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Research ArticleArtificial Intelligence

Assessing the Performance of Artificial Intelligence Models: Insights from the American Society of Functional Neuroradiology Artificial Intelligence Competition

Bin Jiang, Burak B. Ozkara, Guangming Zhu, Derek Boothroyd, Jason W. Allen, Daniel P. Barboriak, Peter Chang, Cynthia Chan, Ruchir Chaudhari, Hui Chen, Anjeza Chukus, Victoria Ding, David Douglas, Christopher G. Filippi, Adam E. Flanders, Ryan Godwin, Syed Hashmi, Christopher Hess, Kevin Hsu, Yvonne W. Lui, Joseph A. Maldjian, Patrik Michel, Sahil S. Nalawade, Vishal Patel, Prashant Raghavan, Haris I. Sair, Jody Tanabe, Kirk Welker, Christopher T. Whitlow, Greg Zaharchuk and Max Wintermark
American Journal of Neuroradiology September 2024, 45 (9) 1276-1283; DOI: https://doi.org/10.3174/ajnr.A8317
Bin Jiang
aFrom the Department of Radiology (B.J., C.C., R.C., A.C., D.D., S.H., G.Zaharchuk), Neuroradiology Division, Stanford University, Stanford, California
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Burak B. Ozkara
bDepartment of Neuroradiology (B.B.O., H.C., M.W.), MD Anderson Cancer Center, Houston, Texas
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Guangming Zhu
cDepartment of Neurology (G.Zhu), The University of Arizona, Tucson, Arizona
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Derek Boothroyd
dDepartment of Medicine (D.B., V.D.), Stanford University School of Medicine, Stanford, California
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Jason W. Allen
eDepartment of Radiology and Imaging Sciences (J.W.A.), Indiana University School of Medicine, Indianapolis, Indiana
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Daniel P. Barboriak
fDepartment of Radiology (D.P.B.), Duke University Medical Center, Durham, North Carolina
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  • ORCID record for Daniel P. Barboriak
Peter Chang
gDepartment of Radiological Sciences (P.C.), University of California, Irvine, Irvine, California
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Cynthia Chan
aFrom the Department of Radiology (B.J., C.C., R.C., A.C., D.D., S.H., G.Zaharchuk), Neuroradiology Division, Stanford University, Stanford, California
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Ruchir Chaudhari
aFrom the Department of Radiology (B.J., C.C., R.C., A.C., D.D., S.H., G.Zaharchuk), Neuroradiology Division, Stanford University, Stanford, California
hSutter Imaging (R.C.), Sutter Health, Sacramento, California
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Hui Chen
bDepartment of Neuroradiology (B.B.O., H.C., M.W.), MD Anderson Cancer Center, Houston, Texas
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Anjeza Chukus
aFrom the Department of Radiology (B.J., C.C., R.C., A.C., D.D., S.H., G.Zaharchuk), Neuroradiology Division, Stanford University, Stanford, California
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Victoria Ding
dDepartment of Medicine (D.B., V.D.), Stanford University School of Medicine, Stanford, California
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David Douglas
aFrom the Department of Radiology (B.J., C.C., R.C., A.C., D.D., S.H., G.Zaharchuk), Neuroradiology Division, Stanford University, Stanford, California
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Christopher G. Filippi
iDepartment of Radiology (C.G.F.), Tufts University, Boston, Massachusetts
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  • ORCID record for Christopher G. Filippi
Adam E. Flanders
jDepartment of Radiology (A.E.F.), Thomas Jefferson University, Philadelphia, Pennsylvania
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Ryan Godwin
kDepartment of Radiology (R.G.), University of Alabama at Birmingham, Birmingham, Alabama
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Syed Hashmi
aFrom the Department of Radiology (B.J., C.C., R.C., A.C., D.D., S.H., G.Zaharchuk), Neuroradiology Division, Stanford University, Stanford, California
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Christopher Hess
lDepartment of Radiology and Biomedical Imaging (C.H.), University of California, San Francisco, San Francisco, California
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Kevin Hsu
mDepartment of Radiology (K.H., Y.W.L), New York University Grossman School of Medicine, New York, New York
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Yvonne W. Lui
mDepartment of Radiology (K.H., Y.W.L), New York University Grossman School of Medicine, New York, New York
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Joseph A. Maldjian
nDepartment of Radiology (J.A.M., S.S.N.), University of Texas Southwestern Medical Center, Dallas, Texas
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Patrik Michel
oDepartment of Clinical Neurosciences (P.M.), Lausanne University Hospital, Lausanne, Switzerland
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Sahil S. Nalawade
nDepartment of Radiology (J.A.M., S.S.N.), University of Texas Southwestern Medical Center, Dallas, Texas
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Vishal Patel
pDepartment of Radiology (V.P.), Mayo Clinic, Jacksonville, Florida
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Prashant Raghavan
qDepartment of Diagnostic Radiology and Nuclear Medicine (P.R.), University of Maryland School of Medicine, Baltimore, Maryland
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Haris I. Sair
rThe Russell H. Morgan Department of Radiology and Radiological Science (H.I.S.), Johns Hopkins University, Baltimore, Maryland
sThe Malone Center for Engineering in Healthcare (H.I.S.), Whiting School of Engineering, Johns Hopkins University, Baltimore, Maryland
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Jody Tanabe
tDepartment of Radiology (J.T.), University of Colorado, Aurora, Colorado
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Kirk Welker
uDepartment of Radiology (K.W.), Mayo Clinic, Rochester, Minnesota
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Christopher T. Whitlow
vDepartment of Radiology (C.T.W), Wake Forest University School of Medicine, Winston-Salem, North Carolina
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Greg Zaharchuk
aFrom the Department of Radiology (B.J., C.C., R.C., A.C., D.D., S.H., G.Zaharchuk), Neuroradiology Division, Stanford University, Stanford, California
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Max Wintermark
bDepartment of Neuroradiology (B.B.O., H.C., M.W.), MD Anderson Cancer Center, Houston, Texas
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Article Information

