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A Machine Learning Pipeline for Prediction of Bone Marrow Oedema Along the Sacroiliac Joints on Magnetic Resonance Imaging

Joris Roels,Ann-Sophie Kathleen De Craemer,Thomas Renson,Manouk de Hooge,Arne Gevaert,Lennart Jans,Nele Herregods,Thomas Van den Berghe,Philippe Carron,Filip Van den Bosch,Yvan Saeys,Dirk Elewaut

ARTHRITIS & RHEUMATOLOGY（2022）

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Abstract
We propose a fully automated ML pipeline that enables objective and standardized evaluation of BMO along the SI joints on MRI. This method has the potential to screen large numbers of (suspected) SpA patients and is a step closer towards artificial intelligence assisted diagnosis and follow-up.
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Key words
bone marrow oedema,sacroiliac joints,magnetic resonance imaging,bone marrow
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