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Uncertainty-Aware, End-to-End Deep Learning for Functional Lung MRI Quantification Using 129Xe and 1H MRI.

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Title: Uncertainty-Aware, End-to-End Deep Learning for Functional Lung MRI Quantification Using 129Xe and 1H MRI.
Authors: Astley JR; POLARIS, School of Medicine and Population Health, The University of Sheffield, 18 Claremont Crescent, S10 2TA, Sheffield, United Kingdom.; Insigneo Institute, The University of Sheffield, Western Bank, Sheffield S10 2TN, United Kingdom., Marshall H; POLARIS, School of Medicine and Population Health, The University of Sheffield, 18 Claremont Crescent, S10 2TA, Sheffield, United Kingdom.; Insigneo Institute, The University of Sheffield, Western Bank, Sheffield S10 2TN, United Kingdom., Smith LJ; POLARIS, School of Medicine and Population Health, The University of Sheffield, 18 Claremont Crescent, S10 2TA, Sheffield, United Kingdom., Biancardi AM; POLARIS, School of Medicine and Population Health, The University of Sheffield, 18 Claremont Crescent, S10 2TA, Sheffield, United Kingdom.; Insigneo Institute, The University of Sheffield, Western Bank, Sheffield S10 2TN, United Kingdom., Brook M; POLARIS, School of Medicine and Population Health, The University of Sheffield, 18 Claremont Crescent, S10 2TA, Sheffield, United Kingdom.; Insigneo Institute, The University of Sheffield, Western Bank, Sheffield S10 2TN, United Kingdom., Collier GJ; POLARIS, School of Medicine and Population Health, The University of Sheffield, 18 Claremont Crescent, S10 2TA, Sheffield, United Kingdom.; Insigneo Institute, The University of Sheffield, Western Bank, Sheffield S10 2TN, United Kingdom., Hughes PJC; POLARIS, School of Medicine and Population Health, The University of Sheffield, 18 Claremont Crescent, S10 2TA, Sheffield, United Kingdom.; Insigneo Institute, The University of Sheffield, Western Bank, Sheffield S10 2TN, United Kingdom., Saunders LC; POLARIS, School of Medicine and Population Health, The University of Sheffield, 18 Claremont Crescent, S10 2TA, Sheffield, United Kingdom.; Insigneo Institute, The University of Sheffield, Western Bank, Sheffield S10 2TN, United Kingdom., Wild JM; POLARIS, School of Medicine and Population Health, The University of Sheffield, 18 Claremont Crescent, S10 2TA, Sheffield, United Kingdom.; Insigneo Institute, The University of Sheffield, Western Bank, Sheffield S10 2TN, United Kingdom., Tahir BA; POLARIS, School of Medicine and Population Health, The University of Sheffield, 18 Claremont Crescent, S10 2TA, Sheffield, United Kingdom.; Insigneo Institute, The University of Sheffield, Western Bank, Sheffield S10 2TN, United Kingdom.
Source: Radiology. Cardiothoracic imaging [Radiol Cardiothorac Imaging] 2026 Jun; Vol. 8 (3), pp. e250371.
Publication Type: Journal Article
Journal Info: Publisher: Radiological Society of North America, Inc Country of Publication: United States NLM ID: 101748663 Publication Model: Print Cited Medium: Internet ISSN: 2638-6135 (Electronic) Linking ISSN: 26386135 NLM ISO Abbreviation: Radiol Cardiothorac Imaging Subsets: MEDLINE
Database: MEDLINE Ultimate
Description
ISSN:2638-6135
DOI:10.1148/ryct.250371