图像采集和协议变量的对人工智能模型性能的影响:ASFNR人工智能竞赛的二次分析

Guangming Zhu¹, Burak Berksu Ozkara¹, Jason W Allen¹+22

• ¹From the Department of Neurology (G.Z., M.E.), The University of Arizona, Tucson, AZ, USA; Department of Diagnostic, Molecular and Interventional Radiology (BBO), Icahn School of Medicine at Mount Sinai, New York, NY, USA; Department of Radiology and Imaging Sciences (J.W.A.), Indiana University School of Medicine, Indianapolis, IN, USA; Department of Radiology (D.P.B.), Duke University Medical Center, Durham, NC, USA; Department of Radiology, Neuroradiology Division (R.C., A.C., S.H., B.J., G.Z.), Stanford University, Stanford, CA, USA; Sutter Imaging (R.C.), Sutter Health, Sacramento, CA, USA; Department of Neuroradiology (H.C.), MD Anderson Cancer Center, Houston, TX, USA; Department of Radiology (C.G.F.), Tufts University, Boston, MA, USA; Department of Radiology (A.E.F.), Thomas Jefferson University, Philadelphia, PA, USA; Department of Radiology (R.G.), University of Alabama at Birmingham, Birmingham, AL, USA; Department of Radiology & Biomedical Imaging (C.H.), University of California, San Francisco, San Francisco, CA, USA; Department of Radiology (K.H.), New York University Grossman School of Medicine, New York, NY, USA; Department of Radiology (J.A. M., S.S.N.), University of Texas Southwestern Medical Center, Dallas, TX, USA; Department of Clinical Neurosciences (P.M.), Lausanne University Hospital, Lausanne, Switzerland; Department of Diagnostic Radiology and Nuclear Medicine (P.R.), University of Maryland School of Medicine, Baltimore, MD, USA; The Russell H. Morgan Department of Radiology and Radiological Science (P.R.), Johns Hopkins University, Baltimore, MD, USA; The Malone Center for Engineering in Healthcare (H.I.S.), Whiting School of Engineering, Johns Hopkins University, Baltimore, MD, USA; Department of Radiology (H.I.S.), Mayo Clinic, Rochester, MN, USA; and Department of Radiology (H.I.S.), Wake Forest University School of Medicine, Winston-Salem, NC, USA.+1