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

Autor: Wendel Garcia, Pedro D, Aguirre-Bermeo, Hernán, Buehler, Philipp K, Alfaro-Farias, Mario, Yuen, Bernd, David, Sascha, Tschoellitsch, Thomas, Wengenmayer, Tobias, Korsos, Anita, Fogagnolo, Alberto, Kleger, Gian-Reto, 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, Fodor, Patricia, et al

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=od_______885::4495d416359b27815de5dae49135d566
https://doi.org/10.5167/uzh-204487

Additional file 3 of Noninvasive respiratory support outside the intensive care unit for acute respiratory failure related to coronavirus-19 disease: a systematic review and meta-analysis

Autor: Cammarota, Gianmaria, Esposito, Teresa, Azzolina, Danila, Cosentini, Roberto, Menzella, Francesco, Aliberti, Stefano, Coppadoro, Andrea, Bellani, Giacomo, Foti, Giuseppe, Grasselli, Giacomo, Cecconi, Maurizio, Pesenti, Antonio, Vitacca, Michele, Lawton, Tom, Ranieri, V. Marco, Di Domenico, Sandro Luigi, Resta, Onofrio, Gidaro, Antonio, Potalivo, Antonella, Nardi, Giuseppe, Brusasco, Claudia, Tesoro, Simonetta, Navalesi, Paolo, Vaschetto, Rosanna, De Robertis, Edoardo

Additional file 3. Characteristics of the enrolled investigations, overall clinical characteristics of the populations investigated in the enrolled studies, and list of studies excluded after reading the full text.

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::708984a5bfd75c0318441c2323c28f2c