Cross-Silo Federated Learning for Predicting Successful Mechanical Ventilation Weaning Across 5 Intensive Care Unit Databases: Retrospective Database Analysis

Seyedmostafa Sheikhalishahi   ^{1 *} , PhD ;   Mathias Kaspar   ^{1 *} , PD, Dr rer nat ;   Johanna Schwinn   ¹ , MSc ;   Matthaeus Morhart   ¹ , BSc ;   Philipp Simon   ² , Prof Dr Med ;   Ludwig Christian Hinske   ¹ , Prof Dr Med

¹ Digital Medicine, University Hospital Augsburg, Augsburg, Germany

² Anesthesiology and Operative Intensive Care, Faculty of Medicine, University of Augsburg, Augsburg, Germany

*these authors contributed equally