vol. 45 no. 9 1276-1283
DOI 
https://doi.org/10.3174/ajnr.A8317
PubMed 
38663992

Published By 
American Journal of Neuroradiology
Print ISSN 
0195-6108
Online ISSN 
1936-959X
History 
  • Received February 20, 2024
  • Accepted after revision April 22, 2024
  • Published online September 9, 2024.

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  • Latest version (April 25, 2024 - 08:46).
  • Latest version (May 3, 2024 - 04:52).
  • Latest version (August 9, 2024 - 09:08).
  • You are viewing the most recent version of this article.
Copyright & Usage 
© 2024 by American Journal of Neuroradiology

Author Information

  1. Bin Jianga,
  2. Burak B. Ozkarab,
  3. Guangming Zhuc,
  4. Derek Boothroydd,
  5. Jason W. Allene,
  6. Daniel P. Barboriakf,
  7. Peter Changg,
  8. Cynthia Chana,
  9. Ruchir Chaudharia,h,
  10. Hui Chenb,
  11. Anjeza Chukusa,
  12. Victoria Dingd,
  13. David Douglasa,
  14. Christopher G. Filippii,
  15. Adam E. Flandersj,
  16. Ryan Godwink,
  17. Syed Hashmia,
  18. Christopher Hessl,
  19. Kevin Hsum,
  20. Yvonne W. Luim,
  21. Joseph A. Maldjiann,
  22. Patrik Michelo,
  23. Sahil S. Nalawaden,
  24. Vishal Patelp,
  25. Prashant Raghavanq,
  26. Haris I. Sairr,s,
  27. Jody Tanabet,
  28. Kirk Welkeru,
  29. Christopher T. Whitlowv,
  30. Greg Zaharchuka and
  31. Max Wintermarkb
  1. aFrom the Department of Radiology (B.J., C.C., R.C., A.C., D.D., S.H., G.Zaharchuk), Neuroradiology Division, Stanford University, Stanford, California
  2. bDepartment of Neuroradiology (B.B.O., H.C., M.W.), MD Anderson Cancer Center, Houston, Texas
  3. cDepartment of Neurology (G.Zhu), The University of Arizona, Tucson, Arizona
  4. dDepartment of Medicine (D.B., V.D.), Stanford University School of Medicine, Stanford, California
  5. eDepartment of Radiology and Imaging Sciences (J.W.A.), Indiana University School of Medicine, Indianapolis, Indiana
  6. fDepartment of Radiology (D.P.B.), Duke University Medical Center, Durham, North Carolina
  7. gDepartment of Radiological Sciences (P.C.), University of California, Irvine, Irvine, California
  8. hSutter Imaging (R.C.), Sutter Health, Sacramento, California
  9. iDepartment of Radiology (C.G.F.), Tufts University, Boston, Massachusetts
  10. jDepartment of Radiology (A.E.F.), Thomas Jefferson University, Philadelphia, Pennsylvania
  11. kDepartment of Radiology (R.G.), University of Alabama at Birmingham, Birmingham, Alabama
  12. lDepartment of Radiology and Biomedical Imaging (C.H.), University of California, San Francisco, San Francisco, California
  13. mDepartment of Radiology (K.H., Y.W.L), New York University Grossman School of Medicine, New York, New York
  14. nDepartment of Radiology (J.A.M., S.S.N.), University of Texas Southwestern Medical Center, Dallas, Texas
  15. oDepartment of Clinical Neurosciences (P.M.), Lausanne University Hospital, Lausanne, Switzerland
  16. pDepartment of Radiology (V.P.), Mayo Clinic, Jacksonville, Florida
