Data-Driven Prognostication in Distal Medium Vessel Occlusions Using Explainable Machine Learning

Mert Karabacak; Burak Berksu Ozkara; Tobias D. Faizy; Trevor Hardigan; Jeremy J. Heit; Dhairya A. Lakhani; Konstantinos Margetis; J. Mocco; Kambiz Nael; Max Wintermark; Vivek S. Yedavalli

doi:10.3174/ajnr.A8547

Research ArticleArtificial Intelligence

Data-Driven Prognostication in Distal Medium Vessel Occlusions Using Explainable Machine Learning

Mert Karabacak, Burak Berksu Ozkara, Tobias D. Faizy, Trevor Hardigan, Jeremy J. Heit, Dhairya A. Lakhani, Konstantinos Margetis, J. Mocco, Kambiz Nael, Max Wintermark and Vivek S. Yedavalli

American Journal of Neuroradiology April 2025, 46 (4) 725-732; DOI: https://doi.org/10.3174/ajnr.A8547

Mert Karabacak

aFrom the Departments of Neurosurgery (M.K., T.H., K.M., J.M.), Mount Sinai Health System, New York, New York

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Burak Berksu Ozkara

bDepartment of Radiology (B.B.O.), Mount Sinai Health System, New York, New York

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Tobias D. Faizy

cNeuroendovascular Division (T.D.F.), Department of Radiology, University Medical Center Münster, Münster, Germany

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Trevor Hardigan

aFrom the Departments of Neurosurgery (M.K., T.H., K.M., J.M.), Mount Sinai Health System, New York, New York

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Jeremy J. Heit

dDepartments of Radiology and Neurosurgery (J.J.H.), Stanford Medicine, Palo Alto, California

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Dhairya A. Lakhani

eRussell H. Morgan Department of Radiology and Radiological Sciences (D.A.L., V.S.Y.), Johns Hopkins Medicine, Baltimore, Maryland

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Konstantinos Margetis

aFrom the Departments of Neurosurgery (M.K., T.H., K.M., J.M.), Mount Sinai Health System, New York, New York

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J. Mocco

aFrom the Departments of Neurosurgery (M.K., T.H., K.M., J.M.), Mount Sinai Health System, New York, New York

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Kambiz Nael

fRadiological Sciences (K.N.), University of California, San Francisco, San Francisco, California, California

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Max Wintermark

gDepartment of Neuroradiology (M.W.), The University of Texas MD Anderson Center, Houston, Texas

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Vivek S. Yedavalli

eRussell H. Morgan Department of Radiology and Radiological Sciences (D.A.L., V.S.Y.), Johns Hopkins Medicine, Baltimore, Maryland

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Vol. 46, Issue 4

1 Apr 2025

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Mert Karabacak, Burak Berksu Ozkara, Tobias D. Faizy, Trevor Hardigan, Jeremy J. Heit, Dhairya A. Lakhani, Konstantinos Margetis, J. Mocco, Kambiz Nael, Max Wintermark, Vivek S. Yedavalli

Data-Driven Prognostication in Distal Medium Vessel Occlusions Using Explainable Machine Learning

American Journal of Neuroradiology Apr 2025, 46 (4) 725-732; DOI: 10.3174/ajnr.A8547

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Machine Learning for Medium Vessel Occlusions

Mert Karabacak, Burak Berksu Ozkara, Tobias D. Faizy, Trevor Hardigan, Jeremy J. Heit, Dhairya A. Lakhani, Konstantinos Margetis, J. Mocco, Kambiz Nael, Max Wintermark, Vivek S. Yedavalli

American Journal of Neuroradiology Apr 2025, 46 (4) 725-732; DOI: 10.3174/ajnr.A8547

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