Article Figures & Data
Figures
- Figure 1
- Adjusted mutual information for the independent variables.
Tables
Variables Definitions stroke status Stroke: 0 (no history of stroke), 1 (has history of stroke) gender Gender: 0 (Female), 1 (Male) Age group in year (y): Age group: 13-level category (1: 18-24 y, 2: 25-29 y, 3: 30-34 y, 4: 35-39 y, 5: 40-44 y, 6: 45-49 y, 7: 50-54 y, 8: 55-59 y, 9: 60-64 y, 10: 65-69 y, 11: 70-74 y, 12: 75-79 y, 13: 80 y or above) BMI (Body Mass Index): Body Mass Index: 1: Underweight (BMI < 18.5 Kg/m2), 2: Normal weight (BMI 18.5-24.9 Kg/m2), 3: Overweight (BMI 25 - 29.9 Kg/m2), 4: Obese (BMI ≥30 Kg/m2) smoking status Smoker: 0 (no), 1 (yes) diabetic status Diabetic: 0 (Not Diabetic), 1 (Diabetic) hypertension status Hypertension: 0 (No Hypertension), 1 (Hypertension) cholesterol status High Cholesterol: 0 (No High Cholesterol), 1 (High Cholesterol) MI History of MI: 0 (no), 1 (yes) angina/CHD History of angina or CHD: 0 (no), 1 (yes) BMI: Body mass index, y: year, MI: myocardial infarction, CHD: coronary heart disease
Features OR CI gender 0.626 0.620-0.632 age group 1.103 1.102-1.104 BMI category 0.613 0.611-0.615 smoking status 1.028 1.013-1.043 diabetic 2.111 2.084-2.138 cholesterol status 1.197 1.185-1.210 MI 3.379 3.317-3.441 angina CHD 1.733 1.701-1.766 hypertension status 2.304 2.279-2.329 Models Accuracy Precision Recall F1 Score AUC ROC Random Forest 0.725 0.704 0.775 0.738 0.725 XGBoost 0.721 0.700 0.775 0.735 0.721 Neural Network 0.717 0.688 0.794 0.738 0.717 Logistic Regression 0.706 0.699 0.724 0.711 0.706 KNN 0.690 0.682 0.713 0.697 0.690
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