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Hermans S, Hu Z, Ball RL, Lin HM, Prevedello LM, Berger FH, Yusuf I, Rudie JD, Vazirabad M, Flanders AE, Shih G, Mongan J, Nicolaou S, Marinelli BS, Davis MA, Magudia K, Sejdić E, Colak E. RSNA 2023 Abdominal Trauma AI Challenge: Review and Outcomes. Radiol Artif Intell 2025; 7:e240334. [PMID: 39503604 DOI: 10.1148/ryai.240334] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/16/2025]
Abstract
Purpose To evaluate the performance of the winning machine learning models from the 2023 RSNA Abdominal Trauma Detection AI Challenge. Materials and Methods The competition was hosted on Kaggle and took place between July 26 and October 15, 2023. The multicenter competition dataset consisted of 4274 abdominal trauma CT scans, in which solid organs (liver, spleen, and kidneys) were annotated as healthy, low-grade, or high-grade injury. Studies were labeled as positive or negative for the presence of bowel and mesenteric injury and active extravasation. In this study, performances of the eight award-winning models were retrospectively assessed and compared using various metrics, including the area under the receiver operating characteristic curve (AUC), for each injury category. The reported mean values of these metrics were calculated by averaging the performance across all models for each specified injury type. Results The models exhibited strong performance in detecting solid organ injuries, particularly high-grade injuries. For binary detection of injuries, the models demonstrated mean AUC values of 0.92 (range, 0.90-0.94) for liver, 0.91 (range, 0.87-0.93) for splenic, and 0.94 (range, 0.93-0.95) for kidney injuries. The models achieved mean AUC values of 0.98 (range, 0.96-0.98) for high-grade liver, 0.98 (range, 0.97-0.99) for high-grade splenic, and 0.98 (range, 0.97-0.98) for high-grade kidney injuries. For the detection of bowel and mesenteric injuries and active extravasation, the models demonstrated mean AUC values of 0.85 (range, 0.74-0.93) and 0.85 (range, 0.79-0.89), respectively. Conclusion The award-winning models from the artificial intelligence challenge demonstrated strong performance in the detection of traumatic abdominal injuries on CT scans, particularly high-grade injuries. These models may serve as a performance baseline for future investigations and algorithms. Keywords: Abdominal Trauma, CT, American Association for the Surgery of Trauma, Machine Learning, Artificial Intelligence Supplemental material is available for this article. © RSNA, 2024.
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Affiliation(s)
- Sebastiaan Hermans
- From the Department of Medical Imaging, St Michael's Hospital, Unity Health Toronto, 30 Bond St, Toronto, ON, Canada M5B 1W8 (S.H., Z.H., H.M.L., I.Y., E.C.); Edward S. Rogers Department of Electrical and Computer Engineering, University of Toronto, Toronto, Ontario, Canada (Z.H., E.S.); The Jackson Laboratory, Bar Harbor, Me (R.L.B.); Department of Radiology, The Ohio State University, Columbus, Ohio (L.M.P.); Department of Medical Imaging, Sunnybrook Health Sciences Centre, University of Toronto, Toronto, Ontario, Canada (F.H.B.); Department of Radiology, Scripps Clinic Medical Group and University of California San Diego, San Diego, Calif (J.D.R.); Radiological Society of North America, Oak Brook, Ill (M.V.); Department of Radiology, Thomas Jefferson University, Philadelphia, Pa (A.E.F.); Department of Radiology, Weill Cornell Medicine, New York, NY (G.S.); Department of Radiology and Biomedical Imaging, University of California San Francisco, San Francisco, Calif (J.M.), Department of Radiology, Vancouver General Hospital, Vancouver, Canada (S.N.); Department of Radiology, Memorial Sloan-Kettering Cancer Center, New York, NY (B.S.M.); Department of Radiology and Biomedical Imaging, Yale University School of Medicine, New Haven, Conn (M.A.D.); Duke University School of Medicine, Durham, NC (K.M.); North York General Hospital, Toronto, Ontario, Canada (E.S.); and Department of Medical Imaging, University of Toronto, Toronto, Ontario, Canada (E.C.)
