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Video from ISMRM 2019: Dr. Bradley Erickson on machine learning and clinical MRI

May 14, 2019
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A 12-week intervention increased confidence in MRI safety decisions in 95% of the almost 300 radiologists who participated.
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Demonstration of colocalization of pre-existing calcification and incident intraplaque hemorrhage (IPH) in the same plaque. Axial cross sections of the same plaque at the same arterial location on a scan obtained with a T1-weighted gradient-echo noncontrast MRI sequence in a 70-year-old female participant who was free of coronary heart disease and stroke before follow-up MRI. Baseline (left) and follow-up (right) MRI examinations. The blue arrows highlight calcification in a hypointense signal area, while the green arrow indicates IPH as a hyperintense signal. The asterisks mark the lumen of the carotid artery.
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The results depict tumor segmentation. an example of HER2 positive breast cancer is shown: (A), (B), and (C) represent the segmentation results of the entire tumor region on the T2WI, DCE-MRI, and DWI sequences, respectively; (D), (E), And (F) show the segmentation results of the intratumoral region combined with 3 mm peritumoral area on the T2WI, DCE-MRI, and DWI sequences, respectively.
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