학술논문

발행년
-
(예 : 2010-2015)
'학술논문' 에서 검색결과 540건 | 목록 1~10
Academic Journal
Underwood, Jde Francesco, DCole, JHCaan, MWAvan Zoest, RASchmand, BSharp, DJSabin, CAReiss, PWinston, AWit, FWNMSchouten, JKooij, KWElsenga, BCJanssen, FRHeidenrijk, MZikkenheiner, Wvan der Valk, MKootstra, NAHarskamp-Holwerda, AMMaurer, IRuiz, MMMGirigorie, AFVillaudy, JFrankin, EPasternak, ABerkhout, Bvan der Kuyl, TPortegies, PSchmand, BAGeurtsen, GJter Stege, JATwennaar, MKMajoie, CBLMSu, TWeijer, KBisschop, PHLTKalsbeek, AWezel, MVisser, IRuhe, HGFranceschi, CGaragnani, PPirazzini, CCapri, MDall'Olio, FChiricolo, MSalvioli, SHoeijmakers, JPothof, JPrins, MMartens, MMoll, SBerkel, JTotte, MKovalev, SGisslen, MFuchs, DZetterberg, HMcDonald, LStott, MLegg, KLovell, AErlwein, ODoyle, NKingsley, CLeech, RZaheri, SHillebregt, MMJRuijs, YMCBenschop, DPBurger, Dde Graaff-Teulen, MGuaraldi, GBurkle, ASindlinger, TMoreno-Villanueva, MKeller, ASabin, CLibert, CDewaele, SBoffito, MMallon, PPost, FSachikonye, MAnderson, JAsboe, DGarvey, LPozniak, AVera, JWilliams, ICampbell, LYurdakul, SOkumu, SPollard, LOtiko, DPhillips, LLaverick, RFisher, MClarke, ABexley, ARichardson, CMacken, AGhavani-Kia, BMaher, JByrne, MFlaherty, AMguni, SClark, RNevin-Dolan, RPelluri, SJohnson, MNgwu, NHemat, NJones, MCarroll, AWhitehouse, ABurgess, LBabalis, DHiggs, CSeah, EFletcher, SAnthonipillai, MMoyes, ADeats, KSyed, IMatthews, C
Open forum infectious diseases. 6(6)
Academic Journal
Antonelli G; Gastroenterology and Digestive Endoscopy Unit, Ospedale dei Castelli, Ariccia, Rome, Italy.; Libanio D; MEDCIDS, Faculty of Medicine, University of Porto, Porto, Portugal.; De Groof AJ; Department of Gastroenterology and Hepatology, Amsterdam University Medical Center, Amsterdam, The Netherlands.; van der Sommen F; Department of Electrical Engineering, VCA group, University of Technology, Eindhoven, The Netherlands.; Mascagni P; IHU Strasbourg, Strasbourg, France.; Fondazione Policlinico Universitario A. Gemelli IRCCS, Rome, Italy.; Sinonquel P; Department of Gastroenterology and Hepatology, UZ Leuven, Leuven, Belgium.; Department of Translational Research for Gastrointestinal Disorders (TARGID), KU Leuven, Leuven, Belgium.; Abdelrahim M; Royal Devon and Exeter Hospital, Exeter, UK.; Ahmad O; University College London, London, UK.; Berzin T; Beth Israel Deaconess Medical Center and Harvard Medical School, Boston, Massachusetts, USA.; Bhandari P; Endoscopy Department, Portsmouth Hospitals University NHS Trust, Portsmouth, UK.; Bretthauer M; Clinical Effectiveness Research Group, University of Oslo, Oslo, Norway.; Coimbra M; INESC TEC, Faculdade de Ciências, University of Porto, Porto, Portugal.; Dekker E; Department of Gastroenterology and Hepatology, Amsterdam University Medical Center, Amsterdam, The Netherlands.; Ebigbo A; III Medizinische Klinik, UniversitatsKlinikum Augsburg, Augsburg, Germany.; Eelbode T; Department of Electrical Engineering (ESAT/PSI), Medical Imaging Research Center, KU Leuven, Leuven, Belgium.; Frazzoni L; Gastroenterology and Endoscopy Unit, Forlì-Cesena Hospitals, AUSL Romagna, Forlì, Italy.; Gross SA; Division of Gastroenterology and Hepatology, New York University Langone Health, New York, New York, USA.; Ishihara R; Osaka International Cancer Institute, Osaka, Japan.; Kaminski MF; Clinical Effectiveness Research Group, University of Oslo, Oslo, Norway.; Department of Gastroenterological Oncology, Maria Sklodowska-Curie Memorial Cancer Center and Institute of Oncology, Warsaw, Poland.; Medical Center for Postgraduate Education, Warsaw, Poland.; Messmann H; III Medizinische Klinik, UniversitatsKlinikum Augsburg, Augsburg, Germany.; Mori Y; Clinical Effectiveness Research Group, University of Oslo, Oslo, Norway.; Digestive Disease Center, Showa University Northern Yokohama Hospital, Yokohama, Japan.; Padoy N; IHU Strasbourg, Strasbourg, France.; Parasa S; Swedish Medical Center, Seattle, Washington, USA.; Pilonis ND; Clinical Effectiveness Research Group, University of Oslo, Oslo, Norway.; Department of Gastroenterological Oncology, Maria Sklodowska-Curie Memorial Cancer Center and Institute of Oncology, Warsaw, Poland.; Medical Center for Postgraduate Education, Warsaw, Poland.; Renna F; INESC TEC, Faculdade de Ciências, University of Porto, Porto, Portugal.; Repici A; Department of Biomedical Sciences, Humanitas University, Pieve Emanuele, Italy.; Endoscopy Unit, Humanitas Clinical and Research Center - IRCCS, Rozzano, Italy.; Simsek C; Department of Gastroenterology, Hacettepe University, Ankara, Turkey.; Spadaccini M; Department of Biomedical Sciences, Humanitas University, Pieve Emanuele, Italy.; Endoscopy Unit, Humanitas Clinical and Research Center - IRCCS, Rozzano, Italy.; Bisschops R; Department of Gastroenterology and Hepatology, UZ Leuven, Leuven, Belgium.; Department of Translational Research for Gastrointestinal Disorders (TARGID), KU Leuven, Leuven, Belgium.; Bergman JJGHM; Department of Gastroenterology and Hepatology, Amsterdam University Medical Center, Amsterdam, The Netherlands.; Hassan C; Department of Biomedical Sciences, Humanitas University, Pieve Emanuele, Italy cesareh@hotmail.com.; Endoscopy Unit, Humanitas Clinical and Research Center - IRCCS, Rozzano, Italy.; Dinis Ribeiro M; MEDCIDS, Faculty of Medicine, University of Porto, Porto, Portugal.; RISE@CI-IPOP (Health Research Network), Porto Comprehensive Cancer Centre (Porto.CCC), Porto, Portugal.
Publisher: British Medical Assn Country of Publication: England NLM ID: 2985108R Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1468-3288 (Electronic) Linking ISSN: 00175749 NLM ISO Abbreviation: Gut Subsets: MEDLINE
Academic Journal
Pellisé M; Gastroenterology Department, Hospital Clinic de Barcelona, Barcelona, Spain.; Centro de Investigación Biomédica en Red de Enfermedades Hepáticas y Digestivas (CIBEREHD), Institut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS).; Facultat de Medicina i Ciències de la Salud, Universitat de Barcelona (UB), Barcelona, Spain.; Ebigbo A; Department of Gastroenterology, University Hospital Augsburg, Augsburg, Germany.; van Herwaarden YJ; Department of Gastroenterology and Hepatology, Radboud University Hospital, Nijmegen, The Netherlands.; van Malenstein H; Department of Gastroenterology and Hepatology, University Hospital Leuven, Leuven, Belgium.; Papanikolaou IS; Hepatogastroenterology Unit, Second Department of Internal Medicine-Propaedeutic, Medical School, National and Kapodistrian University of Athens, Attikon University General Hospital, Athens, Greece.; Pawlak KM; Endoscopy Unit, Hospital of the Ministry of Interior and Administration Szczecin, Poland.; Voiosu AM; Gastroenterology Department, Colentina Clinical Hospital, Bucharest, Romania.; Carol Davila University of Medicine and Pharmacy, Bucharest, Romania.; Afify S; National Hepatology and Tropical Medicine Research Institute. Cairo, Egypt.; Alkandari A; Department of Gastroenterology, Al Jahra Hospital, Kuwait.; Araujo IK; Gastroenterology Department, Hospital Clinic de Barcelona, Barcelona, Spain.; Awadelkarim B; HPB Medicine, Freeman Hospital, Newcastle upon Tyne Hospitals NHS Foundation Trust, Newcastle-upon-Tyne, UK.; Benjaminov F; Department of Gastroenterology and Hepatology, Meir Medical Center, Tel Aviv University, Israel.; García Campos M; Department of Gastroenterology, University and Polytechnic La Fe Hospital, Valencia, Spain.; Sundaram S; Department of Gastroenterology, Tata Memorial Hospital, Homi Bhabha National Institute, Mumbai, India.; Triantafyllou K; Hepatogastroenterology Unit, Second Department of Internal Medicine-Propaedeutic, Medical School, National and Kapodistrian University of Athens, Attikon University General Hospital, Athens, Greece.; Second Academic Department of Gastroenterology, Medical School, National and Kapodistrian University of Athens, Greece.; Vlad A; Bihor County Emergency Clinical Hospital, University of Oradea, Romania.; Arvanitakis M; Department of Gastroenterology, Erasme University Hospital, Université Libre de Bruxelles, Brussels, Belgium.; Bisschops R; Department of Gastroenterology and Hepatology, University Hospitals Leuven, and TARGID, KU Leuven, Leuven, Belgium.; Hassan C; Department of Biomedical Sciences, Humanitas University, Pieve Emanuele, Italy.; Endoscopy Unit, Humanitas Clinical and Research Center-IRCCS, Rozzano, Italy.; Messmann H; Department of Gastroenterology, University Hospital Augsburg, Augsburg, Germany.; Gralnek IM; Institute of Gastroenterology and Hepatology, Emek Medical Center, Afula, Israel.; Rappaport Family Faculty of Medicine Technion Israel Institute of Technology, Haifa, Israel.