| | - Zixuan Hu
- From the Department of Medical Imaging, St Michael's Hospital, Unity Health Toronto, 30 Bond St, Toronto, ON, Canada M5B 1W8 (S.H., Z.H., H.M.L., I.Y., E.C.); Edward S. Rogers Department of Electrical and Computer Engineering, University of Toronto, Toronto, Ontario, Canada (Z.H., E.S.); The Jackson Laboratory, Bar Harbor, Me (R.L.B.); Department of Radiology, The Ohio State University, Columbus, Ohio (L.M.P.); Department of Medical Imaging, Sunnybrook Health Sciences Centre, University of Toronto, Toronto, Ontario, Canada (F.H.B.); Department of Radiology, Scripps Clinic Medical Group and University of California San Diego, San Diego, Calif (J.D.R.); Radiological Society of North America, Oak Brook, Ill (M.V.); Department of Radiology, Thomas Jefferson University, Philadelphia, Pa (A.E.F.); Department of Radiology, Weill Cornell Medicine, New York, NY (G.S.); Department of Radiology and Biomedical Imaging, University of California San Francisco, San Francisco, Calif (J.M.), Department of Radiology, Vancouver General Hospital, Vancouver, Canada (S.N.); Department of Radiology, Memorial Sloan-Kettering Cancer Center, New York, NY (B.S.M.); Department of Radiology and Biomedical Imaging, Yale University School of Medicine, New Haven, Conn (M.A.D.); Duke University School of Medicine, Durham, NC (K.M.); North York General Hospital, Toronto, Ontario, Canada (E.S.); and Department of Medical Imaging, University of Toronto, Toronto, Ontario, Canada (E.C.)
| | - Robyn L Ball
- From the Department of Medical Imaging, St Michael's Hospital, Unity Health Toronto, 30 Bond St, Toronto, ON, Canada M5B 1W8 (S.H., Z.H., H.M.L., I.Y., E.C.); Edward S. Rogers Department of Electrical and Computer Engineering, University of Toronto, Toronto, Ontario, Canada (Z.H., E.S.); The Jackson Laboratory, Bar Harbor, Me (R.L.B.); Department of Radiology, The Ohio State University, Columbus, Ohio (L.M.P.); Department of Medical Imaging, Sunnybrook Health Sciences Centre, University of Toronto, Toronto, Ontario, Canada (F.H.B.); Department of Radiology, Scripps Clinic Medical Group and University of California San Diego, San Diego, Calif (J.D.R.); Radiological Society of North America, Oak Brook, Ill (M.V.); Department of Radiology, Thomas Jefferson University, Philadelphia, Pa (A.E.F.); Department of Radiology, Weill Cornell Medicine, New York, NY (G.S.); Department of Radiology and Biomedical Imaging, University of California San Francisco, San Francisco, Calif (J.M.), Department of Radiology, Vancouver General Hospital, Vancouver, Canada (S.N.); Department of Radiology, Memorial Sloan-Kettering Cancer Center, New York, NY (B.S.M.); Department of Radiology and Biomedical Imaging, Yale University School of Medicine, New Haven, Conn (M.A.D.); Duke University School of Medicine, Durham, NC (K.M.); North York General Hospital, Toronto, Ontario, Canada (E.S.); and Department of Medical Imaging, University of Toronto, Toronto, Ontario, Canada (E.C.)
