Identification of major trauma using the simplified abbreviated injury scale to estimate the injury severity score: a diagnostic accuracy and validation study by David Eidenbenz, Tobias Gauss, Tobias Zingg, Vincent Darioli, Cécile Vallot, Pierre-Nicolas Carron, Pierre Bouzat, François-Xavier Ageron

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Machine learning-based prediction of emergency neurosurgery within 24 h after moderate to severe traumatic brain injury by Jean-Denis Moyer, Patrick Lee, Charles Bernard, Lois Henry, Elodie Lang, Fabrice Cook, Fanny Planquart, Mathieu Boutonnet, Anatole Harrois, Tobias Gauss, The Traumabase Group®

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Direct transport vs secondary transfer to level I trauma centers in a French exclusive trauma system: Impact on mortality and determinants of triage on road-traffic victims. by Sophie Rym Hamada, Nathalie Delhaye, Samuel Degoul, Tobias Gauss, Mathieu Raux, Marie-Laure Devaud, Johan Amani, Fabrice Cook, Camille Hego, Jacques Duranteau, Alexandra Rouquette, Traumabase Group

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Transition matrices model as a way to better understand and predict intra-hospital pathways of covid-19 patients by Arnaud Foucrier, Jules Perrio, Johann Grisel, Pascal Crépey, Etienne Gayat, Antoine Vieillard-Baron, Frédéric Batteux, Tobias Gauss, Pierre Squara, Seak-Hy Lo, Matthias Wargon, Romain Hellmann

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Pilot deployment of a machine-learning enhanced prediction of need for hemorrhage resuscitation after trauma – the ShockMatrix pilot study by Tobias Gauss, Jean-Denis Moyer, Clelia Colas, Manuel Pichon, Nathalie Delhaye, Marie Werner, Veronique Ramonda, Theophile Sempe, Sofiane Medjkoune, Julie Josse, Arthur James, Anatole Harrois, the Traumabase Group

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Multiple trauma in pregnant women: injury assessment, fetal radiation exposure and mortality. A multicentre observational study by Paer-Selim Abback, Alison Benchetrit, Nathalie Delhaye, Jean-Luc Daire, Arthur James, Arthur Neuschwander, Mathieu Boutonnet, Fabrice Cook, Hélène Vinour, Jean-Luc Hanouz, Jean Cotte, Bruno Pastene, Viridiana Jouffroy, Tobias Gauss, Traumabase Group

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Impact of the SARS-COV-2 outbreak on epidemiology and management of major traumain France: a registry-based study (the COVITRAUMA study) by Jean-Denis Moyer, Arthur James, Clément Gakuba, Mathieu Boutonnet, Emeline Angles, Emmanuel Rozenberg, Jean Bardon, Thomas Clavier, Vincent Legros, Marie Werner, Quentin Mathais, Véronique Ramonda, Pierre Le Minh, Yann Berthelot, Clélia Colas, Julien Pottecher, Tobias Gauss, and the Traumabase Group

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Development and validation of a pre-hospital “Red Flag” alert for activation of intra-hospital haemorrhage control response in blunt trauma by Sophie Rym Hamada, Anne Rosa, Tobias Gauss, Jean-Philippe Desclefs, Mathieu Raux, Anatole Harrois, Arnaud Follin, Fabrice Cook, Mathieu Boutonnet, the Traumabase® Group, Arie Attias, Sylvain Ausset, Gilles Dhonneur, Olivier Langeron, Catherine Paugam-Burtz, Romain Pirracchio, Bruno Riou, Guillaume de St Maurice, Bernard Vigué, Alexandra Rouquette, Jacques Duranteau

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Mastering the brain in critical conditions: an update by Chiara Robba, Elisa R. Zanier, Carmen Lopez Soto, Soojin Park, Romain Sonneville, Raimund Helbolk, Aarti Sarwal, Virginia F. J. Newcombe, Mathieu van der Jagt, Jan Gunst, Tobias Gauss, Samy Figueiredo, Jacques Duranteau, Markus B. Skrifvars, Carolina Iaquaniello, Susanne Muehlschlegel, Victoria Metaxa, Claudio Sandroni, Giuseppe Citerio, Geert Meyfroidt

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Comparison of the lethal triad and the lethal diamond in severe trauma patients: a multicenter cohort by Charles Dupuy, Thibault Martinez, Olivier Duranteau, Tobias Gauss, Natacha Kapandji, Jean Pasqueron, Mathilde Holleville, Georges Abi Abdallah, Anatole Harrois, Véronique Ramonda, Delphine Huet-Garrigue, Théophane Doublet, Marc Leone, Vincent Legros, Julien Pottecher, Gérard Audibert, Ingrid Millot, Benjamin Popoff, Benjamin Cohen, Fanny Vardon-Bounes, Mathieu Willig, Pierre Gosset, Emilie Angles, Nouchan Mellati, Nicolas Higel, Mathieu Boutonnet, Pierre Pasquier, and the TraumaBase Group®

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Multicentre observational study on practice of prehospital management of hypotensive trauma patients: the SPITFIRE study protocol by John B Holcomb, Tiziana Cena, David Lockey, Luca Montagnani, Simona Cavallo, Andrea Cortegiani, Lorenzo Gamberini, Carlo Coniglio, Marco Tartaglione, Valentina Chiarini, Cristian Lupi, Giovanni Gordini, Tobias Gauss, Aimone Giugni, Maria Teresa Strano, Luca Carenzo, Carlo Alberto Mazzoli, Silvia Cavagna, Davide Allegri, Giovanni Sbrana, Andrea Caglià, Jacopo Pernechele, Andrea Mina, Roberto Vacca, Roberto Gioachin, Valeria Bonato, Claudia Monge, Paolo Frisoni, Luca Nicora, Giovanna Zilio, Cristina Barbarino, Andrea Paoli, Giacomo Magagnotti, Andrea Spagna, Alberto Trincanato, Francesca Verginella, Marta Pescolderung, Stefania Armani, Adriano Valerio, Giulio Desiderio, Edoardo Picetti, Michela Ciminello, Christian Tosato, Yuri Ferrara, Stefano Barbadori, Silvia Pini, Andrea Vignali, Alberto Baratta, Davide Durì, Calogero Centonze, Matteo Ciccolini, Alessandra Spasiano, Tommaso Marzano, Guido Gambetti, Domenico Minniti, Michela Rauseo, Gilda Cinnella, Rosanna Vaschetto, Giacomo Iapichino, Fabio Genco, Antonio Iacono, Annalisa Deiana, Marco Vidili, Massimiliano Carta, Alessio Ficarella, Flavia Baccari

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