Publisher: Georg Thieme Verlag Country of Publication: Germany NLM ID: 0215166 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1438-8812 (Electronic) Linking ISSN: 0013726X NLM ISO Abbreviation: Endoscopy Subsets: MEDLINE
Academic Journal
Moawad AW; Trinity health Mid Atlantic Hosiptals, Darby, PA, USA.; Janas A; Department of Radiology and Biomedical Imaging, Yale School of Medicine, New Haven, CT, USA.; Baid U; Division of Computational Pathology, Department of Pathology and Laboratory Medicine, School of Medicine, Indiana University, Indianapolis, IN, USA.; Ramakrishnan D; Department of Radiology and Biomedical Imaging, Yale School of Medicine, New Haven, CT, USA.; Saluja R; Department of Electical and Computer Engineering, Cornell University and Cornell Tech, New York, NY, USA.; Department of Radiology, Weill Cornell Medicine, New York, NY, USA.; Ashraf N; ImagineQuant, Children's Hospital of Philadelphia, Philadelphia, PA, USA.; College of Medicine, Alfaisal University, Riyadh, Saudi Arabia.; Jekel L; DKFZ Division of Translational Neurooncology at the WTZ, German Cancer Consortium, DKTK Partner Site, University Hospital Essen, Essen, Germany.; Amiruddin R; ImagineQuant, Children's Hospital of Philadelphia, Philadelphia, PA, USA.; Adewole M; Medical Artificial Intelligence Lab, Crestview Radiology, Lagos, Nigeria.; Albrecht J; Sage Bionetworks, Seattle, WA, USA.; Anazodo U; Montreal Neurological Institute, McGill University, Montreal, Canada.; Medical Artificial Intelligence (MAI) lab, Crestview Radiology, Lagos, Nigeria.; Aneja S; Department of Therapeutic Radiology, Yale School of Medicine, New Haven, CT, USA.; Anwar SM; Sheikh Zayed Institute for Pediatric Surgical Innovation, Children's National Hospital, Washington, D.C., USA.; Bergquist T; Department of Radiology, Mayo Clinic, Rochester, MN, USA.; Calabrese E; Department of Radiology, Duke University Medical Center, Durham, NC, USA.; Chiang V; Department of Neurosurgery, Yale School of Medicine, New Haven, CT, USA.; Chung V; Sage Bionetworks, Seattle, WA, USA.; Conte GMM; Department of Radiology, Mayo Clinic, Rochester, MN, USA.; Dako F; Center for Global Health, Perelman School of Medicine, University of Pennsylvania, PA, USA.; Eddy J; Sage Bionetworks, Seattle, WA, USA.; Ezhov I; Department of Informatics, Technical University Munich, Germany.; Familiar A; Children's Hospital of Philadelphia, University of Pennsylvania, Philadelphia, PA, USA.; Farahani K; Cancer Imaging Program, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA.; Iglesias JE; Athinoula A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Boston, MA, USA.; Jiang Z; Children's National Hospital, Washington, D.C., USA.; Johanson E; PrecisionFDA, U.S. Food and Drug Administration, Silver Spring, MD, USA.; Kazerooni AF; Department of Neurosurgery, University of Pennsylvania, Philadelphia, PA, USA.; Division of Neurosurgery, The Children's Hospital of Philadelphia, Philadelphia, PA, USA.; Center for Data-Driven Discovery in Biomedicine, The Children's Hospital of Philadelphia, Philadelphia, PA, USA.; Kofler F; Technische Universität München, Munich, Germany.; Krantchev K; Department of Radiology and Biomedical Imaging, Yale School of Medicine, New Haven, CT, USA.; LaBella D; Department of Radiation Oncology, Duke University Medical Center, Durham, NC, USA.; Van Leemput K; Department of Applied Mathematics and Computer Science, Technical University of Denmark, Denmark.; Li HB; Athinoula A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Boston, MA, USA.; Linguraru MG; Sheikh Zayed Institute for Pediatric Surgical Innovation, Children's National Hospital, Washington, D.C., USA.; Departments of Radiology and Pediatrics, George Washington University School of Medicine and Health Sciences, Washington, D.C., USA.; Link KE; New York University School of Medicine, New York, NY, USA.; Liu X; Children's National Hospital, Washington, D.C., USA.; Maleki N; ImagineQuant, Children's Hospital of Philadelphia, Philadelphia, PA, USA.; Meier Z; Booz Allen Hamilton, McLean, VA, USA.; Menze BH; Biomedical Image Analysis & Machine Learning, Department of Quantitative Biomedicine, University of Zurich, Switzerland.; Moy H; Department of Radiology and Biomedical Imaging, Yale School of Medicine, New Haven, CT, USA.; Osenberg K; Department of Radiology and Biomedical Imaging, Yale School of Medicine, New Haven, CT, USA.; Piraud M; Helmholtz AI, Helmholtz Munich, Germany.; Reitman Z; Duke University School of Medicine, Durham, NC, USA.; Shinohara RT; Center for Clinical Epidemiology and Biostatistics, University of Pennsylvania, Philadelphia, PA, USA.; Tahon NH; Radiology Department, University of Missouri, Columbia, MO, USA.; Nada A; Trinity health Mid Atlantic Hosiptals, Darby, PA, USA.; Department of Radiology and Biomedical Imaging, Yale School of Medicine, New Haven, CT, USA.; Division of Computational Pathology, Department of Pathology and Laboratory Medicine, School of Medicine, Indiana University, Indianapolis, IN, USA.; Department of Electical and Computer Engineering, Cornell University and Cornell Tech, New York, NY, USA.; Department of Radiology, Weill Cornell Medicine, New York, NY, USA.; ImagineQuant, Children's Hospital of Philadelphia, Philadelphia, PA, USA.; College of Medicine, Alfaisal University, Riyadh, Saudi Arabia.; DKFZ Division of Translational Neurooncology at the WTZ, German Cancer Consortium, DKTK Partner Site, University Hospital Essen, Essen, Germany.; Medical Artificial Intelligence Lab, Crestview Radiology, Lagos, Nigeria.; Sage Bionetworks, Seattle, WA, USA.; Montreal Neurological Institute, McGill University, Montreal, Canada.; Medical Artificial Intelligence (MAI) lab, Crestview Radiology, Lagos, Nigeria.; Department of Therapeutic Radiology, Yale School of Medicine, New Haven, CT, USA.; Sheikh Zayed Institute for Pediatric Surgical Innovation, Children's National Hospital, Washington, D.C., USA.; Department of Radiology, Mayo Clinic, Rochester, MN, USA.; Department of Radiology, Duke University Medical Center, Durham, NC, USA.; Department of Neurosurgery, Yale School of Medicine, New Haven, CT, USA.; Center for Global Health, Perelman School of Medicine, University of Pennsylvania, PA, USA.; Department of Informatics, Technical University Munich, Germany.; Children's Hospital of Philadelphia, University of Pennsylvania, Philadelphia, PA, USA.; Cancer Imaging Program, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA.; Athinoula A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Boston, MA, USA.; Children's National Hospital, Washington, D.C., USA.; PrecisionFDA, U.S. Food and Drug Administration, Silver Spring, MD, USA.; Department of Neurosurgery, University of Pennsylvania, Philadelphia, PA, USA.; Division of Neurosurgery, The Children's Hospital of Philadelphia, Philadelphia, PA, USA.; Center for Data-Driven Discovery in Biomedicine, The Children's Hospital of Philadelphia, Philadelphia, PA, USA.; Technische Universität München, Munich, Germany.; Department of Radiation Oncology, Duke University Medical Center, Durham, NC, USA.; Department of Applied Mathematics and Computer Science, Technical University of Denmark, Denmark.; Sheikh Zayed Institute for Pediatric Surgical Innovation, Children's National Hospital, Washington, D.C., USA.; Departments of Radiology and Pediatrics, George Washington University School of Medicine and Health Sciences, Washington, D.C., USA.; New York University School of Medicine, New York, NY, USA.; Booz Allen Hamilton, McLean, VA, USA.; Biomedical Image Analysis & Machine Learning, Department of Quantitative Biomedicine, University of Zurich, Switzerland.; Helmholtz AI, Helmholtz Munich, Germany.; Duke University School of Medicine, Durham, NC, USA.; Center for Clinical Epidemiology and Biostatistics, University of Pennsylvania, Philadelphia, PA, USA.; Radiology Department, University of Missouri, Columbia, MO, USA.; Northwestern University, Department of Radiology, Feinberg School of Medicine, Chicago, IL, USA.; Department of Neuroradiology, Technical University of Munich, Munich, Germany.; Department of Radiology and Imaging Sciences, Indiana University, Indianapolis, IN, USA.; Visage Imaging, GmbH, Berlin, Germany.; Department of Electrical and Systems Engineering, Washington University in St. Louis, St. Louis, MO, USA.; GE HealthCare, San Ramon, CA, USA.; Mallinckrodt Institute of Radiology, Washington University School of Medicine, St. Louis, MO, USA.; Visage Imaging, Inc, San Diego, CA, USA.; University of Missouri, Columbia, MO, USA.; Institute for Informatics, Data Science & Biostatistics, Washington University School of Medicine, St. Louis, MO, USA.; Cairo University, Cairo, Egypt.; Duke University Medical Center, Durham, NC, USA.; Department of Radiology and Biomedical Imaging, University of California San Francisco, CA, USA.; Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany.; Department of Radiology, Mayo Clinic, Phoenix, AZ, USA.; Neuroradiology Section, Mallinckrodt Institute of Radiology at Washington University in St. Louis, St. Louis, MO, USA.; Loyola University Medical Center, Hines, IL, USA.; Department of Radiology, Queen's University, Kingston, ON, Canada.; Department of Radiology, University of Iowa Hospitals and Clinics, Iowa City, IA, USA.; Children's healthcare of Atlanta, GA, USA.; Carolina Radiology Associates, Myrtle Beach, SC, USA.; McLeod Regional Medical Center, Florence, SC, USA.; Medical University of South Carolina, Charleston, SC, USA.; University of Arkansas medical center, Little Rock, AR, USA.; NorthShore Endeavor Health, Evanston, IL, USA.; Department of Imaging and Interventional Radiology, The Chinese University of Hong Kong, Hong Kong SAR.; Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh, United Kingdom.; Department of Clinical Neurosciences, NHS Lothian, Edinburgh, United Kingdom.; Department of Radiology, University of Washington, Seattle, WA, USA.; Department of Radiology, Ohio State University College of medicine, Columbus, OH, USA.; Albert Einstein Medical Center, Hartford, CT, USA.; Amsterdam UMC, location Vrije Universiteir, the Netherlands.; University College London, United Kingdom.; Hospital Italiano de Buenos Aires, Buenos Aires, Argentina.; Department of Radiology and Medical Imaging, University of Virginia, Charlottesville, Virginia, USA.; Klinikum Hochrhein, Waldshut-Tiengen, Germany.; Centro Universitario Euro-Americana (UNIEURO), Brasília, DF, Brazil.; Department of Radiology, University of Texas Southwestern Medical Center, Dallas, TX, USA.; Southern District Health Board, Dunedin, New Zealand.; Department of Radiology, Houston Methodist, Houston, TX, USA.; University of Tennessee medical Center, Knoxville, TN, USA.; Mayo Clinic, Department of Radiology, Section of Neuroradiology, Phoenix, AZ, USA.; Department of Radiology, Stanford University, Stanford, CA, USA.; Department of Radiology and Nuclear Medicine, Maastricht University Medical Center, Maastricht, the Netherlands.; Mental Health and Neuroscience research institute, Maastricht University, Maastricht, the Netherlands.; Department of Radiology and Medical Imaging, University of Virginia, Charlottesville, VA, USA.; Department of Radiology, University of Northwestern, Chicago, IL, USA.; Centre Hospitalier de l'Universite de Montreal and Centre de Recherche du CHUM Montreal, Canada.; Department of Neuroradiology, MD Anderson Cancer Center, Houston, TX, USA.; Departments of Neuroradiology & Biomedical Informatics, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany.; Department of Diagnostic and Interventional Radiology, SickKids Hospital, University of Toronto, Canada.; Department of Radiology, Baylor College of medicine, Houston, TX, USA.; Department of Radiology, New Jersey Medical school, Newark, NJ, USA.; Department of Radiology, AZ Monica, Antwerp Area, Belgium.; Medicolegal Imaging Experts LLC, Mercer Island, WA, USA.; Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA.; Memorial Sloan Kettering Cancer Center, New York, NY, USA.; Weill Cornell Medical College, New York, NY, USA.; MedStar Georgetown University Hospital, Washington, D.C., USA.; Department of Radiology, St.Elizabeth's Medical Center, Boston, MA, USA.; Department of Radiology, Tufts University School of Medicine, Boston, MA, USA.; Walter Reed National Military Medical Center, Bethesda, MD, USA.; Keck School of medicine, Los Angeles, CA, USA.; Lahey Health Home, Burlington, MA, USA.; University of Alabama, Birmingham, AL, USA.; Department of Radiology, University of North Carolina School of Medicine, Chapel Hill, NC, USA.; Department of Radiology and Imaging Sciences, Emory University, Atlanta, GA, USA.; University of Nebraska Medical Center, Omaha, NE, USA.; George Washington University, Washington, D.C., USA.; Northwell Health, Zucker Hofstra School of Medicine at Northwell, North Shore University Hospital, Hempstead, New York, NY, USA.; Cancer Center Amsterdam, Imaging and Biomarkers, Amsterdam, The Netherlands.; Ludwig Maximilians University Munich, München, Germany.; Faculty of Medicine, Jena University Hospital, Friedrich