| | - Hui Ming Lin
- From the Department of Medical Imaging, St Michael's Hospital, Unity Health Toronto, 30 Bond St, Toronto, ON, Canada M5B 1W8 (S.H., Z.H., H.M.L., I.Y., E.C.); Edward S. Rogers Department of Electrical and Computer Engineering, University of Toronto, Toronto, Ontario, Canada (Z.H., E.S.); The Jackson Laboratory, Bar Harbor, Me (R.L.B.); Department of Radiology, The Ohio State University, Columbus, Ohio (L.M.P.); Department of Medical Imaging, Sunnybrook Health Sciences Centre, University of Toronto, Toronto, Ontario, Canada (F.H.B.); Department of Radiology, Scripps Clinic Medical Group and University of California San Diego, San Diego, Calif (J.D.R.); Radiological Society of North America, Oak Brook, Ill (M.V.); Department of Radiology, Thomas Jefferson University, Philadelphia, Pa (A.E.F.); Department of Radiology, Weill Cornell Medicine, New York, NY (G.S.); Department of Radiology and Biomedical Imaging, University of California San Francisco, San Francisco, Calif (J.M.), Department of Radiology, Vancouver General Hospital, Vancouver, Canada (S.N.); Department of Radiology, Memorial Sloan-Kettering Cancer Center, New York, NY (B.S.M.); Department of Radiology and Biomedical Imaging, Yale University School of Medicine, New Haven, Conn (M.A.D.); Duke University School of Medicine, Durham, NC (K.M.); North York General Hospital, Toronto, Ontario, Canada (E.S.); and Department of Medical Imaging, University of Toronto, Toronto, Ontario, Canada (E.C.)
| | - Luciano M Prevedello
- From the Department of Medical Imaging, St Michael's Hospital, Unity Health Toronto, 30 Bond St, Toronto, ON, Canada M5B 1W8 (S.H., Z.H., H.M.L., I.Y., E.C.); Edward S. Rogers Department of Electrical and Computer Engineering, University of Toronto, Toronto, Ontario, Canada (Z.H., E.S.); The Jackson Laboratory, Bar Harbor, Me (R.L.B.); Department of Radiology, The Ohio State University, Columbus, Ohio (L.M.P.); Department of Medical Imaging, Sunnybrook Health Sciences Centre, University of Toronto, Toronto, Ontario, Canada (F.H.B.); Department of Radiology, Scripps Clinic Medical Group and University of California San Diego, San Diego, Calif (J.D.R.); Radiological Society of North America, Oak Brook, Ill (M.V.); Department of Radiology, Thomas Jefferson University, Philadelphia, Pa (A.E.F.); Department of Radiology, Weill Cornell Medicine, New York, NY (G.S.); Department of Radiology and Biomedical Imaging, University of California San Francisco, San Francisco, Calif (J.M.), Department of Radiology, Vancouver General Hospital, Vancouver, Canada (S.N.); Department of Radiology, Memorial Sloan-Kettering Cancer Center, New York, NY (B.S.M.); Department of Radiology and Biomedical Imaging, Yale University School of Medicine, New Haven, Conn (M.A.D.); Duke University School of Medicine, Durham, NC (K.M.); North York General Hospital, Toronto, Ontario, Canada (E.S.); and Department of Medical Imaging, University of Toronto, Toronto, Ontario, Canada (E.C.)
| | - Ferco H Berger
- From the Department of Medical Imaging, St Michael's Hospital, Unity Health Toronto, 30 Bond St, Toronto, ON, Canada M5B 1W8 (S.H., Z.H., H.M.L., I.Y., E.C.); Edward S. Rogers Department of Electrical and Computer Engineering, University of Toronto, Toronto, Ontario, Canada (Z.H., E.S.); The Jackson Laboratory, Bar Harbor, Me (R.L.B.); Department of Radiology, The Ohio State University, Columbus, Ohio (L.M.P.); Department of Medical Imaging, Sunnybrook Health Sciences Centre, University of Toronto, Toronto, Ontario, Canada (F.H.B.); Department of Radiology, Scripps Clinic Medical Group and University of California San Diego, San Diego, Calif (J.D.R.); Radiological Society of North America, Oak Brook, Ill (M.V.); Department of Radiology, Thomas Jefferson University, Philadelphia, Pa (A.E.F.); Department of Radiology, Weill Cornell Medicine, New York, NY (G.S.); Department of Radiology and Biomedical Imaging, University of California San Francisco, San Francisco, Calif (J.M.), Department of Radiology, Vancouver General Hospital, Vancouver, Canada (S.N.); Department of Radiology, Memorial Sloan-Kettering Cancer Center, New York, NY (B.S.M.); Department of Radiology and Biomedical Imaging, Yale University School of Medicine, New Haven, Conn (M.A.D.); Duke University School of Medicine, Durham, NC (K.M.); North York General Hospital, Toronto, Ontario, Canada (E.S.); and Department of Medical Imaging, University of Toronto, Toronto, Ontario, Canada (E.C.)
