| AUROC | Area Under the Receiver Operating Characteristic Curve |
| CI | Confidence Interval |
| CV | Cross-Validation |
| DT | Decision Tree |
| EHR | Electronic Health Records |
| ESRS | Essen Stroke Risk Score |
| GBM | Gradient Boosting Machine |
| GNSIS | Geisinger Neuroscience Ischemic Stroke |
| HbA1c | Hemoglobin A1c |
| HDL | High-Density Lipoprotein |
| ICD-9/10-CM | International Classification of Diseases, Ninth/Tenth Revision, Clinical Modification |
| IQR | Interquartile Range |
| LDL | Low-Density Lipoprotein |
| LR | Logistic Regression |
| MICE | Multivariate Imputation by Chained Equations |
| ML | Machine Learning |
| MRI | Magnetic Resonance Imaging |
| NIHSS | National Institutes of Health Stroke Scale |
| OR | Odds Ratios |
| PPV | Positive Predictive Value |
| RF | Random Forest |
| SA | Sensitivity Analysis |
| SMOTE | Synthetic Minority Over-sampling Technique |
| SPI-II | Stroke Prognostic Instrument |
| SVM | Support Vector Machines |
| XGBoost | Extreme Gradient Boosting |