Schiller University Jena, Jena, Germany.; Department of Radiology, Ain Shams University, Cairo, Egypt.; Department of Radiology, Ain Shams University, Cairo - Egypt.; University of Ioannina School of Medicine, Ioannina, Greece.; University of Hamburg, Hamburg, Germany.; Radiology Department, Memorial Sloan Kettering Cancer Center, New York City, NY, USA.; Iran University of Medical sciences, Tehran, Iran.; Columbia University Irving Medical Center, New York, NY, USA.; Department of Diagnostic and Interventional Radiology, University Hospital Ulm, Ulm, Germany.; Department of Diagnostic and Interventional Neuroradiology, School of Medicine, Klinikum rechts der Isar, Technical University of Munich, Munich, Germany.; TUM-Neuroimaging Center, Klinikum rechts der Isar, Technical University of Munich, Munich, Germany.; Medical School, University of Ioannina, Ioannina, Greece.; Department of Radiology, Arad Hospital, Tehran, Iran.; Faculty of Medicine, Medical University - Sofia, Sofia, Bulgaria.; Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany.; Department of Medical Image Computing, German Cancer Research Center (DKFZ), Heidelberg, Germany.; Functional and Interventional Neuroradiology Unit, Bambino Gesù Children's Hospital, Rome, Italy.; Institute of Neuroscience and Medicine (INM-4), Research Center Juelich, Juelich, Germany.; Department of Nuclear Medicine, University Hospital RWTH Aachen, Aachen, Germany.; Mathematical Oncology Laboratory & Department of Mathematics, University of Castilla-La Mancha, Spain.; Department of Radiation Oncology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA.; Charité-Universitätsmedizin Berlin (Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health), Berlin, Germany.; Department of Neuroradiology, Western Lisbon Hospital Centre (CHLO), Portugal.; Cairo University, Cairo, Egypt.; Zagazig University, Zagazig, Egypt.; Diagnostic Radiology Department, Wayne State University, Detroit, MI.; Institute of Diagnostic and Interventional Radiology, University Hospital Zurich, University of Zurich, Zurich, Switzerland.; Faculty of Medicine, Guilan University of Medical Sciences, Rasht, Iran.; Department of Radiology/Division of Neuroradiology, San Diego Veterans Administration Medical Center/UC San Diego Health System, San Diego, CA, USA.; Department of Radiology, University of Calgary, Calgary, Canada.; EDU Institute of Higher Education, Villa Bighi, Chaplain's House, Kalkara, Malta.; Bay Imaging Consultants, Walnut Creek, CA, USA.; Ross University School of Medicine, Bridgetown, Barbados.; Department of Radiology, Cairo University, Cairo, Egypt.; Department of Radiology, Mayo clinic, Rochester, MN, USA.; Department of Neurosurgery, Vivantes Klinikum Neukölln, Berlin, Germany.; Mercy Catholic Medical Center, Darby, PA, USA.; C.M.H. Lahore Medical College, Lahore, Pakistan.; Neuroradiology Department, Pedro Hispano Hospital, Matosinhos, Portugal.; Department of Radiology, Copenhagen University Hospital - Rigshospitalet, Copenhagen, Denmark.; Department of Radiology, Baylor College of Medicine, Houston, TX, USA.; Department of Radiology, University of Iowa Hospital and Clinics, Iowa City, IA, USA.; National and Kapodistrian University of Athens, School of Medicine, Athens, Greece.; Department of Neurosurgery, University Hospital of Ioannina, Ioannina, Greece.; Department of Diagnostic and Interventional Radiology, Cairo University, Cairo, Egypt.; Department of Radiology, Brigham and Women's Hospital, Massachusetts General Hospital, Boston, MA, USA.; Department of Neuroradiology, Universidad Autónoma de Nuevo León, México.; Department of Radiological Sciences, University of California Los Angeles, Los Angeles, CA, USA.; Gold Coast University Hospital, Queensland Health, Australia.; Department of Radiology Manchester NHS Foundation Trust, North West School of Radiology, Manchester, United Kingdom.; Artificial Intelligence Lab, Department of Radiology, Mayo Clinic, Rochester, MN, USA.; Department of Radiology, MD Anderson Cancer Center, Houston, TX, USA.; Corewell Health West, MI, USA.; Department of Radiodiagnosis, All India Institute of Medical Sciences Rishikesh, India.; Windsor Regional Hospital, Western University, Ontario, Canada.; Artificial Intelligence & Informatics, Mayo Clinic, Rochester, MN, USA.; Department of Radiology, University of Pennsylvania, PA, USA.; Department of Radiology, Life Care Hospital, Freetown, Sierra Leone.; Department of Medicine and Surgery, Università degli Studi di Perugia, Italy.; Department of Neuroradiology, Imperial College Healthcare NHS Trust, London, United Kingdom.; Department of Radiology and Biomedical Imaging, University of California San Francisco, San Francisco, CA, USA.; Department of Radiology, Michigan Medicine, Ann Arbor, MI, USA.; Department of Radiology, University of Vermont Medical Center, Burlington, VT, USA.; Isfahan University of Medical Sciences, Isfahan, Iran.; Department of Radiology, The American British Cowdray Medical Center, Mexico City, Mexico.; Rush University Medical Center, Chicago, IL, USA.; Department of NeuroRadiology, Rockefeller Neuroscience Institute, West Virginia University. Morgantown, WV, USA.; Leeds Teaching Hospitals NHS Trust, Leeds, United Kingdom.; University of Cagliari, School of Medicine and Surgery, Cagliari, Italy.; Department of Radiology, University of Arkansas for Medical Sciences, Little Rock, AR, USA.; Washington University School of Medicine in St. Louis, St. Louis, MO, USA.; Department of Radiology, Children's Hospital of Philadelphia, Philadelphia, PA, USA.; MLCommons, San Francisco, CA, USA.; Factored, Palo Alto, CA, USA.; Center For Federated Learning in Medicine, Indiana University, Indianapolis, IN, USA.; Medical Working Group, MLCommons, San Fransisco, CA, USA.; Intel/MLCommons, Hillsboro, OR, USA.; Department of Radiology and Imaging Sciences, School of Medicine, Indiana University, Indianapolis, IN, USA.; Department of Neurological Surgery, School of Medicine, Indiana University, Indianapolis, IN, USA.; Department of Radiology, University of California San Diego, CA, USA.; Department of Radiology, Scripps Clinic Medical Group, CA, USA.; Velichko YS; Northwestern University, Department of Radiology, Feinberg School of Medicine, Chicago, IL, USA.; Wang C; Duke University School of Medicine, Durham, NC, USA.; Wiestler B; Department of Neuroradiology, Technical University of Munich, Munich, Germany.; Wiggins W; Duke University School of Medicine, Durham, NC, USA.; Shafique U; Department of Radiology and Imaging Sciences, Indiana University, Indianapolis, IN, USA.; Willms K; Department of Radiology and Biomedical Imaging, Yale School of Medicine, New Haven, CT, USA.; Avesta A; Department of Radiology and Biomedical Imaging, Yale School of Medicine, New Haven, CT, USA.; Bousabarah K; Visage Imaging, GmbH, Berlin, Germany.; Chakrabarty S; Department of Electrical and Systems Engineering, Washington University in St. Louis, St. Louis, MO, USA.; GE HealthCare, San Ramon, CA, USA.; Gennaro N; Northwestern University, Department of Radiology, Feinberg School of Medicine, Chicago, IL, USA.; Holler W; Visage Imaging, GmbH, Berlin, Germany.; Kaur M; Department of Radiology and Biomedical Imaging, Yale School of Medicine, New Haven, CT, USA.; LaMontagne P; Mallinckrodt Institute of Radiology, Washington University School of Medicine, St. Louis, MO, USA.; Lin M; Visage Imaging, Inc, San Diego, CA, USA.; Lost J; Department of Radiology and Biomedical Imaging, Yale School of Medicine, New Haven, CT, USA.; Marcus DS; Mallinckrodt Institute of Radiology, Washington University School of Medicine, St. Louis, MO, USA.; Maresca R; Department of Therapeutic Radiology, Yale School of Medicine, New Haven, CT, USA.; Merkaj S; Department of Radiology and Biomedical Imaging, Yale School of Medicine, New Haven, CT, USA.; Nada A; University of Missouri, Columbia, MO, USA.; Pedersen GC; Department of Radiology and Biomedical Imaging, Yale School of Medicine, New Haven, CT, USA.; von Reppert M; Department of Radiology and Biomedical Imaging, Yale School of Medicine, New Haven, CT, USA.; Sotiras A; Mallinckrodt Institute of Radiology, Washington University School of Medicine, St. Louis, MO, USA.; Institute for Informatics, Data Science & Biostatistics, Washington University School of Medicine, St. Louis, MO, USA.; Teytelboym O; Trinity health Mid Atlantic Hosiptals, Darby, PA, USA.; Tillmans N; Department of Radiology and Biomedical Imaging, Yale School of Medicine, New Haven, CT, USA.; Westerhoff M; Visage Imaging, GmbH, Berlin, Germany.; Youssef A; Cairo University, Cairo, Egypt.; Godfrey D; Duke University Medical Center, Durham, NC, USA.; Floyd S; Duke University Medical Center, Durham, NC, USA.; Rauschecker A; Department of Radiology and Biomedical Imaging, University of California San Francisco, CA, USA.; Villanueva-Meyer J; Department of Radiology and Biomedical Imaging, University of California San Francisco, CA, USA.; Pflüger I; Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany.; Cho J; Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany.; Bendszus M; Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany.; Brugnara G; Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany.; Cramer J; Department of Radiology, Mayo Clinic, Phoenix, AZ, USA.; Perez-Carillo GJG; Neuroradiology Section, Mallinckrodt Institute of Radiology at Washington University in St. Louis, St. Louis, MO, USA.; Johnson DR; Department of Radiology, Mayo Clinic, Rochester, MN, USA.; Kam A; Loyola University Medical Center, Hines, IL, USA.; Kwan BYM; Department of Radiology, Queen's University, Kingston, ON, Canada.; Lai L; Department of Radiology, University of Iowa Hospitals and Clinics, Iowa City, IA, USA.; Lall NU; Children's healthcare of Atlanta, GA, USA.; Memon F; Carolina Radiology Associates, Myrtle Beach, SC, USA.; McLeod Regional Medical Center, Florence, SC, USA.; Medical University of South Carolina, Charleston, SC, USA.; Patro SN; University of Arkansas medical center, Little Rock, AR, USA.; Petrovic B; NorthShore Endeavor Health, Evanston, IL, USA.; So TY; Department of Imaging and Interventional Radiology, The Chinese University of Hong Kong, Hong Kong SAR.; Thompson G; Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh, United Kingdom.; Department of Clinical Neurosciences, NHS Lothian, Edinburgh, United Kingdom.; Wu L; Department of Radiology, University of Washington, Seattle, WA, USA.; Schrickel EB; Department of Radiology, Ohio State University College of medicine, Columbus, OH, USA.; Bansal A; Albert Einstein Medical Center, Hartford, CT, USA.; Barkhof F; Amsterdam UMC, location Vrije Universiteir, the Netherlands.; University College London, United Kingdom.; Besada C; Hospital Italiano de Buenos Aires, Buenos Aires, Argentina.; Chu S; Department of Radiology, University of Washington, Seattle, WA, USA.; Druzgal J; Department of Radiology and Medical Imaging, University of Virginia, Charlottesville, Virginia, USA.; Dusoi A; Klinikum Hochrhein, Waldshut-Tiengen, Germany.; Farage L; Centro Universitario Euro-Americana (UNIEURO), Brasília, DF, Brazil.; Feltrin F; Department of Radiology, University of Texas Southwestern Medical Center, Dallas, TX, USA.; Fong A; Southern District Health Board, Dunedin, New Zealand.; Fung SH; Department of Radiology, Houston Methodist, Houston, TX, USA.; Gray RI; University of Tennessee medical Center, Knoxville, TN, USA.; Ikuta I; Mayo Clinic, Department of Radiology, Section of Neuroradiology, Phoenix, AZ, USA.; Iv M; Department of Radiology, Stanford University, Stanford, CA, USA.; Postma AA; Department of Radiology and Nuclear Medicine, Maastricht University Medical Center, Maastricht, the Netherlands.; Mental Health and Neuroscience research institute, Maastricht University, Maastricht, the Netherlands.; Mahajan A; Department of Radiology and Biomedical Imaging, Yale School of Medicine, New Haven, CT, USA.; Joyner D; Department of Radiology and Medical Imaging, University of Virginia, Charlottesville, VA, USA.; Krumpelman C; Department of Radiology, University of Northwestern, Chicago, IL, USA.; Letourneau-Guillon L; Centre Hospitalier de l'Universite de Montreal and Centre de Recherche du CHUM Montreal, Canada.; Lincoln CM; Department of Neuroradiology, MD Anderson Cancer Center, Houston, TX, USA.; Maros ME; Departments of Neuroradiology & Biomedical Informatics, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany.; Miller E; Department of Diagnostic and Interventional Radiology, SickKids Hospital, University of Toronto, Canada.; Morón F; Department of Radiology, Baylor College of medicine, Houston, TX, USA.; Nimchinsky EA; Department of Radiology, New Jersey Medical school, Newark, NJ, USA.; Ozsarlak O; Department of Radiology, AZ Monica, Antwerp Area, Belgium.; Patel U; Medicolegal Imaging Experts LLC, Mercer Island, WA, USA.; Rohatgi S; Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA.; Saha A; Memorial Sloan Kettering Cancer Center, New York, NY, USA.; Weill Cornell Medical College, New York, NY, USA.; Sayah A; MedStar Georgetown University