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

Machine learning using the Extreme Gradient Boosting (XGBoost) algorithm predicts 5-day delta of SOFA score at ICU admission in COVID-19 patients

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

Publikováno v: Journal of Intensive Medicine
Journal of Intensive Medicine, vol. 1, no. 2, pp. 110-116
Journal of Intensive Medicine, 1(2), 110-116. Elsevier BV
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 lea

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::a6b417a30963d586082f499aea0ec81f
http://europepmc.org/articles/PMC8531027