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DOSMA: A deep-learning, open-source framework for musculoskeletal MRI analysis

Authors: Arjun D. Desai; Marco Barbieri; Valentina Mazzoli; Elka Rubin; Marianne S. Black; Lauren E. Watkins; Garry E. Gold; +2 Authors

DOSMA: A deep-learning, open-source framework for musculoskeletal MRI analysis

Abstract

{"references": ["Li X, Pai A, Blumenkrantz G, Carballido\u2010Gamio J, Link T, Ma B, Ries M, Majumdar S. Spatial distribution and relationship of T1\u03c1 and T2 relaxation times in knee cartilage with osteoarthritis. Magnetic Resonance in Medicine: An Official Journal of the International Society for Magnetic Resonance in Medicine 2009;61(6):1310-1318.", "Williams A, Qian Y, Golla S, Chu C. UTE-T2\u2217 mapping detects sub-clinical meniscus injury after anterior cruciate ligament tear. Osteoarthritis and cartilage 2012;20(6):486-494.", "Chaudhari AS, Black MS, Eijgenraam S, Wirth W, Maschek S, Sveinsson B, Eckstein F, Oei EH, Gold GE, Hargreaves BA. Five\u2010minute knee MRI for simultaneous morphometry and T2 relaxometry of cartilage and meniscus and for semiquantitative radiological assessment using double\u2010echo in steady\u2010state at 3T. Journal of Magnetic Resonance Imaging 2018;47(5):1328-1341.", "Nguyen MLH, Chen W, Gold GE. Quantitative Assessment of Cartilage Using CubeQuant. 2012; Melbourne.", "Qian Y, Williams AA, Chu CR, Boada FE. Multicomponent T2* mapping of knee cartilage: technical feasibility ex vivo. Magnetic resonance in medicine 2010;64(5):1426-1431.", "Chaudhari A, Fang Z, Lee J, Gold G, Hargreaves B. Open-Sourced Deep-Learning for Cartilage and Meniscus Segmentation. 2018; Menton.", "Klein S, Staring M, Murphy K, Viergever MA, Pluim JP. Elastix: a toolbox for intensity-based medical image registration. IEEE transactions on medical imaging 2010;29(1):196-205.", "Sveinsson B, Chaudhari A, Gold G, Hargreaves B. A simple analytic method for estimating T2 in the knee from DESS. Magnetic resonance imaging 2017;38:63-70.", "Monu UD, Jordan CD, Samuelson BL, Hargreaves BA, Gold GE, McWalter EJ. Cluster analysis of quantitative MRI T2 and T1\u03c1 relaxation times of cartilage identifies differences between healthy and ACL-injured individuals at 3T. Osteoarthritis and cartilage 2017;25(4):513-520.", "Black MS, Young K, Chaudhari AS, Sveinsson B, Kogan F, Monu U, McWalter E, Levenston M, Gold GE, Hargreaves BA. T2-mapping of Femoral Cartilage 3-months Following ACL Reconstruction Surgery. 2018; Paris, France."]}

DOSMA: A deep-learning, open-source framework for musculoskeletal MRI analysis (prerelease)

Keywords

musculoskeletal, deep-learning, MRI

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selected citations
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This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
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