| | - Ibrahim Yusuf
- From the Department of Medical Imaging, St Michael's Hospital, Unity Health Toronto, 30 Bond St, Toronto, ON, Canada M5B 1W8 (S.H., Z.H., H.M.L., I.Y., E.C.); Edward S. Rogers Department of Electrical and Computer Engineering, University of Toronto, Toronto, Ontario, Canada (Z.H., E.S.); The Jackson Laboratory, Bar Harbor, Me (R.L.B.); Department of Radiology, The Ohio State University, Columbus, Ohio (L.M.P.); Department of Medical Imaging, Sunnybrook Health Sciences Centre, University of Toronto, Toronto, Ontario, Canada (F.H.B.); Department of Radiology, Scripps Clinic Medical Group and University of California San Diego, San Diego, Calif (J.D.R.); Radiological Society of North America, Oak Brook, Ill (M.V.); Department of Radiology, Thomas Jefferson University, Philadelphia, Pa (A.E.F.); Department of Radiology, Weill Cornell Medicine, New York, NY (G.S.); Department of Radiology and Biomedical Imaging, University of California San Francisco, San Francisco, Calif (J.M.), Department of Radiology, Vancouver General Hospital, Vancouver, Canada (S.N.); Department of Radiology, Memorial Sloan-Kettering Cancer Center, New York, NY (B.S.M.); Department of Radiology and Biomedical Imaging, Yale University School of Medicine, New Haven, Conn (M.A.D.); Duke University School of Medicine, Durham, NC (K.M.); North York General Hospital, Toronto, Ontario, Canada (E.S.); and Department of Medical Imaging, University of Toronto, Toronto, Ontario, Canada (E.C.)
| | - Jeffrey D Rudie
- From the Department of Medical Imaging, St Michael's Hospital, Unity Health Toronto, 30 Bond St, Toronto, ON, Canada M5B 1W8 (S.H., Z.H., H.M.L., I.Y., E.C.); Edward S. Rogers Department of Electrical and Computer Engineering, University of Toronto, Toronto, Ontario, Canada (Z.H., E.S.); The Jackson Laboratory, Bar Harbor, Me (R.L.B.); Department of Radiology, The Ohio State University, Columbus, Ohio (L.M.P.); Department of Medical Imaging, Sunnybrook Health Sciences Centre, University of Toronto, Toronto, Ontario, Canada (F.H.B.); Department of Radiology, Scripps Clinic Medical Group and University of California San Diego, San Diego, Calif (J.D.R.); Radiological Society of North America, Oak Brook, Ill (M.V.); Department of Radiology, Thomas Jefferson University, Philadelphia, Pa (A.E.F.); Department of Radiology, Weill Cornell Medicine, New York, NY (G.S.); Department of Radiology and Biomedical Imaging, University of California San Francisco, San Francisco, Calif (J.M.), Department of Radiology, Vancouver General Hospital, Vancouver, Canada (S.N.); Department of Radiology, Memorial Sloan-Kettering Cancer Center, New York, NY (B.S.M.); Department of Radiology and Biomedical Imaging, Yale University School of Medicine, New Haven, Conn (M.A.D.); Duke University School of Medicine, Durham, NC (K.M.); North York General Hospital, Toronto, Ontario, Canada (E.S.); and Department of Medical Imaging, University of Toronto, Toronto, Ontario, Canada (E.C.)