Hospital, Washington, D.C., USA.; Schwartz ED; Department of Radiology, St.Elizabeth's Medical Center, Boston, MA, USA.; Department of Radiology, Tufts University School of Medicine, Boston, MA, USA.; Shih R; Walter Reed National Military Medical Center, Bethesda, MD, USA.; Shiroishi MS; Keck School of medicine, Los Angeles, CA, USA.; Small JE; Lahey Health Home, Burlington, MA, USA.; Tanwar M; University of Alabama, Birmingham, AL, USA.; Valerie J; Department of Radiology, University of North Carolina School of Medicine, Chapel Hill, NC, USA.; Weinberg BD; Department of Radiology and Imaging Sciences, Emory University, Atlanta, GA, USA.; White ML; University of Nebraska Medical Center, Omaha, NE, USA.; Young R; George Washington University, Washington, D.C., USA.; Zohrabian VM; Northwell Health, Zucker Hofstra School of Medicine at Northwell, North Shore University Hospital, Hempstead, New York, NY, USA.; Azizova A; Cancer Center Amsterdam, Imaging and Biomarkers, Amsterdam, The Netherlands.; Brüßeler MMT; Ludwig Maximilians University Munich, München, Germany.; Fehringer P; Faculty of Medicine, Jena University Hospital, Friedrich Schiller University Jena, Jena, Germany.; Ghonim M; Department of Radiology, Ain Shams University, Cairo, Egypt.; Ghonim M; Department of Radiology, Ain Shams University, Cairo - Egypt.; Gkampenis A; University of Ioannina School of Medicine, Ioannina, Greece.; Okar A; University of Hamburg, Hamburg, Germany.; Pasquini L; Radiology Department, Memorial Sloan Kettering Cancer Center, New York City, NY, USA.; Sharifi Y; Iran University of Medical sciences, Tehran, Iran.; Singh G; Columbia University Irving Medical Center, New York, NY, USA.; Sollmann N; Department of Diagnostic and Interventional Radiology, University Hospital Ulm, Ulm, Germany.; Department of Diagnostic and Interventional Neuroradiology, School of Medicine, Klinikum rechts der Isar, Technical University of Munich, Munich, Germany.; TUM-Neuroimaging Center, Klinikum rechts der Isar, Technical University of Munich, Munich, Germany.; Soumala T; Medical School, University of Ioannina, Ioannina, Greece.; Taherzadeh M; Department of Radiology, Arad Hospital, Tehran, Iran.; Yordanov N; Faculty of Medicine, Medical University - Sofia, Sofia, Bulgaria.; Vollmuth P; Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany.; Department of Medical Image Computing, German Cancer Research Center (DKFZ), Heidelberg, Germany.; Foltyn-Dumitru M; Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany.; Malhotra A; Department of Radiology and Biomedical Imaging, Yale School of Medicine, New Haven, CT, USA.; Abayazeed AH; Department of Radiology, Stanford University, Stanford, CA, USA.; Dellepiane F; Functional and Interventional Neuroradiology Unit, Bambino Gesù Children's Hospital, Rome, Italy.; Lohmann P; Institute of Neuroscience and Medicine (INM-4), Research Center Juelich, Juelich, Germany.; Department of Nuclear Medicine, University Hospital RWTH Aachen, Aachen, Germany.; Pérez-García VM; Mathematical Oncology Laboratory & Department of Mathematics, University of Castilla-La Mancha, Spain.; Elhalawani H; Department of Radiation Oncology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA.; Al-Rubaiey S; Charité-Universitätsmedizin Berlin (Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health), Berlin, Germany.; Armindo RD; Department of Neuroradiology, Western Lisbon Hospital Centre (CHLO), Portugal.; Ashraf K; Cairo University, Cairo, Egypt.; Asla MM; Zagazig University, Zagazig, Egypt.; Badawy M; Diagnostic Radiology Department, Wayne State University, Detroit, MI.; Bisschop J; Institute of Diagnostic and Interventional Radiology, University Hospital Zurich, University of Zurich, Zurich, Switzerland.; Lomer NB; Faculty of Medicine, Guilan University of Medical Sciences, Rasht, Iran.; Bukatz J; Charité-Universitätsmedizin Berlin (Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health), Berlin, Germany.; Chen J; Department of Radiology/Division of Neuroradiology, San Diego Veterans Administration Medical Center/UC San Diego Health System, San Diego, CA, USA.; Cimflova P; Department of Radiology, University of Calgary, Calgary, Canada.; Corr F; EDU Institute of Higher Education, Villa Bighi, Chaplain's House, Kalkara, Malta.; Crawley A; Bay Imaging Consultants, Walnut Creek, CA, USA.; Deptula L; Ross University School of Medicine, Bridgetown, Barbados.; Elakhdar T; Cairo University, Cairo, Egypt.; Shawali IH; Department of Radiology, Cairo University, Cairo, Egypt.; Faghani S; Department of Radiology, Mayo clinic, Rochester, MN, USA.; Frick A; Department of Neurosurgery, Vivantes Klinikum Neukölln, Berlin, Germany.; Gulati V; Mercy Catholic Medical Center, Darby, PA, USA.; Haider MA; C.M.H. Lahore Medical College, Lahore, Pakistan.; Hierro F; Neuroradiology Department, Pedro Hispano Hospital, Matosinhos, Portugal.; Dahl RH; Department of Radiology, Copenhagen University Hospital - Rigshospitalet, Copenhagen, Denmark.; Jacobs SM; Department of Radiology and Biomedical Imaging, Yale School of Medicine, New Haven, CT, USA.; Hsieh KJ; Department of Radiology, Baylor College of Medicine, Houston, TX, USA.; Kandemirli SG; Department of Radiology, University of Iowa Hospital and Clinics, Iowa City, IA, USA.; Kersting K; Charité-Universitätsmedizin Berlin (Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health), Berlin, Germany.; Kida L; Charité-Universitätsmedizin Berlin (Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health), Berlin, Germany.; Kollia S; National and Kapodistrian University of Athens, School of Medicine, Athens, Greece.; Koukoulithras I; Department of Neurosurgery, University Hospital of Ioannina, Ioannina, Greece.; Li X; Department of Radiology and Imaging Sciences, Emory University, Atlanta, GA, USA.; Abouelatta A; Department of Diagnostic and Interventional Radiology, Cairo University, Cairo, Egypt.; Mansour A; Cairo University, Cairo, Egypt.; Maria-Zamfirescu RC; Charité-Universitätsmedizin Berlin (Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health), Berlin, Germany.; Marsiglia M; Department of Radiology, Brigham and Women's Hospital, Massachusetts General Hospital, Boston, MA, USA.; Mateo-Camacho YS; Department of Neuroradiology, Universidad Autónoma de Nuevo León, México.; McArthur M; Department of Radiological Sciences, University of California Los Angeles, Los Angeles, CA, USA.; McDonnell O; Gold Coast University Hospital, Queensland Health, Australia.; McHugh M; Department of Radiology Manchester NHS Foundation Trust, North West School of Radiology, Manchester, United Kingdom.; Moassefi M; Artificial Intelligence Lab, Department of Radiology, Mayo Clinic, Rochester, MN, USA.; Morsi SM; Department of Radiology, MD Anderson Cancer Center, Houston, TX, USA.; Muntenu A; Corewell Health West, MI, USA.; Nandolia KK; Department of Radiodiagnosis, All India Institute of Medical Sciences Rishikesh, India.; Naqvi SR; Windsor Regional Hospital, Western University, Ontario, Canada.; Nikanpour Y; Artificial Intelligence & Informatics, Mayo Clinic, Rochester, MN, USA.; Alnoury M; Department of Radiology, University of Pennsylvania, PA, USA.; Nouh AMA; Department of Radiology, Life Care Hospital, Freetown, Sierra Leone.; Pappafava F; Department of Medicine and Surgery, Università degli Studi di Perugia, Italy.; Patel MD; Department of Neuroradiology, Imperial College Healthcare NHS Trust, London, United Kingdom.; Petrucci S; Department of Radiology and Biomedical Imaging, University of California San Francisco, San Francisco, CA, USA.; Rawie E; Department of Radiology, Michigan Medicine, Ann Arbor, MI, USA.; Raymond S; Department of Radiology, University of Vermont Medical Center, Burlington, VT, USA.; Roohani B; Department of Radiology and Biomedical Imaging, Yale School of Medicine, New Haven, CT, USA.; Sabouhi S; Isfahan University of Medical Sciences, Isfahan, Iran.; Sanchez-Garcia LM; Department of Radiology, The American British Cowdray Medical Center, Mexico City, Mexico.; Shaked Z; Charité-Universitätsmedizin Berlin (Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health), Berlin, Germany.; Suthar PP; Rush University Medical Center, Chicago, IL, USA.; Altes T; Radiology Department, University of Missouri, Columbia, MO, USA.; Isufi E; Trinity health Mid Atlantic Hosiptals, Darby, PA, USA.; Department of Radiology and Biomedical Imaging, Yale School of Medicine, New Haven, CT, USA.; Division of Computational Pathology, Department of Pathology and Laboratory Medicine, School of Medicine, Indiana University, Indianapolis, IN, USA.; Department of Electical and Computer Engineering, Cornell University and Cornell Tech, New York, NY, USA.; Department of Radiology, Weill Cornell Medicine, New York, NY, USA.; ImagineQuant, Children's Hospital of Philadelphia, Philadelphia, PA, USA.; College of Medicine, Alfaisal University, Riyadh, Saudi Arabia.; DKFZ Division of Translational Neurooncology at the WTZ, German Cancer Consortium, DKTK Partner Site, University Hospital Essen, Essen, Germany.; Medical Artificial Intelligence Lab, Crestview Radiology, Lagos, Nigeria.; Sage Bionetworks, Seattle, WA, USA.; Montreal Neurological Institute, McGill University, Montreal, Canada.; Medical Artificial Intelligence (MAI) lab, Crestview Radiology, Lagos, Nigeria.; Department of Therapeutic Radiology, Yale School of Medicine, New Haven, CT, USA.; Sheikh Zayed Institute for Pediatric Surgical Innovation, Children's National Hospital, Washington, D.C., USA.; Department of Radiology, Mayo Clinic, Rochester, MN, USA.; Department of Radiology, Duke University Medical Center, Durham, NC, USA.; Department of Neurosurgery, Yale School of Medicine, New Haven, CT, USA.; Center for Global Health, Perelman School of Medicine, University of Pennsylvania, PA, USA.; Department of Informatics, Technical University Munich, Germany.; Children's Hospital of Philadelphia, University of Pennsylvania, Philadelphia, PA, USA.; Cancer Imaging Program, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA.; Athinoula A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Boston, MA, USA.; Children's National Hospital, Washington, D.C., USA.; PrecisionFDA, U.S. Food and Drug Administration, Silver Spring, MD, USA.; Department of Neurosurgery, University of Pennsylvania, Philadelphia, PA, USA.; Division of Neurosurgery, The Children's Hospital of Philadelphia, Philadelphia, PA, USA.; Center for Data-Driven Discovery in Biomedicine, The Children's Hospital of Philadelphia, Philadelphia, PA, USA.; Technische Universität München, Munich, Germany.; Department of Radiation Oncology, Duke University Medical Center, Durham, NC, USA.; Department of Applied Mathematics and Computer Science, Technical University of Denmark, Denmark.; Sheikh Zayed Institute for Pediatric Surgical Innovation, Children's National Hospital, Washington, D.C., USA.; Departments of Radiology and Pediatrics, George Washington University School of Medicine and Health Sciences, Washington, D.C., USA.; New York University School of Medicine, New York, NY, USA.; Booz Allen Hamilton, McLean, VA, USA.; Biomedical Image Analysis & Machine Learning, Department of Quantitative Biomedicine, University of Zurich, Switzerland.; Helmholtz AI, Helmholtz Munich, Germany.; Duke University School of Medicine, Durham, NC, USA.; Center for Clinical Epidemiology and Biostatistics, University of Pennsylvania, Philadelphia, PA, USA.; Radiology Department, University of Missouri, Columbia, MO, USA.; Northwestern University, Department of Radiology, Feinberg School of Medicine, Chicago, IL, USA.; Department of Neuroradiology, Technical University of Munich, Munich, Germany.; Department of Radiology and Imaging Sciences, Indiana University, Indianapolis, IN, USA.; Visage Imaging, GmbH, Berlin, Germany.; Department of Electrical and Systems Engineering, Washington University in St. Louis, St. Louis, MO, USA.; GE HealthCare, San Ramon, CA, USA.; Mallinckrodt Institute of Radiology, Washington University School of Medicine, St. Louis, MO, USA.; Visage Imaging, Inc, San Diego, CA, USA.; University of Missouri, Columbia, MO, USA.; Institute for Informatics, Data Science & Biostatistics, Washington University School of Medicine, St. Louis, MO, USA.; Cairo University, Cairo, Egypt.; Duke University Medical Center, Durham, NC, USA.; Department of Radiology and Biomedical Imaging, University of California San Francisco, CA, USA.; Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany.; Department of Radiology, Mayo Clinic, Phoenix, AZ, USA.; Neuroradiology Section, Mallinckrodt Institute of Radiology at Washington University in St. Louis, St. Louis, MO, USA.; Loyola University Medical Center, Hines, IL, USA.; Department of Radiology, Queen's University, Kingston, ON, Canada.; Department of Radiology, University of Iowa Hospitals and Clinics, Iowa City, IA, USA.; Children's healthcare of Atlanta, GA, USA.; Carolina Radiology Associates, Myrtle Beach, SC, USA.; McLeod Regional Medical Center, Florence, SC, USA.; Medical University of South Carolina, Charleston, SC, USA.; University of Arkansas medical center, Little