Improving the Robustness of Deep Learning Models in Predicting Hematoma Expansion from Admission Head CT

Anh T. Tran; Gaby Abou Karam; Dorin Zeevi; Adnan I. Qureshi; Ajay Malhotra; Shahram Majidi; Santosh B. Murthy; Soojin Park; Despina Kontos; Guido J. Falcone; Kevin N. Sheth; Seyedmehdi Payabvash

doi:10.3174/ajnr.A8650

Research ArticleARTIFICIAL INTELLIGENCE

Improving the Robustness of Deep Learning Models in Predicting Hematoma Expansion from Admission Head CT

Anh T. Tran, Gaby Abou Karam, Dorin Zeevi, Adnan I. Qureshi, Ajay Malhotra, Shahram Majidi, Santosh B. Murthy, Soojin Park, Despina Kontos, Guido J. Falcone, Kevin N. Sheth and Seyedmehdi Payabvash

American Journal of Neuroradiology June 2025, DOI: https://doi.org/10.3174/ajnr.A8650

Anh T. Tran

aFrom the Department of Radiology (A.T.T., D.Z., S.P.), NewYork-Presbyterian/Columbia University Irving Medical Center, Columbia University, New York, New York

bDepartment of Radiology and Biomedical Imaging (A.T.T., G.A.K., D.Z., A.M.), Yale School of Medicine, New Haven, Connecticut

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Gaby Abou Karam

bDepartment of Radiology and Biomedical Imaging (A.T.T., G.A.K., D.Z., A.M.), Yale School of Medicine, New Haven, Connecticut

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Dorin Zeevi

aFrom the Department of Radiology (A.T.T., D.Z., S.P.), NewYork-Presbyterian/Columbia University Irving Medical Center, Columbia University, New York, New York

bDepartment of Radiology and Biomedical Imaging (A.T.T., G.A.K., D.Z., A.M.), Yale School of Medicine, New Haven, Connecticut

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Adnan I. Qureshi

cZeenat Qureshi Stroke Institute and Department of Neurology (A.I.Q.), University of Missouri, Columbia, Missouri

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Ajay Malhotra

bDepartment of Radiology and Biomedical Imaging (A.T.T., G.A.K., D.Z., A.M.), Yale School of Medicine, New Haven, Connecticut

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Shahram Majidi

dDepartment of Neurosurgery, Icahn School of Medicine at Mount Sinai (S.M.), Mount Sinai Hospital, New York, New York

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Santosh B. Murthy

eDepartment of Neurology (S.B.M.), Weill Cornell Medical College, Cornell University, New York

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Soojin Park

fDepartment of Neurology (S.P., D.K.), NewYork-Presbyterian/Columbia University Irving Medical Center, Columbia University, New York, New York

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Despina Kontos

fDepartment of Neurology (S.P., D.K.), NewYork-Presbyterian/Columbia University Irving Medical Center, Columbia University, New York, New York

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Guido J. Falcone

gDepartment of Neurology (G.J.F. K.N.S.), Yale School of Medicine, New Haven, Connecticut.

hCenter for Brain and Mind Health (G.J.F., K.N.S.), Yale School of Medicine, New Haven, Connecticut

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Kevin N. Sheth

gDepartment of Neurology (G.J.F. K.N.S.), Yale School of Medicine, New Haven, Connecticut.

hCenter for Brain and Mind Health (G.J.F., K.N.S.), Yale School of Medicine, New Haven, Connecticut

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Seyedmehdi Payabvash

aFrom the Department of Radiology (A.T.T., D.Z., S.P.), NewYork-Presbyterian/Columbia University Irving Medical Center, Columbia University, New York, New York

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Anh T. Tran, Gaby Abou Karam, Dorin Zeevi, Adnan I. Qureshi, Ajay Malhotra, Shahram Majidi, Santosh B. Murthy, Soojin Park, Despina Kontos, Guido J. Falcone, Kevin N. Sheth, Seyedmehdi Payabvash

Improving the Robustness of Deep Learning Models in Predicting Hematoma Expansion from Admission Head CT

American Journal of Neuroradiology Jun 2025, DOI: 10.3174/ajnr.A8650

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Improving Hematoma Expansion Prediction Robustness

Anh T. Tran, Gaby Abou Karam, Dorin Zeevi, Adnan I. Qureshi, Ajay Malhotra, Shahram Majidi, Santosh B. Murthy, Soojin Park, Despina Kontos, Guido J. Falcone, Kevin N. Sheth, Seyedmehdi Payabvash

American Journal of Neuroradiology Jun 2025, DOI: 10.3174/ajnr.A8650

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