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BMC Medical Imaging|March 14, 2022
Automated detection of pulmonary embolism from CT-angiograms using deep learningHeidi Huhtanen, Mikko Nyman, Tarek Mohsen, et al.
European Radiology Experimental|February 23, 2026
Acute deep neck infection MRI: deep learning segmentation and clinical relevance of retropharyngeal edema volumeVille Sakari Viertonen, Aapo Sirén, Mikko Nyman, et al.
European Radiology Experimental|June 19, 2025
Deep learning detects retropharyngeal edema on MRI in patients with acute neck infectionsOona Rainio, Heidi Huhtanen, Jari-Pekka Vierula, et al.
European Journal of Radiology|November 20, 2025
MRI edema patterns in acute neck infections: A multicenter and multidisciplinary interobserver studyJari-Pekka Vierula, Katri Aro, Michaela Bode, et al.
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