1214: MACHINE LEARNING-BASED EARLY MORTALITY PREDICTION AT THE TIME OF ICU ADMISSION. (January 2022) - McManus, Sean; Almuqati, Reem; Khatib, Reem; Khanna, Ashish; Cywinski, Jacek; Papay, Francis; Mathur, Piyush