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

Bibliographic Details
Title: Machine learning using the extreme gradient boosting (XGBoost) algorithm predicts 5-day delta of SOFA score at ICU admission in COVID-19 patients
Authors: Alfaro-Farias, Mario, Vizmanos-Lamotte, Gerardo, Tschoellitsch, Thomas, Meier, Jens, Aguirre-Bermeo, Hernán, Apolo, Janina, Martínez, Alberto, Jurkolow, Geoffrey, Delahaye, Gauthier, Novy, Emmanuel, Losser, Marie-Reine, Wengenmayer, Tobias, Rilinger, Jonathan, Staudacher, Dawid L., David, Sascha, Welte, Tobias, Stahl, Klaus, Pavlos”, “Agios, Aslanidis, Theodoros, Korsos, Anita, Babik, Barna, Nikandish, Reza, Rezoagli, Emanuele, Giacomini, Matteo, Nova, Alice, Fogagnolo, Alberto, Spadaro, Savino, Ceriani, Roberto, Murrone, Martina, Wu, Maddalena A., Cogliati, Chiara, Colombo, Riccardo, Catena, Emanuele, Turrini, Fabrizio, Simonini, Maria Sole, Fabbri, Silvia, Potalivo, Antonella, Facondini, Francesca, Gangitano, Gianfilippo, Perin, Tiziana, Grazia Bocci, Maria, Antonelli, Massimo, Gommers, Diederik, Rodríguez-García, Raquel, Gámez-Zapata, Jorge, Taboada-Fraga, Xiana, Castro, Pedro, Tellez, Adrian, Lander-Azcona, Arantxa, Escós-Orta, Jesús, Martín-Delgado, Maria C., Algaba-Calderon, Angela, Franch-Llasat, Diego, Roche-Campo, Ferran, Lozano-Gómez, Herminia, Zalba-Etayo, Begoña, Michot, Marc P., Klarer, Alexander, Ensner, Rolf, Schott, Peter, Urech, Severin, Zellweger, Nuria, Merki, Lukas, Lambert, Adriana, Laube, Marcus, Jeitziner, Marie M., Jenni-Moser, Beatrice, Wiegand, Jan, Yuen, Bernd, Lienhardt-Nobbe, Barbara, Westphalen, Andrea, Salomon, Petra, Drvaric, Iris, Hillgaertner, Frank, Sieber, Marianne, Dullenkopf, Alexander, Petersen, Lina, Chau, Ivan, Ksouri, Hatem, Sridharan, Govind Oliver, Cereghetti, Sara, Boroli, Filippo, Pugin, Jerome, Grazioli, Serge, Rimensberger, Peter C., Bürkle, Christian, Marrel, Julien, Brenni, Mirko, Fleisch, Isabelle, Lavanchy, Jerome, Perez, Marie-Helene, Ramelet, Anne-Sylvie, Weber, Anja Baltussen, Gerecke, Peter, Christ, Andreas, Ceruti, Samuele, Glotta, Andrea, Marquardt, Katharina, Shaikh, Karim, Hübner, Tobias, Neff, Thomas, Redecker, Hermann, Moret-Bochatay, Mallory, Bentrup, FriederikeMeyer zu, Studhalter, Michael, Stephan, Michael, Brem, Jan, Gehring, Nadine, Selz, Daniela, Naon, Didier, Kleger, Gian-Reto, Pietsch, Urs, Filipovic, Miodrag, Ristic, Anette, Sepulcri, Michael, Heise, Antje, Franchitti Laurent, Marilene, Laurent, Jean-Christophe, Wendel Garcia, Pedro D., Schuepbach, Reto, Heuberger, Dorothea, Bühler, Philipp, Brugger, Silvio, Fodor, Patricia, Locher, Pascal, Camen, Giovanni, Gaspert, Tomislav, Jovic, Marija, Haberthuer, Christoph, Lussman, Roger F., Colak, Elif, Montomoli, Jonathan, Romeo, Luca, Moccia, Sara, Bernardini, Michele, Migliorelli, Lucia, Berardini, Daniele, Donati, Abele, Carsetti, Andrea, Bocci, Maria Grazia, Wendel Garcia, Pedro David, Fumeaux, Thierry, Guerci, Philippe, Schüpbach, Reto Andreas, Ince, Can, Frontoni, Emanuele, Hilty, Matthias Peter
Source: In Journal of Intensive Medicine October 2021 1(2):110-116
Database: ScienceDirect
More Details
ISSN:2667100X
DOI:10.1016/j.jointm.2021.09.002
Published in:Journal of Intensive Medicine
Language:English