Rock, AR, USA.; NorthShore Endeavor Health, Evanston, IL, USA.; Department of Imaging and Interventional Radiology, The Chinese University of Hong Kong, Hong Kong SAR.; Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh, United Kingdom.; Department of Clinical Neurosciences, NHS Lothian, Edinburgh, United Kingdom.; Department of Radiology, University of Washington, Seattle, WA, USA.; Department of Radiology, Ohio State University College of medicine, Columbus, OH, USA.; Albert Einstein Medical Center, Hartford, CT, USA.; Amsterdam UMC, location Vrije Universiteir, the Netherlands.; University College London, United Kingdom.; Hospital Italiano de Buenos Aires, Buenos Aires, Argentina.; Department of Radiology and Medical Imaging, University of Virginia, Charlottesville, Virginia, USA.; Klinikum Hochrhein, Waldshut-Tiengen, Germany.; Centro Universitario Euro-Americana (UNIEURO), Brasília, DF, Brazil.; Department of Radiology, University of Texas Southwestern Medical Center, Dallas, TX, USA.; Southern District Health Board, Dunedin, New Zealand.; Department of Radiology, Houston Methodist, Houston, TX, USA.; University of Tennessee medical Center, Knoxville, TN, USA.; Mayo Clinic, Department of Radiology, Section of Neuroradiology, Phoenix, AZ, USA.; Department of Radiology, Stanford University, Stanford, CA, USA.; Department of Radiology and Nuclear Medicine, Maastricht University Medical Center, Maastricht, the Netherlands.; Mental Health and Neuroscience research institute, Maastricht University, Maastricht, the Netherlands.; Department of Radiology and Medical Imaging, University of Virginia, Charlottesville, VA, USA.; Department of Radiology, University of Northwestern, Chicago, IL, USA.; Centre Hospitalier de l'Universite de Montreal and Centre de Recherche du CHUM Montreal, Canada.; Department of Neuroradiology, MD Anderson Cancer Center, Houston, TX, USA.; Departments of Neuroradiology & Biomedical Informatics, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany.; Department of Diagnostic and Interventional Radiology, SickKids Hospital, University of Toronto, Canada.; Department of Radiology, Baylor College of medicine, Houston, TX, USA.; Department of Radiology, New Jersey Medical school, Newark, NJ, USA.; Department of Radiology, AZ Monica, Antwerp Area, Belgium.; Medicolegal Imaging Experts LLC, Mercer Island, WA, USA.; Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA.; Memorial Sloan Kettering Cancer Center, New York, NY, USA.; Weill Cornell Medical College, New York, NY, USA.; MedStar Georgetown University Hospital, Washington, D.C., USA.; Department of Radiology, St.Elizabeth's Medical Center, Boston, MA, USA.; Department of Radiology, Tufts University School of Medicine, Boston, MA, USA.; Walter Reed National Military Medical Center, Bethesda, MD, USA.; Keck School of medicine, Los Angeles, CA, USA.; Lahey Health Home, Burlington, MA, USA.; University of Alabama, Birmingham, AL, USA.; Department of Radiology, University of North Carolina School of Medicine, Chapel Hill, NC, USA.; Department of Radiology and Imaging Sciences, Emory University, Atlanta, GA, USA.; University of Nebraska Medical Center, Omaha, NE, USA.; George Washington University, Washington, D.C., USA.; Northwell Health, Zucker Hofstra School of Medicine at Northwell, North Shore University Hospital, Hempstead, New York, NY, USA.; Cancer Center Amsterdam, Imaging and Biomarkers, Amsterdam, The Netherlands.; Ludwig Maximilians University Munich, München, Germany.; Faculty of Medicine, Jena University Hospital, Friedrich Schiller University Jena, Jena, Germany.; Department of Radiology, Ain Shams University, Cairo, Egypt.; Department of Radiology, Ain Shams University, Cairo - Egypt.; University of Ioannina School of Medicine, Ioannina, Greece.; University of Hamburg, Hamburg, Germany.; Radiology Department, Memorial Sloan Kettering Cancer Center, New York City, NY, USA.; Iran University of Medical sciences, Tehran, Iran.; Columbia University Irving Medical Center, New York, NY, USA.; Department of Diagnostic and Interventional Radiology, University Hospital Ulm, Ulm, Germany.; Department of Diagnostic and Interventional Neuroradiology, School of Medicine, Klinikum rechts der Isar, Technical University of Munich, Munich, Germany.; TUM-Neuroimaging Center, Klinikum rechts der Isar, Technical University of Munich, Munich, Germany.; Medical School, University of Ioannina, Ioannina, Greece.; Department of Radiology, Arad Hospital, Tehran, Iran.; Faculty of Medicine, Medical University - Sofia, Sofia, Bulgaria.; Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany.; Department of Medical Image Computing, German Cancer Research Center (DKFZ), Heidelberg, Germany.; Functional and Interventional Neuroradiology Unit, Bambino Gesù Children's Hospital, Rome, Italy.; Institute of Neuroscience and Medicine (INM-4), Research Center Juelich, Juelich, Germany.; Department of Nuclear Medicine, University Hospital RWTH Aachen, Aachen, Germany.; Mathematical Oncology Laboratory & Department of Mathematics, University of Castilla-La Mancha, Spain.; Department of Radiation Oncology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA.; Charité-Universitätsmedizin Berlin (Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health), Berlin, Germany.; Department of Neuroradiology, Western Lisbon Hospital Centre (CHLO), Portugal.; Cairo University, Cairo, Egypt.; Zagazig University, Zagazig, Egypt.; Diagnostic Radiology Department, Wayne State University, Detroit, MI.; Institute of Diagnostic and Interventional Radiology, University Hospital Zurich, University of Zurich, Zurich, Switzerland.; Faculty of Medicine, Guilan University of Medical Sciences, Rasht, Iran.; Department of Radiology/Division of Neuroradiology, San Diego Veterans Administration Medical Center/UC San Diego Health System, San Diego, CA, USA.; Department of Radiology, University of Calgary, Calgary, Canada.; EDU Institute of Higher Education, Villa Bighi, Chaplain's House, Kalkara, Malta.; Bay Imaging Consultants, Walnut Creek, CA, USA.; Ross University School of Medicine, Bridgetown, Barbados.; Department of Radiology, Cairo University, Cairo, Egypt.; Department of Radiology, Mayo clinic, Rochester, MN, USA.; Department of Neurosurgery, Vivantes Klinikum Neukölln, Berlin, Germany.; Mercy Catholic Medical Center, Darby, PA, USA.; C.M.H. Lahore Medical College, Lahore, Pakistan.; Neuroradiology Department, Pedro Hispano Hospital, Matosinhos, Portugal.; Department of Radiology, Copenhagen University Hospital - Rigshospitalet, Copenhagen, Denmark.; Department of Radiology, Baylor College of Medicine, Houston, TX, USA.; Department of Radiology, University of Iowa Hospital and Clinics, Iowa City, IA, USA.; National and Kapodistrian University of Athens, School of Medicine, Athens, Greece.; Department of Neurosurgery, University Hospital of Ioannina, Ioannina, Greece.; Department of Diagnostic and Interventional Radiology, Cairo University, Cairo, Egypt.; Department of Radiology, Brigham and Women's Hospital, Massachusetts General Hospital, Boston, MA, USA.; Department of Neuroradiology, Universidad Autónoma de Nuevo León, México.; Department of Radiological Sciences, University of California Los Angeles, Los Angeles, CA, USA.; Gold Coast University Hospital, Queensland Health, Australia.; Department of Radiology Manchester NHS Foundation Trust, North West School of Radiology, Manchester, United Kingdom.; Artificial Intelligence Lab, Department of Radiology, Mayo Clinic, Rochester, MN, USA.; Department of Radiology, MD Anderson Cancer Center, Houston, TX, USA.; Corewell Health West, MI, USA.; Department of Radiodiagnosis, All India Institute of Medical Sciences Rishikesh, India.; Windsor Regional Hospital, Western University, Ontario, Canada.; Artificial Intelligence & Informatics, Mayo Clinic, Rochester, MN, USA.; Department of Radiology, University of Pennsylvania, PA, USA.; Department of Radiology, Life Care Hospital, Freetown, Sierra Leone.; Department of Medicine and Surgery, Università degli Studi di Perugia, Italy.; Department of Neuroradiology, Imperial College Healthcare NHS Trust, London, United Kingdom.; Department of Radiology and Biomedical Imaging, University of California San Francisco, San Francisco, CA, USA.; Department of Radiology, Michigan Medicine, Ann Arbor, MI, USA.; Department of Radiology, University of Vermont Medical Center, Burlington, VT, USA.; Isfahan University of Medical Sciences, Isfahan, Iran.; Department of Radiology, The American British Cowdray Medical Center, Mexico City, Mexico.; Rush University Medical Center, Chicago, IL, USA.; Department of NeuroRadiology, Rockefeller Neuroscience Institute, West Virginia University. Morgantown, WV, USA.; Leeds Teaching Hospitals NHS Trust, Leeds, United Kingdom.; University of Cagliari, School of Medicine and Surgery, Cagliari, Italy.; Department of Radiology, University of Arkansas for Medical Sciences, Little Rock, AR, USA.; Washington University School of Medicine in St. Louis, St. Louis, MO, USA.; Department of Radiology, Children's Hospital of Philadelphia, Philadelphia, PA, USA.; MLCommons, San Francisco, CA, USA.; Factored, Palo Alto, CA, USA.; Center For Federated Learning in Medicine, Indiana University, Indianapolis, IN, USA.; Medical Working Group, MLCommons, San Fransisco, CA, USA.; Intel/MLCommons, Hillsboro, OR, USA.; Department of Radiology and Imaging Sciences, School of Medicine, Indiana University, Indianapolis, IN, USA.; Department of Neurological Surgery, School of Medicine, Indiana University, Indianapolis, IN, USA.; Department of Radiology, University of California San Diego, CA, USA.; Department of Radiology, Scripps Clinic Medical Group, CA, USA.; Dhermesh Y; Trinity health Mid Atlantic Hosiptals, Darby, PA, USA.; Department of Radiology and Biomedical Imaging, Yale School of Medicine, New Haven, CT, USA.; Division of Computational Pathology, Department of Pathology and Laboratory Medicine, School of Medicine, Indiana University, Indianapolis, IN, USA.; Department of Electical and Computer Engineering, Cornell University and Cornell Tech, New York, NY, USA.; Department of Radiology, Weill Cornell Medicine, New York, NY, USA.; ImagineQuant, Children's Hospital of Philadelphia, Philadelphia, PA, USA.; College of Medicine, Alfaisal University, Riyadh, Saudi Arabia.; DKFZ Division of Translational Neurooncology at the WTZ, German Cancer Consortium, DKTK Partner Site, University Hospital Essen, Essen, Germany.; Medical Artificial Intelligence Lab, Crestview Radiology, Lagos, Nigeria.; Sage Bionetworks, Seattle, WA, USA.; Montreal Neurological Institute, McGill University, Montreal, Canada.; Medical Artificial Intelligence (MAI) lab, Crestview Radiology, Lagos, Nigeria.; Department of Therapeutic Radiology, Yale School of Medicine, New Haven, CT, USA.; Sheikh Zayed Institute for Pediatric Surgical Innovation, Children's National Hospital, Washington, D.C., USA.; Department of Radiology, Mayo Clinic, Rochester, MN, USA.; Department of Radiology, Duke University Medical Center, Durham, NC, USA.; Department of Neurosurgery, Yale School of Medicine, New Haven, CT, USA.; Center for Global Health, Perelman School of Medicine, University of Pennsylvania, PA, USA.; Department of Informatics, Technical University Munich, Germany.; Children's Hospital of Philadelphia, University of Pennsylvania, Philadelphia, PA, USA.; Cancer Imaging Program, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA.; Athinoula A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Boston, MA, USA.; Children's National Hospital, Washington, D.C., USA.; PrecisionFDA, U.S. Food and Drug Administration, Silver Spring, MD, USA.; Department of Neurosurgery, University of Pennsylvania, Philadelphia, PA, USA.; Division of Neurosurgery, The Children's Hospital of Philadelphia, Philadelphia, PA, USA.; Center for Data-Driven Discovery in Biomedicine, The Children's Hospital of Philadelphia, Philadelphia, PA, USA.; Technische Universität München, Munich, Germany.; Department of Radiation Oncology, Duke University Medical Center, Durham, NC, USA.; Department of Applied Mathematics and Computer Science, Technical University of Denmark, Denmark.; Sheikh Zayed Institute for Pediatric Surgical Innovation, Children's National Hospital, Washington, D.C., USA.; Departments of Radiology and Pediatrics, George Washington University School of Medicine and Health Sciences, Washington, D.C., USA.; New York University School of Medicine, New York, NY, USA.; Booz Allen Hamilton, McLean, VA, USA.; Biomedical Image Analysis & Machine Learning, Department of Quantitative Biomedicine, University of Zurich, Switzerland.; Helmholtz AI, Helmholtz Munich, Germany.; Duke University School of Medicine, Durham, NC, USA.; Center for Clinical Epidemiology and Biostatistics, University of Pennsylvania, Philadelphia, PA, USA.; Radiology Department, University of Missouri, Columbia, MO, USA.; Northwestern University, Department of Radiology, Feinberg School of Medicine, Chicago, IL, USA.; Department of Neuroradiology, Technical University of