Predicting Abnormalities in Laboratory Values of Patients in the Intensive Care Unit Using Different Deep Learning Models: Comparative Study

Ahmad Ayad   ¹ , MSc ;   Ahmed Hallawa   ² , MSc ;   Arne Peine   ² , Dr med, MHBA ;   Lukas Martin   ² , Priv-Doz, Dr med, MHBA ;   Lejla Begic Fazlic   ³ , PhD ;   Guido Dartmann   ³ , Prof Dr-Ing ;   Gernot Marx   ² , Prof Dr med, FRCA ;   Anke Schmeink   ¹ , Prof Dr-Ing

¹ Chair of Information Theory and Data Analytics, Rheinisch-Westfälische Technische Hochschule Aachen, Aachen, Germany

² Department of Intensive Care and Intermediate Care, University Hospital Rheinisch-Westfälische Technische Hochschule Aachen, Aachen, Germany

³ Fachbereich Umweltplanung/Umwelttechnik - Fachrichtung Informatik, Trier University of Applied Sciences, Trier, Germany