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

Sixty-Day Mortality Among 520 Italian Hospitalized COVID-19 Patients According to the Adopted Ventilatory Strategy in the Context of an Integrated Multidisciplinary Clinical Organization: A Population-Based Cohort Study

Autor: Raffaella De Giovanni, Luca Giampaolo, Elisa Marchionni, Enrico Cavagna, Elena Mosconi, Francesco Muratore, Tiziana Perin, Gianfilippo Gangitano, Luigi Arcangelo Lazzari Agli, Maria Maddalena Bitondo, Giovanni Giuliani, Ilaria Valentini, Francesca Facondini, Sonia Guarino, Cinzia Ravaioli, Antonella Potalivo, Daniela Guerra, Francesco Cristini, Ilaria Panzini, Giuseppe Nardi, Jonathan Montomoli, Gianfranco Sanson, Carlo Biagetti

Publikováno v: Clinical Epidemiology, Vol Volume 12, Pp 1421-1431 (2020)
Clinical Epidemiology

Antonella Potalivo,1,* Jonathan Montomoli,1,* Francesca Facondini,1 Gianfranco Sanson,2 Luigi Arcangelo Lazzari Agli,3,4 Tiziana Perin,5 Francesco Cristini,6 Enrico Cavagna,7 Raffaella De Giovanni,8 Carlo Biagetti,6 Ilaria Panzini,9 Cinzia Ravaioli,1

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::cc0470d36f1973fb4a61ec55f3b6293c
https://www.dovepress.com/sixty-day-mortality-among-520-italian-hospitalized-covid-19-patients-a-peer-reviewed-article-CLEP

Health-related quality of life profiles, trajectories, persistent symptoms and pulmonary function one year after ICU discharge in invasively ventilated COVID-19 patients, a prospective follow-up study

Autor: Antonio Poerio, Andrea Castelli, Sara Piciucchi, Giulia Falò, Davide Allegri, Marco Verri, Andrea Marudi, Massimiliano Mazzolini, Michele Imbriani, Loredana Franchini, Carlo Coniglio, Mirco Leo, Antonella Potalivo, Luigi Lazzari Agli, Roberta Nicali, Marco Cavagnino, Guglielmo Consales, Marina Terzitta, Harri Sintonen, Raffaella Papa, Maria Teresa Minguzzi, Cristiana Laici, Paolo Orlandi, Federica Damiani, Carlo Alberto Mazzoli, Silvia Orlando, Vito Marco Ranieri, Iacopo Cappellini, Valentina Chiarini, Elisa Marinangeli, Stefano Oldani, Virginia Buldini, Marco Tartaglione, Gianluca Zani, Lorenzo Mellini, Carlo Alberto Volta, Irene Ottaviani, Silvia Candini, Filippo Becherucci, Emanuela Giampalma, Maria Concetta Lanza, Federica Ciccarese, Irene Cavalli, Annalisa Marchio, Bruno Balbi, Fabrizio Racca, Matteo Monari, Luca Morini, Anna Malfatto, Elisabetta Bertellini, Francesco Boni, Emanuele Russo, Lorenzo Viola, Michele Valli, Savino Spadaro, Martina Ferioli, Emanuele Matteo, Giovanni Gordini, Marco Contoli, Ilaria Valentini, Chiara Tartivita, Alessia Guzzo, Lorenzo Giuntoli, Gaetano Scaramuzzo, Davide Colombo, Jessica Maccieri, Luca Bissoni, Stefano Nava, Angela Bellocchio, Patrizio Goti, Laura Bernabé, Jonathan Montomoli, Stefano Maitan, Tommaso Meconi, Angelo Senzi, Lorenzo Gamberini, Silvia Pareschi, Stefania Taddei, Angelica Venni, Fabio Ferrari, Marco Miceli, Chiara Capozzi, Elisabetta Marangoni, Lorenzo Tutino, Giulia Felloni, Antonio Siniscalchi, Giacinto Pizzilli, Francesco Muratore, Giorgia Dalpiaz, Federico Moro, Daniele Fecarotti, Vanni Agnoletti, Gabriele Melegari, Rita Golfieri, Federico Domenico Baccarini, Francesca Facondini, Patrizia Pompa Cleta, Marianna Padovani, Eva Bernardi, Tommaso Tonetti, Angelina Adduci, Federico Daniele, Anna Filomena Ferravante, Maurizio Fusari, Igor Bacchilega, Claudia Ravaglia, Nicola Cilloni, Martina Mughetti, Vittorio Pavoni, Ersenad Neziri, Irene Prediletto, Aline Pagni

Publikováno v: Respiratory Medicine

Background Health-related quality of life (HRQoL) impairment is often reported among COVID-19 ICU survivors, and little is known about their long-term outcomes. We evaluated the HRQoL trajectories between 3 months and 1 year after ICU discharge, the

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::ad544dbbd417cfb772df62707bbaaf5c
http://hdl.handle.net/11585/841292

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

Publikováno v: EClinicalMedicine
EClinicalMedicine, 25:100449. Lancet Publishing Group
EClinicalMedicine, Vol 25, Iss, Pp 100449-(2020)
EClinicalMedicine, Vol. 25 (2020) P. 100449
EClinicalMedicine, vol. 25, pp. 100449
Wendel Garcia, Pedro David; Fumeaux, Thierry; Guerci, Philippe; Heuberger, Dorothea Monika; Montomoli, Jonathan; Roche-Campo, Ferran; Schuepbach, Reto Andreas; Hilty, Matthias Peter (2020). 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. EClinicalMedicine, 25, p. 100449. Elsevier 10.1016/j.eclinm.2020.100449

Background Coronavirus disease 2019 (COVID-19) is associated with a high disease burden with 10% of confirmed cases progressing towards critical illness. Nevertheless, the disease course and predictors of mortality in critically ill patients are poor

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::8d197c77a4b121faff3aec7e10de1939
https://doi.org/10.5167/uzh-192255

Implantable Intrathecal Pumps for the Treatment of Noncancer Chronic Pain in Elderly Population: Drug Dose and Clinical Efficacy

Autor: Alessandro Caminiti, Guido Fanelli, Alessandro Ingardia, William Raffaeli, Donatella Righetti, Francesca Facondini, Lucia Pambianco, Marco Balestri, Pantazis Pantazopoulos

Publikováno v: Neuromodulation: Technology at the Neural Interface. 11:33-39

Objective. This study aims to assess long-term follow-up of efficacy and quality of life for 34 geriatric patients (10 men, 24 women, mean age 72.3 ± 11.6 years) with intrathecal (IT) drug delivery systems (IDDS), implanted between 1994 and 2002, fo

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::3ed19955b3fee5a3184d04fcc56f8c2d
https://doi.org/10.1111/j.1525-1403.2007.00140.x