| | - Maryam Vazirabad
- From the Department of Medical Imaging, St Michael's Hospital, Unity Health Toronto, 30 Bond St, Toronto, ON, Canada M5B 1W8 (S.H., Z.H., H.M.L., I.Y., E.C.); Edward S. Rogers Department of Electrical and Computer Engineering, University of Toronto, Toronto, Ontario, Canada (Z.H., E.S.); The Jackson Laboratory, Bar Harbor, Me (R.L.B.); Department of Radiology, The Ohio State University, Columbus, Ohio (L.M.P.); Department of Medical Imaging, Sunnybrook Health Sciences Centre, University of Toronto, Toronto, Ontario, Canada (F.H.B.); Department of Radiology, Scripps Clinic Medical Group and University of California San Diego, San Diego, Calif (J.D.R.); Radiological Society of North America, Oak Brook, Ill (M.V.); Department of Radiology, Thomas Jefferson University, Philadelphia, Pa (A.E.F.); Department of Radiology, Weill Cornell Medicine, New York, NY (G.S.); Department of Radiology and Biomedical Imaging, University of California San Francisco, San Francisco, Calif (J.M.), Department of Radiology, Vancouver General Hospital, Vancouver, Canada (S.N.); Department of Radiology, Memorial Sloan-Kettering Cancer Center, New York, NY (B.S.M.); Department of Radiology and Biomedical Imaging, Yale University School of Medicine, New Haven, Conn (M.A.D.); Duke University School of Medicine, Durham, NC (K.M.); North York General Hospital, Toronto, Ontario, Canada (E.S.); and Department of Medical Imaging, University of Toronto, Toronto, Ontario, Canada (E.C.)
| | - Adam E Flanders
- From the Department of Medical Imaging, St Michael's Hospital, Unity Health Toronto, 30 Bond St, Toronto, ON, Canada M5B 1W8 (S.H., Z.H., H.M.L., I.Y., E.C.); Edward S. Rogers Department of Electrical and Computer Engineering, University of Toronto, Toronto, Ontario, Canada (Z.H., E.S.); The Jackson Laboratory, Bar Harbor, Me (R.L.B.); Department of Radiology, The Ohio State University, Columbus, Ohio (L.M.P.); Department of Medical Imaging, Sunnybrook Health Sciences Centre, University of Toronto, Toronto, Ontario, Canada (F.H.B.); Department of Radiology, Scripps Clinic Medical Group and University of California San Diego, San Diego, Calif (J.D.R.); Radiological Society of North America, Oak Brook, Ill (M.V.); Department of Radiology, Thomas Jefferson University, Philadelphia, Pa (A.E.F.); Department of Radiology, Weill Cornell Medicine, New York, NY (G.S.); Department of Radiology and Biomedical Imaging, University of California San Francisco, San Francisco, Calif (J.M.), Department of Radiology, Vancouver General Hospital, Vancouver, Canada (S.N.); Department of Radiology, Memorial Sloan-Kettering Cancer Center, New York, NY (B.S.M.); Department of Radiology and Biomedical Imaging, Yale University School of Medicine, New Haven, Conn (M.A.D.); Duke University School of Medicine, Durham, NC (K.M.); North York General Hospital, Toronto, Ontario, Canada (E.S.); and Department of Medical Imaging, University of Toronto, Toronto, Ontario, Canada (E.C.)
| | - George Shih
- From the Department of Medical Imaging, St Michael's Hospital, Unity Health Toronto, 30 Bond St, Toronto, ON, Canada M5B 1W8 (S.H., Z.H., H.M.L., I.Y., E.C.); Edward S. Rogers Department of Electrical and Computer Engineering, University of Toronto, Toronto, Ontario, Canada (Z.H., E.S.); The Jackson Laboratory, Bar Harbor, Me (R.L.B.); Department of Radiology, The Ohio State University, Columbus, Ohio (L.M.P.); Department of Medical Imaging, Sunnybrook Health Sciences Centre, University of Toronto, Toronto, Ontario, Canada (F.H.B.); Department of Radiology, Scripps Clinic Medical Group and University of California San Diego, San Diego, Calif (J.D.R.); Radiological Society of North America, Oak Brook, Ill (M.V.); Department of Radiology, Thomas Jefferson University, Philadelphia, Pa (A.E.F.); Department of Radiology, Weill Cornell Medicine, New York, NY (G.S.); Department of Radiology and Biomedical Imaging, University of California San Francisco, San Francisco, Calif (J.M.), Department of Radiology, Vancouver General Hospital, Vancouver, Canada (S.N.); Department of Radiology, Memorial Sloan-Kettering Cancer Center, New York, NY (B.S.M.); Department of Radiology and Biomedical Imaging, Yale University School of Medicine, New Haven, Conn (M.A.D.); Duke University School of Medicine, Durham, NC (K.M.); North York General Hospital, Toronto, Ontario, Canada (E.S.); and Department of Medical Imaging, University of Toronto, Toronto, Ontario, Canada (E.C.)
