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Neu-RadBERT for Enhanced Diagnosis of Brain Injuries and Conditions
Manpreet Singh (\'Equipe de Recherche en Soins Intensifs, Centre de recherche du Centre int\'egr\'e universitaire de sant\'e et de services sociaux du Nord-de-l'\^Ile-de-Montr\'eal), Sean Macrae (Facult\'e de M\'edecine, Universit\'e de Montr\'eal), Pierre-Marc Williams (Facult\'e de M\'edecine, Universit\'e de Montr\'eal), Nicole Hung (Facult\'e de M\'ede…

Neu-RadBERT for Enhanced Diagnosis of Brain Injuries and Conditions
Objective: We sought to develop a classification algorithm to extract diagnoses from free-text radiology reports of brain imaging performed in patients with acute respiratory failure (ARF) undergoing invasive mechanical ventilation. Methods: We developed and fine-tuned Neu-RadBERT, a BERT-based model, to classify unstructured radiology reports. We extracted all the brain imaging reports (computed tomography and magnetic resonance imaging) from MIMIC-IV database, performed in patients with ARF. …