0.997843 |
Diastolic blood pressure | mmHg | 0.965116 | 0.985364 | 0.560811 | 0.999315 | 0.764706 | 0.983255 | 0.378641 | 0.996817 |
Systolic blood pressure | mmHg | 0.674419 | 0.999775 | 0.983051 | 0.993733 | 0.510638 | 0.996602 | 0.648649 | 0.994004 |
Socioeconomic status | - | 1 | 0.076514 | 0.004304 | 1 | 0.888889 | 0.072205 | 0.002227 | 0.996429 |
Sex | - | 0.875 | 0.999334 | 0.875 | 0.999334 | 0.6875 | 0.998444 | 0.647059 | 0.998703 |
Smoking status | - | 0.972603 | 0.20229 | 0.019592 | 0.997785 | 0.75 | 0.26145 | 0.013632 | 0.987154 |
Triglycerides | mg/dl | 0.969697 | 0.136849 | 0.008182 | 0.998377 | 0 | 0.077201 | 0 | 1 |
Ultrasound date | - | 0 | 0.999553 | 0 | 0.988729 | 0 | 1 | 0.988897 | 1 |
Average | 0.799584 | 0.707405 | 0.34172 | 0.947871 | 0.619019 | 0.710383 | 0.325339 | 0.941999 |