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14 results on '"Moser, Beatrice"'

1. Simulation-based inference of deep fields: galaxy population model and redshift distributions

Author

Moser, Beatrice, Kacprzak, Tomasz, Fischbacher, Silvan, Refregier, Alexandre, Grimm, Dominic, and Tortorelli, Luca

Subjects
Astrophysics - Cosmology and Nongalactic Astrophysics
Abstract

Accurate redshift calibration is required to obtain unbiased cosmological information from large-scale galaxy surveys. In a forward modelling approach, the redshift distribution n(z) of a galaxy sample is measured using a parametric galaxy population model constrained by observations. We use a model that captures the redshift evolution of the galaxy luminosity functions, colours, and morphology, for red and blue samples. We constrain this model via simulation-based inference, using factorized Approximate Bayesian Computation (ABC) at the image level. We apply this framework to HSC deep field images, complemented with photometric redshifts from COSMOS2020. The simulated telescope images include realistic observational and instrumental effects. By applying the same processing and selection to real data and simulations, we obtain a sample of n(z) distributions from the ABC posterior. The photometric properties of the simulated galaxies are in good agreement with those from the real data, including magnitude, colour and redshift joint distributions. We compare the posterior n(z) from our simulations to the COSMOS2020 redshift distributions obtained via template fitting photometric data spanning the wavelength range from UV to IR. We mitigate sample variance in COSMOS by applying a reweighting technique. We thus obtain a good agreement between the simulated and observed redshift distributions, with a difference in the mean at the 1$\sigma$ level up to a magnitude of 24 in the i band. We discuss how our forward model can be applied to current and future surveys and be further extended. The ABC posterior and further material will be made publicly available at https://cosmology.ethz.ch/research/software-lab/ufig.html., Comment: Accepted for publication in JCAP. 35 pages, 9 figures

Published
2024
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2. Fast Forward Modelling of Galaxy Spatial and Statistical Distributions

Author

Berner, Pascale, Refregier, Alexandre, Moser, Beatrice, Tortorelli, Luca, Valle, Luis Fernando Machado Poletti, and Kacprzak, Tomasz

Subjects
Astrophysics - Astrophysics of Galaxies, Astrophysics - Cosmology and Nongalactic Astrophysics
Abstract

A forward modelling approach provides simple, fast and realistic simulations of galaxy surveys, without a complex underlying model. For this purpose, galaxy clustering needs to be simulated accurately, both for the usage of clustering as its own probe and to control systematics. We present a forward model to simulate galaxy surveys, where we extend the Ultra-Fast Image Generator to include galaxy clustering. We use the distribution functions of the galaxy properties, derived from a forward model adjusted to observations. This population model jointly describes the luminosity functions, sizes, ellipticities, SEDs and apparent magnitudes. To simulate the positions of galaxies, we then use a two-parameter relation between galaxies and halos with Subhalo Abundance Matching (SHAM). We simulate the halos and subhalos using the fast PINOCCHIO code, and a method to extract the surviving subhalos from the merger history. Our simulations contain a red and a blue galaxy population, for which we build a SHAM model based on star formation quenching. For central galaxies, mass quenching is controlled with the parameter M$_{\mathrm{limit}}$, with blue galaxies residing in smaller halos. For satellite galaxies, environmental quenching is implemented with the parameter t$_{\mathrm{quench}}$, where blue galaxies occupy only recently merged subhalos. We build and test our model by comparing to imaging data from the Dark Energy Survey Year 1. To ensure completeness in our simulations, we consider the brightest galaxies with $i<20$. We find statistical agreement between our simulations and the data for two-point correlation functions on medium to large scales. Our model provides constraints on the two SHAM parameters M$_{\mathrm{limit}}$ and t$_{\mathrm{quench}}$ and offers great prospects for the quick generation of galaxy mock catalogues, optimized to agree with observations., Comment: Accepted for publication in JCAP. 33 pages, 17 figures

Published
2023
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3. sympy2c: from symbolic expressions to fast C/C++ functions and ODE solvers in Python

