PCI for unprotected left-main disease - in-hospital mortality (Gulf-LM registry)

Random forest: cross-validated AUROC 0.904 (0.859-0.941), somewhat optimistic because the random forest was selected as the best of 14 algorithms using these same cross-validation results; the nested cross-validation estimate, which corrects for this selection, is 0.885 (0.841-0.924). Neither has been externally validated. Research tool - not for clinical use.

Male sex
Age > 70 years
Smoking (ever)
Diabetes mellitus
Prior myocardial infarction
Prior PCI
Prior CABG
Chronic kidney disease
Peripheral arterial disease
Prior cerebrovascular accident
Atrial fibrillation
Chronic heart failure
STEMI presentation
Ejection fraction < 40%
Pulmonary hypertension (mean PAP >= 25 mmHg)
Valvular heart disease
Creatinine clearance < 60
Proximal left-main disease
Bradyarrhythmia
Tachyarrhythmia
Cardiac arrest
Cardiogenic shock