Munich, Munich, Germany.; Department of Radiology and Imaging Sciences, Indiana University, Indianapolis, IN, USA.; Visage Imaging, GmbH, Berlin, Germany.; Department of Electrical and Systems Engineering, Washington University in St. Louis, St. Louis, MO, USA.; GE HealthCare, San Ramon, CA, USA.; Mallinckrodt Institute of Radiology, Washington University School of Medicine, St. Louis, MO, USA.; Visage Imaging, Inc, San Diego, CA, USA.; University of Missouri, Columbia, MO, USA.; Institute for Informatics, Data Science & Biostatistics, Washington University School of Medicine, St. Louis, MO, USA.; Cairo University, Cairo, Egypt.; Duke University Medical Center, Durham, NC, USA.; Department of Radiology and Biomedical Imaging, University of California San Francisco, CA, USA.; Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany.; Department of Radiology, Mayo Clinic, Phoenix, AZ, USA.; Neuroradiology Section, Mallinckrodt Institute of Radiology at Washington University in St. Louis, St. Louis, MO, USA.; Loyola University Medical Center, Hines, IL, USA.; Department of Radiology, Queen's University, Kingston, ON, Canada.; Department of Radiology, University of Iowa Hospitals and Clinics, Iowa City, IA, USA.; Children's healthcare of Atlanta, GA, USA.; Carolina Radiology Associates, Myrtle Beach, SC, USA.; McLeod Regional Medical Center, Florence, SC, USA.; Medical University of South Carolina, Charleston, SC, USA.; University of Arkansas medical center, Little Rock, AR, USA.; NorthShore Endeavor Health, Evanston, IL, USA.; Department of Imaging and Interventional Radiology, The Chinese University of Hong Kong, Hong Kong SAR.; Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh, United Kingdom.; Department of Clinical Neurosciences, NHS Lothian, Edinburgh, United Kingdom.; Department of Radiology, University of Washington, Seattle, WA, USA.; Department of Radiology, Ohio State University College of medicine, Columbus, OH, USA.; Albert Einstein Medical Center, Hartford, CT, USA.; Amsterdam UMC, location Vrije Universiteir, the Netherlands.; University College London, United Kingdom.; Hospital Italiano de Buenos Aires, Buenos Aires, Argentina.; Department of Radiology and Medical Imaging, University of Virginia, Charlottesville, Virginia, USA.; Klinikum Hochrhein, Waldshut-Tiengen, Germany.; Centro Universitario Euro-Americana (UNIEURO), Brasília, DF, Brazil.; Department of Radiology, University of Texas Southwestern Medical Center, Dallas, TX, USA.; Southern District Health Board, Dunedin, New Zealand.; Department of Radiology, Houston Methodist, Houston, TX, USA.; University of Tennessee medical Center, Knoxville, TN, USA.; Mayo Clinic, Department of Radiology, Section of Neuroradiology, Phoenix, AZ, USA.; Department of Radiology, Stanford University, Stanford, CA, USA.; Department of Radiology and Nuclear Medicine, Maastricht University Medical Center, Maastricht, the Netherlands.; Mental Health and Neuroscience research institute, Maastricht University, Maastricht, the Netherlands.; Department of Radiology and Medical Imaging, University of Virginia, Charlottesville, VA, USA.; Department of Radiology, University of Northwestern, Chicago, IL, USA.; Centre Hospitalier de l'Universite de Montreal and Centre de Recherche du CHUM Montreal, Canada.; Department of Neuroradiology, MD Anderson Cancer Center, Houston, TX, USA.; Departments of Neuroradiology & Biomedical Informatics, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany.; Department of Diagnostic and Interventional Radiology, SickKids Hospital, University of Toronto, Canada.; Department of Radiology, Baylor College of medicine, Houston, TX, USA.; Department of Radiology, New Jersey Medical school, Newark, NJ, USA.; Department of Radiology, AZ Monica, Antwerp Area, Belgium.; Medicolegal Imaging Experts LLC, Mercer Island, WA, USA.; Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA.; Memorial Sloan Kettering Cancer Center, New York, NY, USA.; Weill Cornell Medical College, New York, NY, USA.; MedStar Georgetown University Hospital, Washington, D.C., USA.; Department of Radiology, St.Elizabeth's Medical Center, Boston, MA, USA.; Department of Radiology, Tufts University School of Medicine, Boston, MA, USA.; Walter Reed National Military Medical Center, Bethesda, MD, USA.; Keck School of medicine, Los Angeles, CA, USA.; Lahey Health Home, Burlington, MA, USA.; University of Alabama, Birmingham, AL, USA.; Department of Radiology, University of North Carolina School of Medicine, Chapel Hill, NC, USA.; Department of Radiology and Imaging Sciences, Emory University, Atlanta, GA, USA.; University of Nebraska Medical Center, Omaha, NE, USA.; George Washington University, Washington, D.C., USA.; Northwell Health, Zucker Hofstra School of Medicine at Northwell, North Shore University Hospital, Hempstead, New York, NY, USA.; Cancer Center Amsterdam, Imaging and Biomarkers, Amsterdam, The Netherlands.; Ludwig Maximilians University Munich, München, Germany.; Faculty of Medicine, Jena University Hospital, Friedrich Schiller University Jena, Jena, Germany.; Department of Radiology, Ain Shams University, Cairo, Egypt.; Department of Radiology, Ain Shams University, Cairo - Egypt.; University of Ioannina School of Medicine, Ioannina, Greece.; University of Hamburg, Hamburg, Germany.; Radiology Department, Memorial Sloan Kettering Cancer Center, New York City, NY, USA.; Iran University of Medical sciences, Tehran, Iran.; Columbia University Irving Medical Center, New York, NY, USA.; Department of Diagnostic and Interventional Radiology, University Hospital Ulm, Ulm, Germany.; Department of Diagnostic and Interventional Neuroradiology, School of Medicine, Klinikum rechts der Isar, Technical University of Munich, Munich, Germany.; TUM-Neuroimaging Center, Klinikum rechts der Isar, Technical University of Munich, Munich, Germany.; Medical School, University of Ioannina, Ioannina, Greece.; Department of Radiology, Arad Hospital, Tehran, Iran.; Faculty of Medicine, Medical University - Sofia, Sofia, Bulgaria.; Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany.; Department of Medical Image Computing, German Cancer Research Center (DKFZ), Heidelberg, Germany.; Functional and Interventional Neuroradiology Unit, Bambino Gesù Children's Hospital, Rome, Italy.; Institute of Neuroscience and Medicine (INM-4), Research Center Juelich, Juelich, Germany.; Department of Nuclear Medicine, University Hospital RWTH Aachen, Aachen, Germany.; Mathematical Oncology Laboratory & Department of Mathematics, University of Castilla-La Mancha, Spain.; Department of Radiation Oncology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA.; Charité-Universitätsmedizin Berlin (Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health), Berlin, Germany.; Department of Neuroradiology, Western Lisbon Hospital Centre (CHLO), Portugal.; Cairo University, Cairo, Egypt.; Zagazig University, Zagazig, Egypt.; Diagnostic Radiology Department, Wayne State University, Detroit, MI.; Institute of Diagnostic and Interventional Radiology, University Hospital Zurich, University of Zurich, Zurich, Switzerland.; Faculty of Medicine, Guilan University of Medical Sciences, Rasht, Iran.; Department of Radiology/Division of Neuroradiology, San Diego Veterans Administration Medical Center/UC San Diego Health System, San Diego, CA, USA.; Department of Radiology, University of Calgary, Calgary, Canada.; EDU Institute of Higher Education, Villa Bighi, Chaplain's House, Kalkara, Malta.; Bay Imaging Consultants, Walnut Creek, CA, USA.; Ross University School of Medicine, Bridgetown, Barbados.; Department of Radiology, Cairo University, Cairo, Egypt.; Department of Radiology, Mayo clinic, Rochester, MN, USA.; Department of Neurosurgery, Vivantes Klinikum Neukölln, Berlin, Germany.; Mercy Catholic Medical Center, Darby, PA, USA.; C.M.H. Lahore Medical College, Lahore, Pakistan.; Neuroradiology Department, Pedro Hispano Hospital, Matosinhos, Portugal.; Department of Radiology, Copenhagen University Hospital - Rigshospitalet, Copenhagen, Denmark.; Department of Radiology, Baylor College of Medicine, Houston, TX, USA.; Department of Radiology, University of Iowa Hospital and Clinics, Iowa City, IA, USA.; National and Kapodistrian University of Athens, School of Medicine, Athens, Greece.; Department of Neurosurgery, University Hospital of Ioannina, Ioannina, Greece.; Department of Diagnostic and Interventional Radiology, Cairo University, Cairo, Egypt.; Department of Radiology, Brigham and Women's Hospital, Massachusetts General Hospital, Boston, MA, USA.; Department of Neuroradiology, Universidad Autónoma de Nuevo León, México.; Department of Radiological Sciences, University of California Los Angeles, Los Angeles, CA, USA.; Gold Coast University Hospital, Queensland Health, Australia.; Department of Radiology Manchester NHS Foundation Trust, North West School of Radiology, Manchester, United Kingdom.; Artificial Intelligence Lab, Department of Radiology, Mayo Clinic, Rochester, MN, USA.; Department of Radiology, MD Anderson Cancer Center, Houston, TX, USA.; Corewell Health West, MI, USA.; Department of Radiodiagnosis, All India Institute of Medical Sciences Rishikesh, India.; Windsor Regional Hospital, Western University, Ontario, Canada.; Artificial Intelligence & Informatics, Mayo Clinic, Rochester, MN, USA.; Department of Radiology, University of Pennsylvania, PA, USA.; Department of Radiology, Life Care Hospital, Freetown, Sierra Leone.; Department of Medicine and Surgery, Università degli Studi di Perugia, Italy.; Department of Neuroradiology, Imperial College Healthcare NHS Trust, London, United Kingdom.; Department of Radiology and Biomedical Imaging, University of California San Francisco, San Francisco, CA, USA.; Department of Radiology, Michigan Medicine, Ann Arbor, MI, USA.; Department of Radiology, University of Vermont Medical Center, Burlington, VT, USA.; Isfahan University of Medical Sciences, Isfahan, Iran.; Department of Radiology, The American British Cowdray Medical Center, Mexico City, Mexico.; Rush University Medical Center, Chicago, IL, USA.; Department of NeuroRadiology, Rockefeller Neuroscience Institute, West Virginia University. Morgantown, WV, USA.; Leeds Teaching Hospitals NHS Trust, Leeds, United Kingdom.; University of Cagliari, School of Medicine and Surgery, Cagliari, Italy.; Department of Radiology, University of Arkansas for Medical Sciences, Little Rock, AR, USA.; Washington University School of Medicine in St. Louis, St. Louis, MO, USA.; Department of Radiology, Children's Hospital of Philadelphia, Philadelphia, PA, USA.; MLCommons, San Francisco, CA, USA.; Factored, Palo Alto, CA, USA.; Center For Federated Learning in Medicine, Indiana University, Indianapolis, IN, USA.; Medical Working Group, MLCommons, San Fransisco, CA, USA.; Intel/MLCommons, Hillsboro, OR, USA.; Department of Radiology and Imaging Sciences, School of Medicine, Indiana University, Indianapolis, IN, USA.; Department of Neurological Surgery, School of Medicine, Indiana University, Indianapolis, IN, USA.; Department of Radiology, University of California San Diego, CA, USA.; Department of Radiology, Scripps Clinic Medical Group, CA, USA.; Gass J; Trinity health Mid Atlantic Hosiptals, Darby, PA, USA.; Department of Radiology and Biomedical Imaging, Yale School of Medicine, New Haven, CT, USA.; Division of Computational Pathology, Department of Pathology and Laboratory Medicine, School of Medicine, Indiana University, Indianapolis, IN, USA.; Department of Electical and Computer Engineering, Cornell University and Cornell Tech, New York, NY, USA.; Department of Radiology, Weill Cornell Medicine, New York, NY, USA.; ImagineQuant, Children's Hospital of Philadelphia, Philadelphia, PA, USA.; College of Medicine, Alfaisal University, Riyadh, Saudi Arabia.; DKFZ Division of Translational Neurooncology at the WTZ, German Cancer Consortium, DKTK Partner Site, University Hospital Essen, Essen, Germany.; Medical Artificial Intelligence Lab, Crestview Radiology, Lagos, Nigeria.; Sage Bionetworks, Seattle, WA, USA.; Montreal Neurological Institute, McGill University, Montreal, Canada.; Medical Artificial Intelligence (MAI) lab, Crestview Radiology, Lagos, Nigeria.; Department of Therapeutic Radiology, Yale School of Medicine, New Haven, CT, USA.; Sheikh Zayed Institute for Pediatric Surgical Innovation, Children's National Hospital, Washington, D.C., USA.; Department of Radiology, Mayo Clinic, Rochester, MN, USA.; Department of Radiology, Duke University Medical Center, Durham, NC, USA.; Department of Neurosurgery, Yale School of Medicine, New Haven, CT, USA.; Center for Global Health, Perelman School of Medicine, University of Pennsylvania, PA, USA.; Department of Informatics, Technical University Munich, Germany.; Children's Hospital of Philadelphia, University of Pennsylvania, Philadelphia, PA, USA.; Cancer Imaging Program, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA.; Athinoula A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Boston, MA, USA.; Children's National Hospital, Washington, D.C., USA.; PrecisionFDA, U.S. Food and