Interpretable machine learning model for new-onset atrial fibrillation prediction in critically ill patients: a multi-center study

Topics

New-onset atrial fibrillation · New-onset atrial fibrillation · critically ill patients · Intensive care unit · Intensive care unit · machine learning · XGBoost · LASSO regression · MIMIC-IV database · MIMIC-III · SHapley Additive exPlanations · SHapley Additive exPlanations · mechanical ventilation · sepsis · blood urea nitrogen · continuous renal replacement therapy · urine output · percutaneous arterial oxygen saturation · interpretable prediction model · external validation