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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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  • ORCID record for Gaby Abou Karam
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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  • ORCID record for Adnan I. Qureshi
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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Article Information

DOI 
https://doi.org/10.3174/ajnr.A8650
PubMed 
39794133

Published By 
American Journal of Neuroradiology
Print ISSN 
0195-6108
Online ISSN 
1936-959X
History 
  • Received November 19, 2024
  • Accepted after revision January 7, 2025
  • Published online June 12, 2025.

Article Versions

  • Latest version (January 10, 2025 - 14:28).
  • You are viewing the most recent version of this article.
Copyright & Usage 
© 2025 by American Journal of Neuroradiology

Author Information

  1. Anh T. Trana,b,
  2. Gaby Abou Karamb,
  3. Dorin Zeevia,b,
  4. Adnan I. Qureshic,
  5. Ajay Malhotrab,
  6. Shahram Majidid,
  7. Santosh B. Murthye,
  8. Soojin Parkf,
  9. Despina Kontosf,
  10. Guido J. Falconeg,h,
  11. Kevin N. Shethg,h and
  12. Seyedmehdi Payabvasha
  1. 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
  2. bDepartment of Radiology and Biomedical Imaging (A.T.T., G.A.K., D.Z., A.M.), Yale School of Medicine, New Haven, Connecticut
  3. cZeenat Qureshi Stroke Institute and Department of Neurology (A.I.Q.), University of Missouri, Columbia, Missouri
  4. dDepartment of Neurosurgery, Icahn School of Medicine at Mount Sinai (S.M.), Mount Sinai Hospital, New York, New York
  5. eDepartment of Neurology (S.B.M.), Weill Cornell Medical College, Cornell University, New York
  6. fDepartment of Neurology (S.P., D.K.), NewYork-Presbyterian/Columbia University Irving Medical Center, Columbia University, New York, New York
  7. gDepartment of Neurology (G.J.F. K.N.S.), Yale School of Medicine, New Haven, Connecticut.
  8. hCenter for Brain and Mind Health (G.J.F., K.N.S.), Yale School of Medicine, New Haven, Connecticut
  1. Please address correspondence to Seyedmehdi Payabvash, MD, Center for Innovation in Imaging Biomarkers and Integrated Diagnostics, Department of Radiology, Columbia University, 530 West 166th St, 5th Floor, New York, NY 10032, e-mail: Sam.payabvash{at}gmail.com; @SamPayabvash; @ColumbiaImaging
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Funding

  • Doris Duke Charitable Foundation

    2020097
  • NIH

    K23NS118056

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Cite this article
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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