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. 2025 May 23;13(11):1223. doi: 10.3390/healthcare13111223
ML Machine learning
FMC Flinders Medical Centre
EMRs Electronic medical records
HFRS Hospital Frailty Risk Score
SES Socioeconomic status
IRSD Index of Relative Socioeconomic Disadvantage
CCI Charlson Comorbidity Index
CHF Congestive heart failure
C-RP C-reactive protein
NLR Neutrophil–lymphocyte ratio
ED Emergency department
LASSO Least Absolute Shrinkage and Selection Operator
LOS Length of hospital stay
RF Random forest
XGBoost Extreme Gradient Boosting
ANN Artificial neural network
AUC Area under the receiver operating characteristic curve