Deep Learning Transformer Models for Building a Comprehensive and Real-time Trauma Observatory: Development and Validation Study

Gabrielle Chenais   ^{1 *} , MMid, MScPH, MPHDs ;   Cédric Gil-Jardiné   ^{1, 2 *} , MD, PhD ;   Hélène Touchais   ^{1 *} , MCPM ;   Marta Avalos Fernandez   ^{1, 3 *} , PhD ;   Benjamin Contrand   ^{1 *} , MSc ;   Eric Tellier   ^{1, 2 *} , MD ;   Xavier Combes   ^{2 *} , MD ;   Loick Bourdois   ^{1 *} , MSc ;   Philippe Revel   ^{2 *} , MD ;   Emmanuel Lagarde   ^{1 *} , PhD

¹ Unit 1219, Bordeaux Public Health Center, Institut National de la Santé et de la Recherche Médicale, Bordeaux, France

² Emergency Department, Bordeaux University Hospital, Bordeaux, France

³ Statistics in Systems Biology and Translational Medicine Team, University of Bordeaux, Institut National de Recherche en Sciences et Technologies du Numérique, Talence, France

*all authors contributed equally