Diagnostic Expert Advisor: A platform for developing machine learning models on medical time-series data

by Richard Polzin, Sebastian Fritsch, Konstantin Sharafutdinov, Gernot Marx, Andreas Schuppert
Published 2023-07-01

Biometric covariates and outcome in COVID-19 patients: are we looking close enough?

by Konstantin Sharafutdinov, Sebastian Johannes Fritsch, Gernot Marx, Johannes Bickenbach, Andreas Schuppert
Published 2021-11-01

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...

by Konstantin Sharafutdinov, Konstantin Sharafutdinov, Konstantin Sharafutdinov, Jayesh S. Bhat, Jayesh S. Bhat, Sebastian Johannes Fritsch, Sebastian Johannes Fritsch, Sebastian Johannes Fritsch, Kateryna Nikulina, Kateryna Nikulina, Kateryna Nikulina, Moein E. Samadi, Moein E. Samadi, Richard Polzin, Richard Polzin, Richard Polzin, Hannah Mayer, Hannah Mayer, Gernot Marx, Gernot Marx, Johannes Bickenbach, Johannes Bickenbach, Andreas Schuppert, Andreas Schuppert, Andreas Schuppert
Published 2022-10-01

A hybrid modeling framework for generalizable and interpretable predictions of ICU mortality across multiple hospitals

by Moein E. Samadi, Jorge Guzman-Maldonado, Kateryna Nikulina, Hedieh Mirzaieazar, Konstantin Sharafutdinov, Sebastian Johannes Fritsch, Andreas Schuppert
Published 2024-03-01

Developing an Artificial Intelligence-Based Representation of a Virtual Patient Model for Real-Time Diagnosis of Acute Respiratory Distress Syndrome

by Chadi S. Barakat, Konstantin Sharafutdinov, Josefine Busch, Sina Saffaran, Declan G. Bates, Jonathan G. Hardman, Andreas Schuppert, Sigurður Brynjólfsson, Sebastian Fritsch, Morris Riedel
Published 2023-06-01

Algorithmic surveillance of ICU patients with acute respiratory distress syndrome (ASIC): protocol for a multicentre stepped-wedge cluster randomised quality improvement strategy

by Stefan Kluge, Christian Putensen, Danny Ammon, Silke Haferkamp, Saskia Deffge, Thomas Wendt, Daniel Tiller, André Scherag, Philipp Simon, Johannes Bickenbach, Sebastian Johannes Fritsch, Julian Benedict Kunze, Oliver Maassen, Jennifer Kistermann, Irina Lutz, Nora Kristiana Voellm, Volker Lowitsch, Richard Polzin, Konstantin Sharafutdinov, Hannah Mayer, Lars Kuepfer, Rolf Burghaus, Walter Schmitt, Joerg Lippert, Morris Riedel, Chadi Barakat, André Stollenwerk, Simon Fonck, Sven Zenker, Felix Erdfelder, Daniel Grigutsch, Rainer Kram, Susanne Beyer, Knut Kampe, Jan Erik Gewehr, Friederike Salman, Patrick Juers, Emilia Wisotzki, Sebastian Gross, Lorenz Homeister, Frank Bloos, Susanne Mueller, Julia Palm, Nora Jahn, Markus Loeffler, Tobias Schuerholz, Petra Groeber, Andreas Schuppert
Published 2021-04-01