| AUC | Area Under the Curve |
| CI | Confidence Interval |
| ED | Emergency Department |
| HER | Electronic Health Record |
| I2 | I-squared (measure of heterogeneity) |
| LR | Logistic Regression |
| ML | Machine Learning |
| NIHSS | National Institutes of Health Stroke Scale |
| NLP | Natural Language Processing |
| PRISMA | Preferred Reporting Items for Systematic Reviews and Meta-Analyses |
| PROBAST | Prediction Model Risk of Bias Assessment Tool |
| RF | Random Forest |
| SVM | Support Vector Machine |
| XGBoost | Extreme Gradient Boosting |
| ANN | Artificial Neural Network |
| CV | Cross-Validation |
| FIM | Functional Independence Measure |
| mRS | Modified Rankin Scale |
| NB | Naïve Bayes |
| NR | Not Reported |
| TIA | Transient Ischemic Attack |
| TRIPOD | Transparent Reporting of a Multivariable Prediction Model for Individual Prognosis or Diagnosis |
| LASSO | Least Absolute Shrinkage and Selection Operator |