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. 2025 May 25;14(11):3697. doi: 10.3390/jcm14113697
AdaBoost Adaptive Boosting
AF Atrial fibrillation
AI Artificial Intelligence
AT Antithrombin
AUC Area Under the Curve
BMI Body Mass Index
CCI Charlson Comorbidity Index
CCU Cardiac Care Unit
CI Confidence Interval
CITI Collaborative Institutional Training Initiative
CSRU Cardiac Surgery Recovery Unit
DOACs Direct Oral Anticoagulants
DUA Data Use Agreement
ICD International Classification of Diseases
ICU Intensive Care Unit
KNN k-Nearest Neighbors
LASSO Least Absolute Shrinkage and Selection Operator
LightGBM Light Gradient-Boosting Machine
LR Logistic Regression
MCC Matthews Correlation Coefficient
MICE Multiple Imputation by Chained Equations
MICU Medical Intensive Care Unit
MIMIC Medical Information Mart for Intensive Care
NICU Neonatal Intensive Care Unit
RF Random Forest
ROC Receiver Operating Characteristic
SD Standard deviation
SHAP SHapley Additive exPlanations
SICU Surgical Intensive Care Unit
VKAs traditional vitamin K antagonists
XAI Explainable Artificial Intelligence
XGBoost eXtreme Gradient Boosting