Empowering Data Sharing in Neuroscience: A Deep Learning De-identification Method for Pediatric Brain MRIs

Ariana M. Familiar, Neda Khalili, Nastaran Khalili, Cassidy Schuman, Evan Grove, Karthik Viswanathan, Jakob Seidlitz, Aaron Alexander-Bloch, Anna Zapaishchykova, Benjamin H. Kann, Arastoo Vossough, Phillip B. Storm, Adam C. Resnick, Anahita Fathi Kazerooni and Ali Nabavizadeh

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  • Published online November 12, 2024.

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  1. Ariana M. Familiar1,2,
  2. Neda Khalili1,2,
  3. Nastaran Khalili1,2,
  4. Cassidy Schuman3,
  5. Evan Grove3,
  6. Karthik Viswanathan1,2,
  7. Jakob Seidlitz4,5,6,
  8. Aaron Alexander-Bloch, MD4,5,6,
  9. Anna Zapaishchykova7,8,
  10. Benjamin H. Kann7,8,
  11. Arastoo Vossough1,9,10,
  12. Phillip B. Storm1,2,
  13. Adam C. Resnick1,2,
  14. Anahita Fathi Kazerooni1,2,11 and
  15. Ali Nabavizadeh1,10
  1. 1 Center for Data-Driven Discovery in Biomedicine (D3b), Children’s Hospital of Philadelphia, Philadelphia, PA, USA
  2. 2 Department of Neurosurgery, Children’s Hospital of Philadelphia, Philadelphia, PA, USA.
  3. 3 School of Engineering and Applied Science, University of Pennsylvania, Philadelphia, PA, USA
  4. 4 Department of Child and Adolescent Psychiatry and Behavioral Science, The Children’s Hospital of Philadelphia, Philadelphia, PA, USA
  5. 5 Department of Psychiatry, University of Pennsylvania, Philadelphia, PA, USA
  6. 6 Lifespan Brain Institute at the Children’s Hospital of Philadelphia and University of Pennsylvania, Philadelphia, PA, USA
  7. 7 Artificial Intelligence in Medicine (AIM) Program, Mass General Brigham, Harvard Medical School, Boston, MA, USA
  8. 8 Department of Radiation Oncology, Dana-Farber Cancer Institute and Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
  9. 9 Division of Radiology, Children’s Hospital of Philadelphia, Philadelphia, PA, USA
  10. 10 Department of Radiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
  11. 11 AI2D Center for AI and Data Science for Integrated Diagnostics, University of Pennsylvania, Philadelphia, PA, USA
  1. Please address correspondence to Ali Nabavizadeh, MD, Department of Radiology, Hospital of the University of Pennsylvania, 3400 Spruce St., Philadelphia, PA 19104, USA; Ali.Nabavizadeh{at}pennmedicine.upenn.edu.

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