| | - John Mongan
- From the Department of Medical Imaging, St Michael's Hospital, Unity Health Toronto, 30 Bond St, Toronto, ON, Canada M5B 1W8 (S.H., Z.H., H.M.L., I.Y., E.C.); Edward S. Rogers Department of Electrical and Computer Engineering, University of Toronto, Toronto, Ontario, Canada (Z.H., E.S.); The Jackson Laboratory, Bar Harbor, Me (R.L.B.); Department of Radiology, The Ohio State University, Columbus, Ohio (L.M.P.); Department of Medical Imaging, Sunnybrook Health Sciences Centre, University of Toronto, Toronto, Ontario, Canada (F.H.B.); Department of Radiology, Scripps Clinic Medical Group and University of California San Diego, San Diego, Calif (J.D.R.); Radiological Society of North America, Oak Brook, Ill (M.V.); Department of Radiology, Thomas Jefferson University, Philadelphia, Pa (A.E.F.); Department of Radiology, Weill Cornell Medicine, New York, NY (G.S.); Department of Radiology and Biomedical Imaging, University of California San Francisco, San Francisco, Calif (J.M.), Department of Radiology, Vancouver General Hospital, Vancouver, Canada (S.N.); Department of Radiology, Memorial Sloan-Kettering Cancer Center, New York, NY (B.S.M.); Department of Radiology and Biomedical Imaging, Yale University School of Medicine, New Haven, Conn (M.A.D.); Duke University School of Medicine, Durham, NC (K.M.); North York General Hospital, Toronto, Ontario, Canada (E.S.); and Department of Medical Imaging, University of Toronto, Toronto, Ontario, Canada (E.C.)
| | - Savvas Nicolaou
- From the Department of Medical Imaging, St Michael's Hospital, Unity Health Toronto, 30 Bond St, Toronto, ON, Canada M5B 1W8 (S.H., Z.H., H.M.L., I.Y., E.C.); Edward S. Rogers Department of Electrical and Computer Engineering, University of Toronto, Toronto, Ontario, Canada (Z.H., E.S.); The Jackson Laboratory, Bar Harbor, Me (R.L.B.); Department of Radiology, The Ohio State University, Columbus, Ohio (L.M.P.); Department of Medical Imaging, Sunnybrook Health Sciences Centre, University of Toronto, Toronto, Ontario, Canada (F.H.B.); Department of Radiology, Scripps Clinic Medical Group and University of California San Diego, San Diego, Calif (J.D.R.); Radiological Society of North America, Oak Brook, Ill (M.V.); Department of Radiology, Thomas Jefferson University, Philadelphia, Pa (A.E.F.); Department of Radiology, Weill Cornell Medicine, New York, NY (G.S.); Department of Radiology and Biomedical Imaging, University of California San Francisco, San Francisco, Calif (J.M.), Department of Radiology, Vancouver General Hospital, Vancouver, Canada (S.N.); Department of Radiology, Memorial Sloan-Kettering Cancer Center, New York, NY (B.S.M.); Department of Radiology and Biomedical Imaging, Yale University School of Medicine, New Haven, Conn (M.A.D.); Duke University School of Medicine, Durham, NC (K.M.); North York General Hospital, Toronto, Ontario, Canada (E.S.); and Department of Medical Imaging, University of Toronto, Toronto, Ontario, Canada (E.C.)
