Machine learning using the extreme gradient boosting (XGBoost) algorithm predicts 5-day delta of SOFA score at ICU admission in COVID-19 patients

Autor: Jonathan Montomoli, Luca Romeo, Sara Moccia, Michele Bernardini, Lucia Migliorelli, Daniele Berardini, Abele Donati, Andrea Carsetti, Maria Grazia Bocci, Pedro David Wendel Garcia, Thierry Fumeaux, Philippe Guerci, Reto Andreas Schüpbach, Can Ince, Emanuele Frontoni, Matthias Peter Hilty, Mario Alfaro-Farias, MD, Gerardo Vizmanos-Lamotte, MD, PhD, Thomas Tschoellitsch, MD, Jens Meier, MD, Hernán Aguirre-Bermeo, MD, PhD, Janina Apolo, BSc, Alberto Martínez, MD, Geoffrey Jurkolow, MD, Gauthier Delahaye, MD, Emmanuel Novy, MD, Marie-Reine Losser, MD, PhD, Tobias Wengenmayer, MD, Jonathan Rilinger, MD, Dawid L. Staudacher, MD, Sascha David, MD, Tobias Welte, MD, Klaus Stahl, MD, “Agios Pavlos”, Theodoros Aslanidis, MD, PhD, Anita Korsos, MD, Barna Babik, MD, PhD, Reza Nikandish, MD, Emanuele Rezoagli, MD, PhD, Matteo Giacomini, MD, Alice Nova, MD, Alberto Fogagnolo, MD, Savino Spadaro, MD, PhD, Roberto Ceriani, MD, Martina Murrone, MD, Maddalena A. Wu, MD, Chiara Cogliati, MD, Riccardo Colombo, MD, Emanuele Catena, MD, Fabrizio Turrini, MD, MSc, Maria Sole Simonini, MD, Silvia Fabbri, MD, Antonella Potalivo, MD, Francesca Facondini, MD, Gianfilippo Gangitano, MD, Tiziana Perin, MD, Maria Grazia Bocci, MD, Massimo Antonelli, MD, Diederik Gommers, MD, PhD, Raquel Rodríguez-García, MD, Jorge Gámez-Zapata, MD, Xiana Taboada-Fraga, MD, Pedro Castro, MD, Adrian Tellez, MD, Arantxa Lander-Azcona, MD, Jesús Escós-Orta, MD, Maria C. Martín-Delgado, MD, Angela Algaba-Calderon, MD, Diego Franch-Llasat, MD, Ferran Roche-Campo, MD, PhD, Herminia Lozano-Gómez, MD, Begoña Zalba-Etayo, MD, PhD, Marc P. Michot, MD, Alexander Klarer, Rolf Ensner, MD, Peter Schott, MD, Severin Urech, MD, Nuria Zellweger, Lukas Merki, MD, Adriana Lambert, MD, Marcus Laube, MD, Marie M. Jeitziner, RN, PhD, Beatrice Jenni-Moser, RN, MSc, Jan Wiegand, MD, Bernd Yuen, MD, Barbara Lienhardt-Nobbe, Andrea Westphalen, MD, Petra Salomon, MD, Iris Drvaric, MD, Frank Hillgaertner, MD, Marianne Sieber, Alexander Dullenkopf, MD, Lina Petersen, MD, Ivan Chau, MD, Hatem Ksouri, MD, PhD, Govind Oliver Sridharan, MD, Sara Cereghetti, MD, Filippo Boroli, MD, Jerome Pugin, MD, PhD, Serge Grazioli, MD, Peter C. Rimensberger, MD, Christian Bürkle, MD, Julien Marrel, MD, Mirko Brenni, MD, Isabelle Fleisch, MD, Jerome Lavanchy, MD, Marie-Helene Perez, MD, Anne-Sylvie Ramelet, MD, Anja Baltussen Weber, MD, Peter Gerecke, MD, Andreas Christ, MD, Samuele Ceruti, MD, Andrea Glotta, MD, Katharina Marquardt, MD, Karim Shaikh, MD, Tobias Hübner, MD, Thomas Neff, MD, Hermann Redecker, MD, Mallory Moret-Bochatay, MD, FriederikeMeyer zu Bentrup, MD, MBA, Michael Studhalter, MD, Michael Stephan, MD, Jan Brem, MD, Nadine Gehring, MD, Daniela Selz, MD, Didier Naon, MD, Gian-Reto Kleger, MD, Urs Pietsch, MD, Miodrag Filipovic, MD, Anette Ristic, MD, Michael Sepulcri, MD, Antje Heise, MD, Marilene Franchitti Laurent, MD, Jean-Christophe Laurent, MD, Pedro D. Wendel Garcia, MSc, Reto Schuepbach, MD, Dorothea Heuberger, PhD, Philipp Bühler, MD, Silvio Brugger, MD, PhD, Patricia Fodor, MD, Pascal Locher, MD, Giovanni Camen, MD, Tomislav Gaspert, MD, Marija Jovic, MD, Christoph Haberthuer, MD, Roger F. Lussman, MD, Elif Colak, MD

Publikováno v: Journal of Intensive Medicine, Vol 1, Iss 2, Pp 110-116 (2021)

Background: Accurate risk stratification of critically ill patients with coronavirus disease 2019 (COVID-19) is essential for optimizing resource allocation, delivering targeted interventions, and maximizing patient survival probability. Machine lear

Externí odkaz: https://doaj.org/article/7e7afa9d7e874b589c9f3eb1b5df67cb