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

Prognostic factors associated with mortality risk and disease progression in 639 critically ill patients with COVID-19 in Europe: Initial report of the international RISC-19-ICU prospective observational cohort

Autor: Alfaro Farias, Mario, Margarit, Antoni, Vizmanos-Lamotte, Gerardo, Tschoellitsch, Thomas, Meier, Jens, Cardona, Francesco S., Skola, Josef, Horakova, Lenka, Aguirre-Bermeo, Hernan, Apolo, Janina, Novy, Emmanuel, Losser, Marie-Reine, Jurkolow, Geoffrey, Delahaye, Gauthier, David, Sascha, Welte, Tobias, Wengenmayer, Tobias, Staudacher, Dawid L., Aslanidis, Theodoros, Babik, Barna, Korsos, Anita, Gal, Janos, Csaba, Hermann, Donati, Abele, Carsetti, Andrea, Turrini, Fabrizio, Simonini, Maria Sole, Ceriani, Roberto, Murrone, Martina, Rezoagli, Emanuele, Vitale, Giovanni, Fogagnolo, Alberto, Spadaro, Savino, Wu, Maddalena Alessandra, Cogliati, Chiara, Colombo, Riccardo, Catena, Emanuele, Facondini, Francesca, Potalivo, Antonella, Gangitano, Gianfilippo, Perin, Tiziana, Bocci, Maria Grazia, Antonelli, Massimo, Gommers, Diederik, Ince, Can, Mayor-Vázquez, Eric, Cruz, Maria, Delgado, Martin, Garcia, Raquel Rodriguez, Gamez Zapata, Jorge, Zalba-Etayo, Begoña, Lozano-Gomez, Herminia, Castro, Pedro, Tellez, Adrian, Jacas, Adriana, Muñoz, Guido, Andrea, Rut, Ortiz, Jose, Quintana, Eduard, Rovira, Irene, Reverter, Enric, Fernandez, Javier, Ferrer, Miquel, Badia, Joan R., Lander Azcona, Arantxa, Orta, Jesus Escos, Bühler, Philipp, Brugger, Silvio, Hofmaenner, Daniel, Unseld, Simone, Ruschitzka, Frank, Moret-Bochatay, Mallory, Yuen, Bernd, Hillermann, Thomas, Ksouri, Hatem, Sridharan, Govind Oliver, Ristic, Anette, Sepulcri, Michael, Filipovic, Miodrag, Pietsch, Urs, Salomon, Petra, Drvaric, Iris, Schott, Peter, Urech, Severin, Lambert, Adriana, Merki, Lukas, Laube, Marcus, Hillgaertner, Frank, Sieber, Marianne, Dullenkopf, Alexander, Petersen, Lina, Grazioli, Serge, Rimensberger, Peter C., Fleisch, Isabelle, Lavanchy, Jerome, Marquardt, Katharina, Shaikh, Karim, Redecker, Hermann, Stephan, Michael, Brem, Jan, Rogdo, Bjarte, Birkenmaier, Andre, Meyer zu Bentrup, Friederike, Fodor, Patricia, Locher, Pascal, Camen, Giovanni, Siegemund, Martin, Zellweger, Nuria, Jeitziner, Marie-Madlen, Jenni-Moser, Beatrice, Bürkle, Christian, Kleger, Gian-Reto, Franchitti Laurent, Marilene, Laurent, Jean-Christophe, Gaspert, Tomislav, Jovic, Marija, Studhalter, Michael, Haberthuer, Christoph, Lussman, Roger F., Selz, Daniela, Naon, Didier, Mauri, Romano, Ceruti, Samuele, Marrel, Julien, Brenni, Mirko, Ensner, Rolf, Gehring, Nadine, Heise, Antje, Huebner, Tobias, Neff, Thomas A., Cereghetti, Sara, Boroli, Filippo, Pugin, Jerome, Marczin, Nandor, Wong, Joyce, Wendel Garcia, Pedro David, Fumeaux, Thierry, Guerci, Philippe, Heuberger, Dorothea Monika, Montomoli, Jonathan, Roche-Campo, Ferran, Schuepbach, Reto Andreas, Hilty, Matthias Peter

Publikováno v: In EClinicalMedicine August 2020 25

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Additional file 1 of Dynamics of disease characteristics and clinical management of critically ill COVID-19 patients over the time course of the pandemic: an analysis of the prospective, international, multicentre RISC-19-ICU registry

Autor: Wendel-Garcia, Pedro David, Moser, André, Jeitziner, Marie-Madlen, Aguirre-Bermeo, Hernán, Arias-Sanchez, Pedro, Apolo, Janina, Roche-Campo, Ferran, Franch-Llasat, Diego, Kleger, Gian-Reto, Schrag, Claudia, Pietsch, Urs, Filipovic, Miodrag, David, Sascha, Stahl, Klaus, Bouaoud, Souad, Ouyahia, Amel, Fodor, Patricia, Locher, Pascal, Siegemund, Martin, Zellweger, Nuria, Cereghetti, Sara, Schott, Peter, Gangitano, Gianfilippo, Wu, Maddalena Alessandra, Alfaro-Farias, Mario, Vizmanos-Lamotte, Gerardo, Ksouri, Hatem, Gehring, Nadine, Rezoagli, Emanuele, Turrini, Fabrizio, Lozano-Gómez, Herminia, Carsetti, Andrea, Rodríguez-García, Raquel, Yuen, Bernd, Weber, Anja Baltussen, Castro, Pedro, Escos-Orta, Jesus Oscar, Dullenkopf, Alexander, Martín-Delgado, Maria C., Aslanidis, Theodoros, Perez, Marie-Helene, Hillgaertner, Frank, Ceruti, Samuele, Franchitti Laurent, Marilene, Marrel, Julien, Colombo, Riccardo, Laube, Marcus, Fogagnolo, Alberto, Studhalter, Michael, Wengenmayer, Tobias, Gamberini, Emiliano, Buerkle, Christian, Buehler, Philipp K., Keiser, Stefanie, Elhadi, Muhammed, Montomoli, Jonathan, Guerci, Philippe, Fumeaux, Thierry, Schuepbach, Reto A., Jakob, Stephan M., Que, Yok-Ai, Hilty, Matthias Peter

Additional file 1. Online Supplementary Material.

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::b7515d1b44baf1cf0a43cd0cd7509d55

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