Outcome prediction during an ICU surge using a purely data-driven approach: A supervised machine learning case-study in critically ill patients from COVID-19 Lombardy outbreak
Massimiliano Greco, Giovanni Angelotti, Pier Francesco Caruso, Alberto Zanella, Niccolò Stomeo, Elena Costantini, Alessandro Protti, Antonio Artigas, Giacomo Grasselli, Maurizio Cecconi
Topics & Concepts
MedicineLogistic regressionMechanical ventilationEmergency medicineReceiver operating characteristicRespiratory failurePredictive modellingPneumoniaIntensive care medicineIntensive care unitInterpretabilityMachine learningInternal medicineComputer scienceCOVID-19 diagnosis using AIMachine Learning in HealthcareSepsis Diagnosis and Treatment