| | - Brett S Marinelli
- From the Department of Medical Imaging, St Michael's Hospital, Unity Health Toronto, 30 Bond St, Toronto, ON, Canada M5B 1W8 (S.H., Z.H., H.M.L., I.Y., E.C.); Edward S. Rogers Department of Electrical and Computer Engineering, University of Toronto, Toronto, Ontario, Canada (Z.H., E.S.); The Jackson Laboratory, Bar Harbor, Me (R.L.B.); Department of Radiology, The Ohio State University, Columbus, Ohio (L.M.P.); Department of Medical Imaging, Sunnybrook Health Sciences Centre, University of Toronto, Toronto, Ontario, Canada (F.H.B.); Department of Radiology, Scripps Clinic Medical Group and University of California San Diego, San Diego, Calif (J.D.R.); Radiological Society of North America, Oak Brook, Ill (M.V.); Department of Radiology, Thomas Jefferson University, Philadelphia, Pa (A.E.F.); Department of Radiology, Weill Cornell Medicine, New York, NY (G.S.); Department of Radiology and Biomedical Imaging, University of California San Francisco, San Francisco, Calif (J.M.), Department of Radiology, Vancouver General Hospital, Vancouver, Canada (S.N.); Department of Radiology, Memorial Sloan-Kettering Cancer Center, New York, NY (B.S.M.); Department of Radiology and Biomedical Imaging, Yale University School of Medicine, New Haven, Conn (M.A.D.); Duke University School of Medicine, Durham, NC (K.M.); North York General Hospital, Toronto, Ontario, Canada (E.S.); and Department of Medical Imaging, University of Toronto, Toronto, Ontario, Canada (E.C.)
| | - Melissa A Davis
- From the Department of Medical Imaging, St Michael's Hospital, Unity Health Toronto, 30 Bond St, Toronto, ON, Canada M5B 1W8 (S.H., Z.H., H.M.L., I.Y., E.C.); Edward S. Rogers Department of Electrical and Computer Engineering, University of Toronto, Toronto, Ontario, Canada (Z.H., E.S.); The Jackson Laboratory, Bar Harbor, Me (R.L.B.); Department of Radiology, The Ohio State University, Columbus, Ohio (L.M.P.); Department of Medical Imaging, Sunnybrook Health Sciences Centre, University of Toronto, Toronto, Ontario, Canada (F.H.B.); Department of Radiology, Scripps Clinic Medical Group and University of California San Diego, San Diego, Calif (J.D.R.); Radiological Society of North America, Oak Brook, Ill (M.V.); Department of Radiology, Thomas Jefferson University, Philadelphia, Pa (A.E.F.); Department of Radiology, Weill Cornell Medicine, New York, NY (G.S.); Department of Radiology and Biomedical Imaging, University of California San Francisco, San Francisco, Calif (J.M.), Department of Radiology, Vancouver General Hospital, Vancouver, Canada (S.N.); Department of Radiology, Memorial Sloan-Kettering Cancer Center, New York, NY (B.S.M.); Department of Radiology and Biomedical Imaging, Yale University School of Medicine, New Haven, Conn (M.A.D.); Duke University School of Medicine, Durham, NC (K.M.); North York General Hospital, Toronto, Ontario, Canada (E.S.); and Department of Medical Imaging, University of Toronto, Toronto, Ontario, Canada (E.C.)
| | - Kirti Magudia
- From the Department of Medical Imaging, St Michael's Hospital, Unity Health Toronto, 30 Bond St, Toronto, ON, Canada M5B 1W8 (S.H., Z.H., H.M.L., I.Y., E.C.); Edward S. Rogers Department of Electrical and Computer Engineering, University of Toronto, Toronto, Ontario, Canada (Z.H., E.S.); The Jackson Laboratory, Bar Harbor, Me (R.L.B.); Department of Radiology, The Ohio State University, Columbus, Ohio (L.M.P.); Department of Medical Imaging, Sunnybrook Health Sciences Centre, University of Toronto, Toronto, Ontario, Canada (F.H.B.); Department of Radiology, Scripps Clinic Medical Group and University of California San Diego, San Diego, Calif (J.D.R.); Radiological Society of North America, Oak Brook, Ill (M.V.); Department of Radiology, Thomas Jefferson University, Philadelphia, Pa (A.E.F.); Department of Radiology, Weill Cornell Medicine, New York, NY (G.S.); Department of Radiology and Biomedical Imaging, University of California San Francisco, San Francisco, Calif (J.M.), Department of Radiology, Vancouver General Hospital, Vancouver, Canada (S.N.); Department of Radiology, Memorial Sloan-Kettering Cancer Center, New York, NY (B.S.M.); Department of Radiology and Biomedical Imaging, Yale University School of Medicine, New Haven, Conn (M.A.D.); Duke University School of Medicine, Durham, NC (K.M.); North York General Hospital, Toronto, Ontario, Canada (E.S.); and Department of Medical Imaging, University of Toronto, Toronto, Ontario, Canada (E.C.)
