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 |