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Sauer, Christopher M; Dam, Tariq A; Celi, Leo A; Faltys, Martin; de la Hoz, Miguel A A; Adhikari, Lasith; Ziesemer, Kirsten A; Girbes, Armand; Thoral, Patrick J; Elbers, Paul (2022). Systematic Review and Comparison of Publicly Available ICU Data Sets-A Decision Guide for Clinicians and Data Scientists. Critical care medicine, 50(6), e581-e588. Wolters Kluwer Health 10.1097/CCM.0000000000005517
Wolffers, Oliver; Faltys, Martin; Thomann, Janos; Jakob, Stephan M.; Marschall, Jonas; Merz, Tobias M.; Sommerstein, Rami (2021). An automated retrospective VAE-surveillance tool for future quality improvement studies. Scientific reports, 11(1), p. 22264. Springer Nature 10.1038/s41598-021-01402-3
Hyland, Stephanie L; Faltys, Martin; Hüser, Matthias; Lyu, Xinrui; Gumbsch, Thomas; Esteban, Cristóbal; Bock, Christian; Horn, Max; Moor, Michael; Rieck, Bastian; Zimmermann, Marc; Bodenham, Dean; Borgwardt, Karsten; Rätsch, Gunnar; Merz, Tobias M. (2020). Early prediction of circulatory failure in the intensive care unit using machine learning. Nature medicine, 26(3), pp. 364-373. Springer Nature 10.1038/s41591-020-0789-4