Author

Schmitt, Uwe, Moser, Beatrice, Lorenz, Christiane S., and Refregier, Alexandre

Subjects
Astrophysics - Instrumentation and Methods for Astrophysics, Astrophysics - Cosmology and Nongalactic Astrophysics, Computer Science - Mathematical Software, Physics - Computational Physics
Abstract

Computer algebra systems play an important role in science as they facilitate the development of new theoretical models. The resulting symbolic equations are often implemented in a compiled programming language in order to provide fast and portable codes for practical applications. We describe sympy2c, a new Python package designed to bridge the gap between the symbolic development and the numerical implementation of a theoretical model. sympy2c translates symbolic equations implemented in the SymPy Python package to C/C++ code that is optimized using symbolic transformations. The resulting functions can be conveniently used as an extension module in Python. sympy2c is used within the PyCosmo Python package to solve the Einstein-Boltzmann equations, a large system of ODEs describing the evolution of linear perturbations in the Universe. After reviewing the functionalities and usage of sympy2c, we describe its implementation and optimization strategies. This includes, in particular, a novel approach to generate optimized ODE solvers making use of the sparsity of the symbolic Jacobian matrix. We demonstrate its performance using the Einstein-Boltzmann equations as a test case. sympy2c is widely applicable and may prove useful for various areas of computational physics. sympy2c is publicly available at https://cosmology.ethz.ch/research/software-lab/sympy2c.html, Comment: 28 pages, 5 figures, 5 tables, Link to package: https://cosmology.ethz.ch/research/software-lab/sympy2c.html, the described packaged sympy2c is used within arXiv:2112.08395

Published
2022

4. Symbolic Implementation of Extensions of the $\texttt{PyCosmo}$ Boltzmann Solver

Author

Moser, Beatrice, Lorenz, Christiane S., Schmitt, Uwe, Refregier, Alexandre, Fluri, Janis, Sgier, Raphael, Tarsitano, Federica, and Heisenberg, Lavinia

Subjects
Astrophysics - Cosmology and Nongalactic Astrophysics
Abstract

$\texttt{PyCosmo}$ is a Python-based framework for the fast computation of cosmological model predictions. One of its core features is the symbolic representation of the Einstein-Boltzmann system of equations. Efficient $\texttt{C/C++}$ code is generated from the $\texttt{SymPy}$ symbolic expressions making use of the $\texttt{sympy2c}$ package. This enables easy extensions of the equation system for the implementation of new cosmological models. We illustrate this with three extensions of the $\texttt{PyCosmo}$ Boltzmann solver to include a dark energy component with a constant equation of state, massive neutrinos and a radiation streaming approximation. We describe the $\texttt{PyCosmo}$ framework, highlighting new features, and the symbolic implementation of the new models. We compare the $\texttt{PyCosmo}$ predictions for the $\Lambda$CDM model extensions with $\texttt{CLASS}$, both in terms of accuracy and computational speed. We find a good agreement, to better than 0.1% when using high-precision settings and a comparable computational speed. Links to the Python Package Index (PyPI) page of the code release and to the PyCosmo Hub, an online platform where the package is installed, are available at: https://cosmology.ethz.ch/research/software-lab/PyCosmo.html., Comment: 35 pages including 5 figures and 3 tables. Link to $\texttt{PyCosmo}$ package: https://cosmology.ethz.ch/research/software-lab/PyCosmo.html

Published
2021
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5. The PAU Survey: Measurement of Narrow-band galaxy properties with Approximate Bayesian Computation

Author

Tortorelli, Luca, Siudek, Malgorzata, Moser, Beatrice, Kacprzak, Tomasz, Berner, Pascale, Refregier, Alexandre, Amara, Adam, García-Bellido, Juan, Cabayol, Laura, Carretero, Jorge, Castander, Francisco J., De Vicente, Juan, Eriksen, Martin, Fernandez, Enrique, Gaztanaga, Enrique, Hildebrandt, Hendrik, Joachimi, Benjamin, Miquel, Ramon, Sevilla-Noarbe, Ignacio, Padilla, Cristóbal, Renard, Pablo, Sanchez, Eusebio, Serrano, Santiago, Tallada-Crespí, Pau, and Wright, Angus H.