Drug Administration, Silver Spring, MD, USA.; Department of Neurosurgery, University of Pennsylvania, Philadelphia, PA, USA.; Division of Neurosurgery, The Children's Hospital of Philadelphia, Philadelphia, PA, USA.; Center for Data-Driven Discovery in Biomedicine, The Children's Hospital of Philadelphia, Philadelphia, PA, USA.; Technische Universität München, Munich, Germany.; Department of Radiation Oncology, Duke University Medical Center, Durham, NC, USA.; Department of Applied Mathematics and Computer Science, Technical University of Denmark, Denmark.; Sheikh Zayed Institute for Pediatric Surgical Innovation, Children's National Hospital, Washington, D.C., USA.; Departments of Radiology and Pediatrics, George Washington University School of Medicine and Health Sciences, Washington, D.C., USA.; New York University School of Medicine, New York, NY, USA.; Booz Allen Hamilton, McLean, VA, USA.; Biomedical Image Analysis & Machine Learning, Department of Quantitative Biomedicine, University of Zurich, Switzerland.; Helmholtz AI, Helmholtz Munich, Germany.; Duke University School of Medicine, Durham, NC, USA.; Center for Clinical Epidemiology and Biostatistics, University of Pennsylvania, Philadelphia, PA, USA.; Radiology Department, University of Missouri, Columbia, MO, USA.; Northwestern University, Department of Radiology, Feinberg School of Medicine, Chicago, IL, USA.; Department of Neuroradiology, Technical University of Munich, Munich, Germany.; Department of Radiology and Imaging Sciences, Indiana University, Indianapolis, IN, USA.; Visage Imaging, GmbH, Berlin, Germany.; Department of Electrical and Systems Engineering, Washington University in St. Louis, St. Louis, MO, USA.; GE HealthCare, San Ramon, CA, USA.; Mallinckrodt Institute of Radiology, Washington University School of Medicine, St. Louis, MO, USA.; Visage Imaging, Inc, San Diego, CA, USA.; University of Missouri, Columbia, MO, USA.; Institute for Informatics, Data Science & Biostatistics, Washington University School of Medicine, St. Louis, MO, USA.; Cairo University, Cairo, Egypt.; Duke University Medical Center, Durham, NC, USA.; Department of Radiology and Biomedical Imaging, University of California San Francisco, CA, USA.; Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany.; Department of Radiology, Mayo Clinic, Phoenix, AZ, USA.; Neuroradiology Section, Mallinckrodt Institute of Radiology at Washington University in St. Louis, St. Louis, MO, USA.; Loyola University Medical Center, Hines, IL, USA.; Department of Radiology, Queen's University, Kingston, ON, Canada.; Department of Radiology, University of Iowa Hospitals and Clinics, Iowa City, IA, USA.; Children's healthcare of Atlanta, GA, USA.; Carolina Radiology Associates, Myrtle Beach, SC, USA.; McLeod Regional Medical Center, Florence, SC, USA.; Medical University of South Carolina, Charleston, SC, USA.; University of Arkansas medical center, Little Rock, AR, USA.; NorthShore Endeavor Health, Evanston, IL, USA.; Department of Imaging and Interventional Radiology, The Chinese University of Hong Kong, Hong Kong SAR.; Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh, United Kingdom.; Department of Clinical Neurosciences, NHS Lothian, Edinburgh, United Kingdom.; Department of Radiology, University of Washington, Seattle, WA, USA.; Department of Radiology, Ohio State University College of medicine, Columbus, OH, USA.; Albert Einstein Medical Center, Hartford, CT, USA.; Amsterdam UMC, location Vrije Universiteir, the Netherlands.; University College London, United Kingdom.; Hospital Italiano de Buenos Aires, Buenos Aires, Argentina.; Department of Radiology and Medical Imaging, University of Virginia, Charlottesville, Virginia, USA.; Klinikum Hochrhein, Waldshut-Tiengen, Germany.; Centro Universitario Euro-Americana (UNIEURO), Brasília, DF, Brazil.; Department of Radiology, University of Texas Southwestern Medical Center, Dallas, TX, USA.; Southern District Health Board, Dunedin, New Zealand.; Department of Radiology, Houston Methodist, Houston, TX, USA.; University of Tennessee medical Center, Knoxville, TN, USA.; Mayo Clinic, Department of Radiology, Section of Neuroradiology, Phoenix, AZ, USA.; Department of Radiology, Stanford University, Stanford, CA, USA.; Department of Radiology and Nuclear Medicine, Maastricht University Medical Center, Maastricht, the Netherlands.; Mental Health and Neuroscience research institute, Maastricht University, Maastricht, the Netherlands.; Department of Radiology and Medical Imaging, University of Virginia, Charlottesville, VA, USA.; Department of Radiology, University of Northwestern, Chicago, IL, USA.; Centre Hospitalier de l'Universite de Montreal and Centre de Recherche du CHUM Montreal, Canada.; Department of Neuroradiology, MD Anderson Cancer Center, Houston, TX, USA.; Departments of Neuroradiology & Biomedical Informatics, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany.; Department of Diagnostic and Interventional Radiology, SickKids Hospital, University of Toronto, Canada.; Department of Radiology, Baylor College of medicine, Houston, TX, USA.; Department of Radiology, New Jersey Medical school, Newark, NJ, USA.; Department of Radiology, AZ Monica, Antwerp Area, Belgium.; Medicolegal Imaging Experts LLC, Mercer Island, WA, USA.; Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA.; Memorial Sloan Kettering Cancer Center, New York, NY, USA.; Weill Cornell Medical College, New York, NY, USA.; MedStar Georgetown University Hospital, Washington, D.C., USA.; Department of Radiology, St.Elizabeth's Medical Center, Boston, MA, USA.; Department of Radiology, Tufts University School of Medicine, Boston, MA, USA.; Walter Reed National Military Medical Center, Bethesda, MD, USA.; Keck School of medicine, Los Angeles, CA, USA.; Lahey Health Home, Burlington, MA, USA.; University of Alabama, Birmingham, AL, USA.; Department of Radiology, University of North Carolina School of Medicine, Chapel Hill, NC, USA.; Department of Radiology and Imaging Sciences, Emory University, Atlanta, GA, USA.; University of Nebraska Medical Center, Omaha, NE, USA.; George Washington University, Washington, D.C., USA.; Northwell Health, Zucker Hofstra School of Medicine at Northwell, North Shore University Hospital, Hempstead, New York, NY, USA.; Cancer Center Amsterdam, Imaging and Biomarkers, Amsterdam, The Netherlands.; Ludwig Maximilians University Munich, München, Germany.; Faculty of Medicine, Jena University Hospital, Friedrich Schiller University Jena, Jena, Germany.; Department of Radiology, Ain Shams University, Cairo, Egypt.; Department of Radiology, Ain Shams University, Cairo - Egypt.; University of Ioannina School of Medicine, Ioannina, Greece.; University of Hamburg, Hamburg, Germany.; Radiology Department, Memorial Sloan Kettering Cancer Center, New York City, NY, USA.; Iran University of Medical sciences, Tehran, Iran.; Columbia University Irving Medical Center, New York, NY, USA.; Department of Diagnostic and Interventional Radiology, University Hospital Ulm, Ulm, Germany.; Department of Diagnostic and Interventional Neuroradiology, School of Medicine, Klinikum rechts der Isar, Technical University of Munich, Munich, Germany.; TUM-Neuroimaging Center, Klinikum rechts der Isar, Technical University of Munich, Munich, Germany.; Medical School, University of Ioannina, Ioannina, Greece.; Department of Radiology, Arad Hospital, Tehran, Iran.; Faculty of Medicine, Medical University - Sofia, Sofia, Bulgaria.; Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany.; Department of Medical Image Computing, German Cancer Research Center (DKFZ), Heidelberg, Germany.; Functional and Interventional Neuroradiology Unit, Bambino Gesù Children's Hospital, Rome, Italy.; Institute of Neuroscience and Medicine (INM-4), Research Center Juelich, Juelich, Germany.; Department of Nuclear Medicine, University Hospital RWTH Aachen, Aachen, Germany.; Mathematical Oncology Laboratory & Department of Mathematics, University of Castilla-La Mancha, Spain.; Department of Radiation Oncology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA.; Charité-Universitätsmedizin Berlin (Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health), Berlin, Germany.; Department of Neuroradiology, Western Lisbon Hospital Centre (CHLO), Portugal.; Cairo University, Cairo, Egypt.; Zagazig University, Zagazig, Egypt.; Diagnostic Radiology Department, Wayne State University, Detroit, MI.; Institute of Diagnostic and Interventional Radiology, University Hospital Zurich, University of Zurich, Zurich, Switzerland.; Faculty of Medicine, Guilan University of Medical Sciences, Rasht, Iran.; Department of Radiology/Division of Neuroradiology, San Diego Veterans Administration Medical Center/UC San Diego Health System, San Diego, CA, USA.; Department of Radiology, University of Calgary, Calgary, Canada.; EDU Institute of Higher Education, Villa Bighi, Chaplain's House, Kalkara, Malta.; Bay Imaging Consultants, Walnut Creek, CA, USA.; Ross University School of Medicine, Bridgetown, Barbados.; Department of Radiology, Cairo University, Cairo, Egypt.; Department of Radiology, Mayo clinic, Rochester, MN, USA.; Department of Neurosurgery, Vivantes Klinikum Neukölln, Berlin, Germany.; Mercy Catholic Medical Center, Darby, PA, USA.; C.M.H. Lahore Medical College, Lahore, Pakistan.; Neuroradiology Department, Pedro Hispano Hospital, Matosinhos, Portugal.; Department of Radiology, Copenhagen University Hospital - Rigshospitalet, Copenhagen, Denmark.; Department of Radiology, Baylor College of Medicine, Houston, TX, USA.; Department of Radiology, University of Iowa Hospital and Clinics, Iowa City, IA, USA.; National and Kapodistrian University of Athens, School of Medicine, Athens, Greece.; Department of Neurosurgery, University Hospital of Ioannina, Ioannina, Greece.; Department of Diagnostic and Interventional Radiology, Cairo University, Cairo, Egypt.; Department of Radiology, Brigham and Women's Hospital, Massachusetts General Hospital, Boston, MA, USA.; Department of Neuroradiology, Universidad Autónoma de Nuevo León, México.; Department of Radiological Sciences, University of California Los Angeles, Los Angeles, CA, USA.; Gold Coast University Hospital, Queensland Health, Australia.; Department of Radiology Manchester NHS Foundation Trust, North West School of Radiology, Manchester, United Kingdom.; Artificial Intelligence Lab, Department of Radiology, Mayo Clinic, Rochester, MN, USA.; Department of Radiology, MD Anderson Cancer Center, Houston, TX, USA.; Corewell Health West, MI, USA.; Department of Radiodiagnosis, All India Institute of Medical Sciences Rishikesh, India.; Windsor Regional Hospital, Western University, Ontario, Canada.; Artificial Intelligence & Informatics, Mayo Clinic, Rochester, MN, USA.; Department of Radiology, University of Pennsylvania, PA, USA.; Department of Radiology, Life Care Hospital, Freetown, Sierra Leone.; Department of Medicine and Surgery, Università degli Studi di Perugia, Italy.; Department of Neuroradiology, Imperial College Healthcare NHS Trust, London, United Kingdom.; Department of Radiology and Biomedical Imaging, University of California San Francisco, San Francisco, CA, USA.; Department of Radiology, Michigan Medicine, Ann Arbor, MI, USA.; Department of Radiology, University of Vermont Medical Center, Burlington, VT, USA.; Isfahan University of Medical Sciences, Isfahan, Iran.; Department of Radiology, The American British Cowdray Medical Center, Mexico City, Mexico.; Rush University Medical Center, Chicago, IL, USA.; Department of NeuroRadiology, Rockefeller Neuroscience Institute, West Virginia University. Morgantown, WV, USA.; Leeds Teaching Hospitals NHS Trust, Leeds, United Kingdom.; University of Cagliari, School of Medicine and Surgery, Cagliari, Italy.; Department of Radiology, University of Arkansas for Medical Sciences, Little Rock, AR, USA.; Washington University School of Medicine in St. Louis, St. Louis, MO, USA.; Department of Radiology, Children's Hospital of Philadelphia, Philadelphia, PA, USA.; MLCommons, San Francisco, CA, USA.; Factored, Palo Alto, CA, USA.; Center For Federated Learning in Medicine, Indiana University, Indianapolis, IN, USA.; Medical Working Group, MLCommons, San Fransisco, CA, USA.; Intel/MLCommons, Hillsboro, OR, USA.; Department of Radiology and Imaging Sciences, School of Medicine, Indiana University, Indianapolis, IN, USA.; Department of Neurological Surgery, School of Medicine, Indiana University, Indianapolis, IN, USA.; Department of Radiology, University of California San Diego, CA, USA.; Department of Radiology, Scripps Clinic Medical Group, CA, USA.; Thacker J; Trinity health Mid Atlantic Hosiptals, Darby, PA, USA.; Department of Radiology and Biomedical Imaging, Yale School of Medicine, New Haven, CT, USA.; Division of Computational Pathology, Department of Pathology and Laboratory Medicine, School of Medicine, Indiana University, Indianapolis, IN, USA.; Department of Electical and Computer Engineering, Cornell University and Cornell Tech, New York, NY, USA.; Department of Radiology, Weill Cornell