  17. qDepartment of Diagnostic Radiology and Nuclear Medicine (P.R.), University of Maryland School of Medicine, Baltimore, Maryland
  18. rThe Russell H. Morgan Department of Radiology and Radiological Science (H.I.S.), Johns Hopkins University, Baltimore, Maryland
  19. sThe Malone Center for Engineering in Healthcare (H.I.S.), Whiting School of Engineering, Johns Hopkins University, Baltimore, Maryland
  20. tDepartment of Radiology (J.T.), University of Colorado, Aurora, Colorado
  21. uDepartment of Radiology (K.W.), Mayo Clinic, Rochester, Minnesota
  22. vDepartment of Radiology (C.T.W), Wake Forest University School of Medicine, Winston-Salem, North Carolina
  1. Please address correspondence to Max Wintermark, MD, Department of Radiology, Neuroradiology Division, MD Anderson Cancer Center 1400 Pressler St, Houston, TX, 77030; e-mail: max.wintermark{at}gmail.com; @theAJNR_EIC; @MDAndersonNews
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Bin Jiang, Burak B. Ozkara, Guangming Zhu, Derek Boothroyd, Jason W. Allen, Daniel P. Barboriak, Peter Chang, Cynthia Chan, Ruchir Chaudhari, Hui Chen, Anjeza Chukus, Victoria Ding, David Douglas, Christopher G. Filippi, Adam E. Flanders, Ryan Godwin, Syed Hashmi, Christopher Hess, Kevin Hsu, Yvonne W. Lui, Joseph A. Maldjian, Patrik Michel, Sahil S. Nalawade, Vishal Patel, Prashant Raghavan, Haris I. Sair, Jody Tanabe, Kirk Welker, Christopher T. Whitlow, Greg Zaharchuk, Max Wintermark
Assessing the Performance of Artificial Intelligence Models: Insights from the American Society of Functional Neuroradiology Artificial Intelligence Competition
American Journal of Neuroradiology Sep 2024, 45 (9) 1276-1283; DOI: 10.3174/ajnr.A8317

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AI Models Performance: ASFN Competition Insights
Bin Jiang, Burak B. Ozkara, Guangming Zhu, Derek Boothroyd, Jason W. Allen, Daniel P. Barboriak, Peter Chang, Cynthia Chan, Ruchir Chaudhari, Hui Chen, Anjeza Chukus, Victoria Ding, David Douglas, Christopher G. Filippi, Adam E. Flanders, Ryan Godwin, Syed Hashmi, Christopher Hess, Kevin Hsu, Yvonne W. Lui, Joseph A. Maldjian, Patrik Michel, Sahil S. Nalawade, Vishal Patel, Prashant Raghavan, Haris I. Sair, Jody Tanabe, Kirk Welker, Christopher T. Whitlow, Greg Zaharchuk, Max Wintermark
American Journal of Neuroradiology Sep 2024, 45 (9) 1276-1283; DOI: 10.3174/ajnr.A8317
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  • Pitfalls and Best Practices in Evaluation of AI Algorithmic Biases in Radiology
    Paul H. Yi, Preetham Bachina, Beepul Bharti, Sean P. Garin, Adway Kanhere, Pranav Kulkarni, David Li, Vishwa S. Parekh, Samantha M. Santomartino, Linda Moy, Jeremias Sulam
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  • Real-World Adoption of Artificial Intelligence in Radiology: Opportunities and Barriers
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    American Journal of Neuroradiology 2024 45 9

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