Development and validation of a reinforcement learning algorithm to dynamically optimize mechanical ventilation in critical care. - Arne Peine; Ahmed Hallawa; Johannes Bickenbach; Guido Dartmann; Lejla Begic Fazlic; Anke Schmeink; Gerd Ascheid; Christoph Thiemermann; Andreas Schuppert; Ryan Kindle; Leo A. Celi; Gernot Marx; et al. (npj Digit. Medicine, 2021)

Application of convex hull analysis for the evaluation of data heterogeneity between patient populations of different origin and implications of hospital bias in downstream machine-learning-based data processing: A comparison of 4 critical-care patient datasets. - Konstantin Sharafutdinov; Jayesh Sudhir Bhat; Sebastian Johannes Fritsch; Kateryna Nikulina; Moein E. Samadi; Richard Polzin; Hannah Mayer; Gernot Marx; Johannes Bickenbach; Andreas Schuppert (Frontiers Big Data, 2022)

Towards an Advanced Digital Infrastructure Within the Non-University Sector Demonstrated by the PICOS App. - Denise Molinnus; Angelique Kurth; Volker Lowitsch; Gernot Marx; Johannes Bickenbach (MIE, 2023)

Online Survey Study on the Needs of Former Intensive-Care Patients for the Development of a User-Friendly App. - Denise Molinnus; Angelique Kurth; Anne Mainz; Sven Meister; Gernot Marx; Johannes Bickenbach (MIE, 2024)

Mobile Applications for Longitudinal Data Collection: Web-based Survey Study of Former Intensive Care Patients. - Denise Molinnus; Anne Mainz; Angelique Kurth; Volker Lowitsch; Matthias Nüchter; Frank Bloos; Thomas Wendt; Philipp Potratz; Gernot Marx; Sven Meister; Johannes Bickenbach (J. Medical Syst., 2025)