Subjects
Astrophysics - Astrophysics of Galaxies
Abstract

Narrow-band imaging surveys allow the study of the spectral characteristics of galaxies without the need of performing their spectroscopic follow-up. In this work, we forward-model the Physics of the Accelerating Universe Survey (PAUS) narrow-band data. The aim is to improve the constraints on the spectral coefficients used to create the galaxy spectral energy distributions (SED) of the galaxy population model in Tortorelli et al. 2020. In that work, the model parameters were inferred from the Canada-France-Hawaii Telescope Legacy Survey (CFHTLS) data using Approximate Bayesian Computation (ABC). This led to stringent constraints on the B-band galaxy luminosity function parameters, but left the spectral coefficients only broadly constrained. To address that, we perform an ABC inference using CFHTLS and PAUS data. This is the first time our approach combining forward-modelling and ABC is applied simultaneously to multiple datasets. We test the results of the ABC inference by comparing the narrow-band magnitudes of the observed and simulated galaxies using Principal Component Analysis, finding a very good agreement. Furthermore, we prove the scientific potential of the constrained galaxy population model to provide realistic stellar population properties by measuring them with the SED fitting code \textsc{CIGALE}. We use CFHTLS broad-band and PAUS narrow-band photometry for a flux-limited ($\mathrm{i}<22.5$) sample of galaxies up to redshift $\mathrm{z \sim 0.8}$. We find that properties like stellar masses, star-formation rates, mass-weighted stellar ages and metallicities are in agreement within errors between observations and simulations. Overall, this work shows the ability of our galaxy population model to correctly forward-model a complex dataset such as PAUS and the ability to reproduce the diversity of galaxy properties at the redshift range spanned by CFHTLS and PAUS., Comment: 53 pages, 17 figures, Accepted for publication in JCAP

Published
2021
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8. Machine learning using the extreme gradient boosting (XGBoost) algorithm predicts 5-day delta of SOFA score at ICU admission in COVID-19 patients

Author

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, and Hilty, Matthias Peter

Published
2021
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9. 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

Author

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, and Hilty, Matthias Peter

Published
2020
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10. Pain in Critically Ill Older Patients

Author

Jeitziner, Marie-Madlen, Jenni-Moser, Béatrice, Brunkert, Thekla, Zúñiga, Franziska, Santy-Tomlinson, Julie, Series Editor, Falaschi, Paolo, Series Editor, Hertz, Karen, Series Editor, Pickering, Gisèle, editor, Zwakhalen, Sandra, editor, and Kaasalainen, Sharon, editor

Published
2018
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11. The PAU survey: measurement of narrow-band galaxy properties with approximate bayesian computation

Author

Tortorelli, Luca, primary, Siudek, Malgorzata, additional, Moser, Beatrice, additional, Kacprzak, Tomasz, additional, Berner, Pascale, additional, Refregier, Alexandre, additional, Amara, Adam, additional, García-Bellido, Juan, additional, Cabayol, Laura, additional, Carretero, Jorge, additional, J. Castander, Francisco, additional, De Vicente, Juan, additional, Eriksen, Martin, additional, Fernandez, Enrique, additional, Gaztanaga, Enrique, additional, Hildebrandt, Hendrik, additional, Joachimi, Benjamin, additional, Miquel, Ramon, additional, Sevilla-Noarbe, Ignacio, additional, Padilla, Cristóbal, additional, Renard, Pablo, additional, Sanchez, Eusebio, additional, Serrano, Santiago, additional, Tallada-Crespí, Pau, additional, and Wright, Angus H., additional

Published
2021
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12. Machine learning using the extreme gradient boosting (XGBoost) algorithm predicts 5-day delta of SOFA score at ICU admission in COVID-19 patients

Author

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

Published
2021
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13. 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

Author

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

Published
2020
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