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

Autor: 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

Publikováno v: In Journal of Intensive Medicine October 2021 1(2):110-116

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Additional file 1 of Implications of early respiratory support strategies on disease progression in critical COVID-19: a matched subanalysis of the prospective RISC-19-ICU cohort

Autor: Garcia, Pedro D. Wendel, Aguirre-Bermeo, Hernán, Buehler, Philipp K., Alfaro-Farias, Mario, Yuen, Bernd, David, Sascha, Tschoellitsch, Thomas, Wengenmayer, Tobias, Korsos, Anita, Fogagnolo, Alberto, Gian-Reto Kleger, Wu, Maddalena A., Colombo, Riccardo, Turrini, Fabrizio, Potalivo, Antonella, Rezoagli, Emanuele, Rodríguez-García, Raquel, Castro, Pedro, Lander-Azcona, Arantxa, Martín-Delgado, Maria C., Lozano-Gómez, Herminia, Ensner, Rolf, Michot, Marc P., Gehring, Nadine, Schott, Peter, Siegemund, Martin, Merki, Lukas, Wiegand, Jan, Jeitziner, Marie M., Laube, Marcus, Salomon, Petra, Hillgaertner, Frank, Dullenkopf, Alexander, Ksouri, Hatem, Cereghetti, Sara, Grazioli, Serge, Bürkle, Christian, Marrel, Julien, Fleisch, Isabelle, Marie-Helene Perez, Weber, Anja Baltussen, Ceruti, Samuele, Marquardt, Katharina, Hübner, Tobias, Redecker, Hermann, Studhalter, Michael, Stephan, Michael, Selz, Daniela, Pietsch, Urs, Ristic, Anette, Heise, Antje, Bentrup, Friederike Meyer Zu, Laurent, Marilene Franchitti, Fodor, Patricia, Gaspert, Tomislav, Haberthuer, Christoph, Colak, Elif, Heuberger, Dorothea M., Fumeaux, Thierry, Montomoli, Jonathan, Guerci, Philippe, Schuepbach, Reto A., Hilty, Matthias P., Roche-Campo, Ferran

Additional file 1. e-Appendix 1: Specifications on the RISC-19-ICU registry structure and data collection. e-Appendix 2: Missing data handling. e-Table 1: Overall “unmatched” baseline characteristics on Day 0. e-Figure 1: “Love Plot” presenti

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::627acf17ed1f677c8ecf220b29770043

mRNA-based SARS-CoV-2 vaccination is associated with reduced ICU admission rate and disease severity in critically ill COVID-19 patients treated in Switzerland.

Autor: Hilty, Matthias Peter, Keiser, Stefanie, Wendel Garcia, Pedro D., Moser, André, Schuepbach, Reto A., the RISC-19-ICU Investigators for Switzerland, Hilty, Matthias P., Schüpbach, Reto A., Garcia, Pedro D. Wendel, Fumeaux, Thierry, Guerci, Philippe, Montomoli, Jonathan, Brugger, Silvio, Bartussek, Jan, David, Sascha, Sigg, Anne-Aylin, Zinkernagel, Annelies, Moret-Bochatay, Mallory, Yuen, Bernd, Hillermann, Thomas

Publikováno v: Intensive Care Medicine; Mar2022, Vol. 48 Issue 3, p362-365, 4p, 1 Graph