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Research ArticleORIGINAL RESEARCH

Evaluation of an artificial intelligence model for identification of mass effect and vasogenic edema on computed tomography of the head

Isabella Newbury-Chaet, Sarah F. Mercaldo, John K. Chin, Ankita Ghatak, Madeleine A. Halle, Ashley L. MacDonald, Karen Buch, John Conklin, William A. Mehan, Stuart Pomerantz, Sandra Rincon, Keith J. Dreyer, Bernardo C. Bizzo and James M. Hillis
American Journal of Neuroradiology May 2024, ajnr.A8358; DOI: https://doi.org/10.3174/ajnr.A8358
Isabella Newbury-Chaet
From the Data Science Office, Mass General Brigham, Boston, MA, USA (I.N-C., S.F.M., J.K.C., A.G., M.A.H., A.L.M, S.P., K.J.D., B.C.B., J.M.H.), Harvard Medical School, Boston, MA, USA (S.F.M., K.B., J.C., W.A.M., S.P., S.R., K.J.D., B.C.B., J.M.H.), Department of Radiology, Massachusetts General Hospital, Boston, MA, USA (S.F.M., K.B., J.C., W.A.M., S.P., S.R., K.J.D., B.C.B.), Department of Neurology, Massachusetts General Hospital, Boston, MA, USA (J.M.H.). B.C.B. and J.M.H. share senior authorship.
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Sarah F. Mercaldo
From the Data Science Office, Mass General Brigham, Boston, MA, USA (I.N-C., S.F.M., J.K.C., A.G., M.A.H., A.L.M, S.P., K.J.D., B.C.B., J.M.H.), Harvard Medical School, Boston, MA, USA (S.F.M., K.B., J.C., W.A.M., S.P., S.R., K.J.D., B.C.B., J.M.H.), Department of Radiology, Massachusetts General Hospital, Boston, MA, USA (S.F.M., K.B., J.C., W.A.M., S.P., S.R., K.J.D., B.C.B.), Department of Neurology, Massachusetts General Hospital, Boston, MA, USA (J.M.H.). B.C.B. and J.M.H. share senior authorship.
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John K. Chin
From the Data Science Office, Mass General Brigham, Boston, MA, USA (I.N-C., S.F.M., J.K.C., A.G., M.A.H., A.L.M, S.P., K.J.D., B.C.B., J.M.H.), Harvard Medical School, Boston, MA, USA (S.F.M., K.B., J.C., W.A.M., S.P., S.R., K.J.D., B.C.B., J.M.H.), Department of Radiology, Massachusetts General Hospital, Boston, MA, USA (S.F.M., K.B., J.C., W.A.M., S.P., S.R., K.J.D., B.C.B.), Department of Neurology, Massachusetts General Hospital, Boston, MA, USA (J.M.H.). B.C.B. and J.M.H. share senior authorship.
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Ankita Ghatak
From the Data Science Office, Mass General Brigham, Boston, MA, USA (I.N-C., S.F.M., J.K.C., A.G., M.A.H., A.L.M, S.P., K.J.D., B.C.B., J.M.H.), Harvard Medical School, Boston, MA, USA (S.F.M., K.B., J.C., W.A.M., S.P., S.R., K.J.D., B.C.B., J.M.H.), Department of Radiology, Massachusetts General Hospital, Boston, MA, USA (S.F.M., K.B., J.C., W.A.M., S.P., S.R., K.J.D., B.C.B.), Department of Neurology, Massachusetts General Hospital, Boston, MA, USA (J.M.H.). B.C.B. and J.M.H. share senior authorship.
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Madeleine A. Halle
From the Data Science Office, Mass General Brigham, Boston, MA, USA (I.N-C., S.F.M., J.K.C., A.G., M.A.H., A.L.M, S.P., K.J.D., B.C.B., J.M.H.), Harvard Medical School, Boston, MA, USA (S.F.M., K.B., J.C., W.A.M., S.P., S.R., K.J.D., B.C.B., J.M.H.), Department of Radiology, Massachusetts General Hospital, Boston, MA, USA (S.F.M., K.B., J.C., W.A.M., S.P., S.R., K.J.D., B.C.B.), Department of Neurology, Massachusetts General Hospital, Boston, MA, USA (J.M.H.). B.C.B. and J.M.H. share senior authorship.
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Ashley L. MacDonald
From the Data Science Office, Mass General Brigham, Boston, MA, USA (I.N-C., S.F.M., J.K.C., A.G., M.A.H., A.L.M, S.P., K.J.D., B.C.B., J.M.H.), Harvard Medical School, Boston, MA, USA (S.F.M., K.B., J.C., W.A.M., S.P., S.R., K.J.D., B.C.B., J.M.H.), Department of Radiology, Massachusetts General Hospital, Boston, MA, USA (S.F.M., K.B., J.C., W.A.M., S.P., S.R., K.J.D., B.C.B.), Department of Neurology, Massachusetts General Hospital, Boston, MA, USA (J.M.H.). B.C.B. and J.M.H. share senior authorship.
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Karen Buch
From the Data Science Office, Mass General Brigham, Boston, MA, USA (I.N-C., S.F.M., J.K.C., A.G., M.A.H., A.L.M, S.P., K.J.D., B.C.B., J.M.H.), Harvard Medical School, Boston, MA, USA (S.F.M., K.B., J.C., W.A.M., S.P., S.R., K.J.D., B.C.B., J.M.H.), Department of Radiology, Massachusetts General Hospital, Boston, MA, USA (S.F.M., K.B., J.C., W.A.M., S.P., S.R., K.J.D., B.C.B.), Department of Neurology, Massachusetts General Hospital, Boston, MA, USA (J.M.H.). B.C.B. and J.M.H. share senior authorship.
