Radiology
Deep learning detects retropharyngeal edema on MRI in patients with acute neck infections
PMCID: PMC12179047 PMID: 40536731 DOI: 10.1186/s41747-025-00599-6 Journal: European radiology experimental Publication Date: 2025-6-19 Authors: Rainio O, Huhtanen H, Vierula JP, Nurminen J, Heikkinen J, et al. Key Points * Deep learning algorithm achieved 87.4% accuracy in detecting retropharyngeal edema at the patient level * AUROC values of 94.8%