| | - Ervin Sejdić
- From the Department of Medical Imaging, St Michael's Hospital, Unity Health Toronto, 30 Bond St, Toronto, ON, Canada M5B 1W8 (S.H., Z.H., H.M.L., I.Y., E.C.); Edward S. Rogers Department of Electrical and Computer Engineering, University of Toronto, Toronto, Ontario, Canada (Z.H., E.S.); The Jackson Laboratory, Bar Harbor, Me (R.L.B.); Department of Radiology, The Ohio State University, Columbus, Ohio (L.M.P.); Department of Medical Imaging, Sunnybrook Health Sciences Centre, University of Toronto, Toronto, Ontario, Canada (F.H.B.); Department of Radiology, Scripps Clinic Medical Group and University of California San Diego, San Diego, Calif (J.D.R.); Radiological Society of North America, Oak Brook, Ill (M.V.); Department of Radiology, Thomas Jefferson University, Philadelphia, Pa (A.E.F.); Department of Radiology, Weill Cornell Medicine, New York, NY (G.S.); Department of Radiology and Biomedical Imaging, University of California San Francisco, San Francisco, Calif (J.M.), Department of Radiology, Vancouver General Hospital, Vancouver, Canada (S.N.); Department of Radiology, Memorial Sloan-Kettering Cancer Center, New York, NY (B.S.M.); Department of Radiology and Biomedical Imaging, Yale University School of Medicine, New Haven, Conn (M.A.D.); Duke University School of Medicine, Durham, NC (K.M.); North York General Hospital, Toronto, Ontario, Canada (E.S.); and Department of Medical Imaging, University of Toronto, Toronto, Ontario, Canada (E.C.)
| | - Errol Colak
- From the Department of Medical Imaging, St Michael's Hospital, Unity Health Toronto, 30 Bond St, Toronto, ON, Canada M5B 1W8 (S.H., Z.H., H.M.L., I.Y., E.C.); Edward S. Rogers Department of Electrical and Computer Engineering, University of Toronto, Toronto, Ontario, Canada (Z.H., E.S.); The Jackson Laboratory, Bar Harbor, Me (R.L.B.); Department of Radiology, The Ohio State University, Columbus, Ohio (L.M.P.); Department of Medical Imaging, Sunnybrook Health Sciences Centre, University of Toronto, Toronto, Ontario, Canada (F.H.B.); Department of Radiology, Scripps Clinic Medical Group and University of California San Diego, San Diego, Calif (J.D.R.); Radiological Society of North America, Oak Brook, Ill (M.V.); Department of Radiology, Thomas Jefferson University, Philadelphia, Pa (A.E.F.); Department of Radiology, Weill Cornell Medicine, New York, NY (G.S.); Department of Radiology and Biomedical Imaging, University of California San Francisco, San Francisco, Calif (J.M.), Department of Radiology, Vancouver General Hospital, Vancouver, Canada (S.N.); Department of Radiology, Memorial Sloan-Kettering Cancer Center, New York, NY (B.S.M.); Department of Radiology and Biomedical Imaging, Yale University School of Medicine, New Haven, Conn (M.A.D.); Duke University School of Medicine, Durham, NC (K.M.); North York General Hospital, Toronto, Ontario, Canada (E.S.); and Department of Medical Imaging, University of Toronto, Toronto, Ontario, Canada (E.C.)
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