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John Conklin
From the Data Science Office, Mass General Brigham, Boston, MA, USA (I.N-C., S.F.M., J.K.C., A.G., M.A.H., A.L.M, S.P., K.J.D., B.C.B., J.M.H.), Harvard Medical School, Boston, MA, USA (S.F.M., K.B., J.C., W.A.M., S.P., S.R., K.J.D., B.C.B., J.M.H.), Department of Radiology, Massachusetts General Hospital, Boston, MA, USA (S.F.M., K.B., J.C., W.A.M., S.P., S.R., K.J.D., B.C.B.), Department of Neurology, Massachusetts General Hospital, Boston, MA, USA (J.M.H.). B.C.B. and J.M.H. share senior authorship.
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William A. Mehan
From the Data Science Office, Mass General Brigham, Boston, MA, USA (I.N-C., S.F.M., J.K.C., A.G., M.A.H., A.L.M, S.P., K.J.D., B.C.B., J.M.H.), Harvard Medical School, Boston, MA, USA (S.F.M., K.B., J.C., W.A.M., S.P., S.R., K.J.D., B.C.B., J.M.H.), Department of Radiology, Massachusetts General Hospital, Boston, MA, USA (S.F.M., K.B., J.C., W.A.M., S.P., S.R., K.J.D., B.C.B.), Department of Neurology, Massachusetts General Hospital, Boston, MA, USA (J.M.H.). B.C.B. and J.M.H. share senior authorship.
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Stuart Pomerantz
From the Data Science Office, Mass General Brigham, Boston, MA, USA (I.N-C., S.F.M., J.K.C., A.G., M.A.H., A.L.M, S.P., K.J.D., B.C.B., J.M.H.), Harvard Medical School, Boston, MA, USA (S.F.M., K.B., J.C., W.A.M., S.P., S.R., K.J.D., B.C.B., J.M.H.), Department of Radiology, Massachusetts General Hospital, Boston, MA, USA (S.F.M., K.B., J.C., W.A.M., S.P., S.R., K.J.D., B.C.B.), Department of Neurology, Massachusetts General Hospital, Boston, MA, USA (J.M.H.). B.C.B. and J.M.H. share senior authorship.
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Sandra Rincon
From the Data Science Office, Mass General Brigham, Boston, MA, USA (I.N-C., S.F.M., J.K.C., A.G., M.A.H., A.L.M, S.P., K.J.D., B.C.B., J.M.H.), Harvard Medical School, Boston, MA, USA (S.F.M., K.B., J.C., W.A.M., S.P., S.R., K.J.D., B.C.B., J.M.H.), Department of Radiology, Massachusetts General Hospital, Boston, MA, USA (S.F.M., K.B., J.C., W.A.M., S.P., S.R., K.J.D., B.C.B.), Department of Neurology, Massachusetts General Hospital, Boston, MA, USA (J.M.H.). B.C.B. and J.M.H. share senior authorship.
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Keith J. Dreyer
From the Data Science Office, Mass General Brigham, Boston, MA, USA (I.N-C., S.F.M., J.K.C., A.G., M.A.H., A.L.M, S.P., K.J.D., B.C.B., J.M.H.), Harvard Medical School, Boston, MA, USA (S.F.M., K.B., J.C., W.A.M., S.P., S.R., K.J.D., B.C.B., J.M.H.), Department of Radiology, Massachusetts General Hospital, Boston, MA, USA (S.F.M., K.B., J.C., W.A.M., S.P., S.R., K.J.D., B.C.B.), Department of Neurology, Massachusetts General Hospital, Boston, MA, USA (J.M.H.). B.C.B. and J.M.H. share senior authorship.
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Bernardo C. Bizzo
From the Data Science Office, Mass General Brigham, Boston, MA, USA (I.N-C., S.F.M., J.K.C., A.G., M.A.H., A.L.M, S.P., K.J.D., B.C.B., J.M.H.), Harvard Medical School, Boston, MA, USA (S.F.M., K.B., J.C., W.A.M., S.P., S.R., K.J.D., B.C.B., J.M.H.), Department of Radiology, Massachusetts General Hospital, Boston, MA, USA (S.F.M., K.B., J.C., W.A.M., S.P., S.R., K.J.D., B.C.B.), Department of Neurology, Massachusetts General Hospital, Boston, MA, USA (J.M.H.). B.C.B. and J.M.H. share senior authorship.
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James M. Hillis
From the Data Science Office, Mass General Brigham, Boston, MA, USA (I.N-C., S.F.M., J.K.C., A.G., M.A.H., A.L.M, S.P., K.J.D., B.C.B., J.M.H.), Harvard Medical School, Boston, MA, USA (S.F.M., K.B., J.C., W.A.M., S.P., S.R., K.J.D., B.C.B., J.M.H.), Department of Radiology, Massachusetts General Hospital, Boston, MA, USA (S.F.M., K.B., J.C., W.A.M., S.P., S.R., K.J.D., B.C.B.), Department of Neurology, Massachusetts General Hospital, Boston, MA, USA (J.M.H.). B.C.B. and J.M.H. share senior authorship.
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Article Information

ajnr.A8358
DOI 
https://doi.org/10.3174/ajnr.A8358
PubMed 
38806239

Published By 
American Journal of Neuroradiology
Print ISSN 
0195-6108
Online ISSN 
1936-959X
History 
  • Published online May 28, 2024.

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  • You are currently viewing a Latest version of this article (May 28, 2024 - 10:13).
  • latest version (August 15, 2024 - 11:13).
  • View the most recent version of this article
Copyright & Usage 
© 2024 by American Journal of Neuroradiology

Author Information

  1. Isabella Newbury-Chaet,
  2. Sarah F. Mercaldo,
  3. John K. Chin,
  4. Ankita Ghatak,
  5. Madeleine A. Halle,
  6. Ashley L. MacDonald,
  7. Karen Buch,
  8. John Conklin,
  9. William A. Mehan,
  10. Stuart Pomerantz,
  11. Sandra Rincon,
  12. Keith J. Dreyer,
  13. Bernardo C. Bizzo and
  14. James M. Hillis
  1. From the Data Science Office, Mass General Brigham, Boston, MA, USA (I.N-C., S.F.M., J.K.C., A.G., M.A.H., A.L.M, S.P., K.J.D., B.C.B., J.M.H.), Harvard Medical School, Boston, MA, USA (S.F.M., K.B., J.C., W.A.M., S.P., S.R., K.J.D., B.C.B., J.M.H.), Department of Radiology, Massachusetts General Hospital, Boston, MA, USA (S.F.M., K.B., J.C., W.A.M., S.P., S.R., K.J.D., B.C.B.), Department of Neurology, Massachusetts General Hospital, Boston, MA, USA (J.M.H.). B.C.B. and J.M.H. share senior authorship.
  1. Please address correspondence to James M. Hillis, MBBS DPhil, Data Science Office, Mass General Brigham, Suite 1303, Floor 13, 100 Cambridge St, Boston, MA 02114; james.hillis{at}mgh.harvard.edu.

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Accepted Manuscript
Isabella Newbury-Chaet, Sarah F. Mercaldo, John K. Chin, Ankita Ghatak, Madeleine A. Halle, Ashley L. MacDonald, Karen Buch, John Conklin, William A. Mehan, Stuart Pomerantz, Sandra Rincon, Keith J. Dreyer, Bernardo C. Bizzo, James M. Hillis
Evaluation of an artificial intelligence model for identification of mass effect and vasogenic edema on computed tomography of the head
American Journal of Neuroradiology May 2024, ajnr.A8358; DOI: 10.3174/ajnr.A8358

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Accepted Manuscript
Evaluation of an artificial intelligence model for identification of mass effect and vasogenic edema on computed tomography of the head
Isabella Newbury-Chaet, Sarah F. Mercaldo, John K. Chin, Ankita Ghatak, Madeleine A. Halle, Ashley L. MacDonald, Karen Buch, John Conklin, William A. Mehan, Stuart Pomerantz, Sandra Rincon, Keith J. Dreyer, Bernardo C. Bizzo, James M. Hillis
American Journal of Neuroradiology May 2024, ajnr.A8358; DOI: 10.3174/ajnr.A8358
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