Medicine, New York, NY, USA.; ImagineQuant, Children's Hospital of Philadelphia, Philadelphia, PA, USA.; College of Medicine, Alfaisal University, Riyadh, Saudi Arabia.; DKFZ Division of Translational Neurooncology at the WTZ, German Cancer Consortium, DKTK Partner Site, University Hospital Essen, Essen, Germany.; Medical Artificial Intelligence Lab, Crestview Radiology, Lagos, Nigeria.; Sage Bionetworks, Seattle, WA, USA.; Montreal Neurological Institute, McGill University, Montreal, Canada.; Medical Artificial Intelligence (MAI) lab, Crestview Radiology, Lagos, Nigeria.; Department of Therapeutic Radiology, Yale School of Medicine, New Haven, CT, USA.; Sheikh Zayed Institute for Pediatric Surgical Innovation, Children's National Hospital, Washington, D.C., USA.; Department of Radiology, Mayo Clinic, Rochester, MN, USA.; Department of Radiology, Duke University Medical Center, Durham, NC, USA.; Department of Neurosurgery, Yale School of Medicine, New Haven, CT, USA.; Center for Global Health, Perelman School of Medicine, University of Pennsylvania, PA, USA.; Department of Informatics, Technical University Munich, Germany.; Children's Hospital of Philadelphia, University of Pennsylvania, Philadelphia, PA, USA.; Cancer Imaging Program, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA.; Athinoula A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Boston, MA, USA.; Children's National Hospital, Washington, D.C., USA.; PrecisionFDA, U.S. Food and Drug Administration, Silver Spring, MD, USA.; Department of Neurosurgery, University of Pennsylvania, Philadelphia, PA, USA.; Division of Neurosurgery, The Children's Hospital of Philadelphia, Philadelphia, PA, USA.; Center for Data-Driven Discovery in Biomedicine, The Children's Hospital of Philadelphia, Philadelphia, PA, USA.; Technische Universität München, Munich, Germany.; Department of Radiation Oncology, Duke University Medical Center, Durham, NC, USA.; Department of Applied Mathematics and Computer Science, Technical University of Denmark, Denmark.; Sheikh Zayed Institute for Pediatric Surgical Innovation, Children's National Hospital, Washington, D.C., USA.; Departments of Radiology and Pediatrics, George Washington University School of Medicine and Health Sciences, Washington, D.C., USA.; New York University School of Medicine, New York, NY, USA.; Booz Allen Hamilton, McLean, VA, USA.; Biomedical Image Analysis & Machine Learning, Department of Quantitative Biomedicine, University of Zurich, Switzerland.; Helmholtz AI, Helmholtz Munich, Germany.; Duke University School of Medicine, Durham, NC, USA.; Center for Clinical Epidemiology and Biostatistics, University of Pennsylvania, Philadelphia, PA, USA.; Radiology Department, University of Missouri, Columbia, MO, USA.; Northwestern University, Department of Radiology, Feinberg School of Medicine, Chicago, IL, USA.; Department of Neuroradiology, Technical University of Munich, Munich, Germany.; Department of Radiology and Imaging Sciences, Indiana University, Indianapolis, IN, USA.; Visage Imaging, GmbH, Berlin, Germany.; Department of Electrical and Systems Engineering, Washington University in St. Louis, St. Louis, MO, USA.; GE HealthCare, San Ramon, CA, USA.; Mallinckrodt Institute of Radiology, Washington University School of Medicine, St. Louis, MO, USA.; Visage Imaging, Inc, San Diego, CA, USA.; University of Missouri, Columbia, MO, USA.; Institute for Informatics, Data Science & Biostatistics, Washington University School of Medicine, St. Louis, MO, USA.; Cairo University, Cairo, Egypt.; Duke University Medical Center, Durham, NC, USA.; Department of Radiology and Biomedical Imaging, University of California San Francisco, CA, USA.; Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany.; Department of Radiology, Mayo Clinic, Phoenix, AZ, USA.; Neuroradiology Section, Mallinckrodt Institute of Radiology at Washington University in St. Louis, St. Louis, MO, USA.; Loyola University Medical Center, Hines, IL, USA.; Department of Radiology, Queen's University, Kingston, ON, Canada.; Department of Radiology, University of Iowa Hospitals and Clinics, Iowa City, IA, USA.; Children's healthcare of Atlanta, GA, USA.; Carolina Radiology Associates, Myrtle Beach, SC, USA.; McLeod Regional Medical Center, Florence, SC, USA.; Medical University of South Carolina, Charleston, SC, USA.; University of Arkansas medical center, Little Rock, AR, USA.; NorthShore Endeavor Health, Evanston, IL, USA.; Department of Imaging and Interventional Radiology, The Chinese University of Hong Kong, Hong Kong SAR.; Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh, United Kingdom.; Department of Clinical Neurosciences, NHS Lothian, Edinburgh, United Kingdom.; Department of Radiology, University of Washington, Seattle, WA, USA.; Department of Radiology, Ohio State University College of medicine, Columbus, OH, USA.; Albert Einstein Medical Center, Hartford, CT, USA.; Amsterdam UMC, location Vrije Universiteir, the Netherlands.; University College London, United Kingdom.; Hospital Italiano de Buenos Aires, Buenos Aires, Argentina.; Department of Radiology and Medical Imaging, University of Virginia, Charlottesville, Virginia, USA.; Klinikum Hochrhein, Waldshut-Tiengen, Germany.; Centro Universitario Euro-Americana (UNIEURO), Brasília, DF, Brazil.; Department of Radiology, University of Texas Southwestern Medical Center, Dallas, TX, USA.; Southern District Health Board, Dunedin, New Zealand.; Department of Radiology, Houston Methodist, Houston, TX, USA.; University of Tennessee medical Center, Knoxville, TN, USA.; Mayo Clinic, Department of Radiology, Section of Neuroradiology, Phoenix, AZ, USA.; Department of Radiology, Stanford University, Stanford, CA, USA.; Department of Radiology and Nuclear Medicine, Maastricht University Medical Center, Maastricht, the Netherlands.; Mental Health and Neuroscience research institute, Maastricht University, Maastricht, the Netherlands.; Department of Radiology and Medical Imaging, University of Virginia, Charlottesville, VA, USA.; Department of Radiology, University of Northwestern, Chicago, IL, USA.; Centre Hospitalier de l'Universite de Montreal and Centre de Recherche du CHUM Montreal, Canada.; Department of Neuroradiology, MD Anderson Cancer Center, Houston, TX, USA.; Departments of Neuroradiology & Biomedical Informatics, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany.; Department of Diagnostic and Interventional Radiology, SickKids Hospital, University of Toronto, Canada.; Department of Radiology, Baylor College of medicine, Houston, TX, USA.; Department of Radiology, New Jersey Medical school, Newark, NJ, USA.; Department of Radiology, AZ Monica, Antwerp Area, Belgium.; Medicolegal Imaging Experts LLC, Mercer Island, WA, USA.; Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA.; Memorial Sloan Kettering Cancer Center, New York, NY, USA.; Weill Cornell Medical College, New York, NY, USA.; MedStar Georgetown University Hospital, Washington, D.C., USA.; Department of Radiology, St.Elizabeth's Medical Center, Boston, MA, USA.; Department of Radiology, Tufts University School of Medicine, Boston, MA, USA.; Walter Reed National Military Medical Center, Bethesda, MD, USA.; Keck School of medicine, Los Angeles, CA, USA.; Lahey Health Home, Burlington, MA, USA.; University of Alabama, Birmingham, AL, USA.; Department of Radiology, University of North Carolina School of Medicine, Chapel Hill, NC, USA.; Department of Radiology and Imaging Sciences, Emory University, Atlanta, GA, USA.; University of Nebraska Medical Center, Omaha, NE, USA.; George Washington University, Washington, D.C., USA.; Northwell Health, Zucker Hofstra School of Medicine at Northwell, North Shore University Hospital, Hempstead, New York, NY, USA.; Cancer Center Amsterdam, Imaging and Biomarkers, Amsterdam, The Netherlands.; Ludwig Maximilians University Munich, München, Germany.; Faculty of Medicine, Jena University Hospital, Friedrich Schiller University Jena, Jena, Germany.; Department of Radiology, Ain Shams University, Cairo, Egypt.; Department of Radiology, Ain Shams University, Cairo - Egypt.; University of Ioannina School of Medicine, Ioannina, Greece.; University of Hamburg, Hamburg, Germany.; Radiology Department, Memorial Sloan Kettering Cancer Center, New York City, NY, USA.; Iran University of Medical sciences, Tehran, Iran.; Columbia University Irving Medical Center, New York, NY, USA.; Department of Diagnostic and Interventional Radiology, University Hospital Ulm, Ulm, Germany.; Department of Diagnostic and Interventional Neuroradiology, School of Medicine, Klinikum rechts der Isar, Technical University of Munich, Munich, Germany.; TUM-Neuroimaging Center, Klinikum rechts der Isar, Technical University of Munich, Munich, Germany.; Medical School, University of Ioannina, Ioannina, Greece.; Department of Radiology, Arad Hospital, Tehran, Iran.; Faculty of Medicine, Medical University - Sofia, Sofia, Bulgaria.; Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany.; Department of Medical Image Computing, German Cancer Research Center (DKFZ), Heidelberg, Germany.; Functional and Interventional Neuroradiology Unit, Bambino Gesù Children's Hospital, Rome, Italy.; Institute of Neuroscience and Medicine (INM-4), Research Center Juelich, Juelich, Germany.; Department of Nuclear Medicine, University Hospital RWTH Aachen, Aachen, Germany.; Mathematical Oncology Laboratory & Department of Mathematics, University of Castilla-La Mancha, Spain.; Department of Radiation Oncology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA.; Charité-Universitätsmedizin Berlin (Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health), Berlin, Germany.; Department of Neuroradiology, Western Lisbon Hospital Centre (CHLO), Portugal.; Cairo University, Cairo, Egypt.; Zagazig University, Zagazig, Egypt.; Diagnostic Radiology Department, Wayne State University, Detroit, MI.; Institute of Diagnostic and Interventional Radiology, University Hospital Zurich, University of Zurich, Zurich, Switzerland.; Faculty of Medicine, Guilan University of Medical Sciences, Rasht, Iran.; Department of Radiology/Division of Neuroradiology, San Diego Veterans Administration Medical Center/UC San Diego Health System, San Diego, CA, USA.; Department of Radiology, University of Calgary, Calgary, Canada.; EDU Institute of Higher Education, Villa Bighi, Chaplain's House, Kalkara, Malta.; Bay Imaging Consultants, Walnut Creek, CA, USA.; Ross University School of Medicine, Bridgetown, Barbados.; Department of Radiology, Cairo University, Cairo, Egypt.; Department of Radiology, Mayo clinic, Rochester, MN, USA.; Department of Neurosurgery, Vivantes Klinikum Neukölln, Berlin, Germany.; Mercy Catholic Medical Center, Darby, PA, USA.; C.M.H. Lahore Medical College, Lahore, Pakistan.; Neuroradiology Department, Pedro Hispano Hospital, Matosinhos, Portugal.; Department of Radiology, Copenhagen University Hospital - Rigshospitalet, Copenhagen, Denmark.; Department of Radiology, Baylor College of Medicine, Houston, TX, USA.; Department of Radiology, University of Iowa Hospital and Clinics, Iowa City, IA, USA.; National and Kapodistrian University of Athens, School of Medicine, Athens, Greece.; Department of Neurosurgery, University Hospital of Ioannina, Ioannina, Greece.; Department of Diagnostic and Interventional Radiology, Cairo University, Cairo, Egypt.; Department of Radiology, Brigham and Women's Hospital, Massachusetts General Hospital, Boston, MA, USA.; Department of Neuroradiology, Universidad Autónoma de Nuevo León, México.; Department of Radiological Sciences, University of California Los Angeles, Los Angeles, CA, USA.; Gold Coast University Hospital, Queensland Health, Australia.; Department of Radiology Manchester NHS Foundation Trust, North West School of Radiology, Manchester, United Kingdom.; Artificial Intelligence Lab, Department of Radiology, Mayo Clinic, Rochester, MN, USA.; Department of Radiology, MD Anderson Cancer Center, Houston, TX, USA.; Corewell Health West, MI, USA.; Department of Radiodiagnosis, All India Institute of Medical Sciences Rishikesh, India.; Windsor Regional Hospital, Western University, Ontario, Canada.; Artificial Intelligence & Informatics, Mayo Clinic, Rochester, MN, USA.; Department of Radiology, University of Pennsylvania, PA, USA.; Department of Radiology, Life Care Hospital, Freetown, Sierra Leone.; Department of Medicine and Surgery, Università degli Studi di Perugia, Italy.; Department of Neuroradiology, Imperial College Healthcare NHS Trust, London, United Kingdom.; Department of Radiology and Biomedical Imaging, University of California San Francisco, San Francisco, CA, USA.; Department of Radiology, Michigan Medicine, Ann Arbor, MI, USA.; Department of Radiology, University of Vermont Medical Center, Burlington, VT, USA.; Isfahan University of Medical Sciences, Isfahan, Iran.; Department of Radiology, The American British Cowdray Medical Center, Mexico City, Mexico.; Rush University Medical Center, Chicago, IL, USA.; Department of NeuroRadiology, Rockefeller Neuroscience Institute, West Virginia University. Morgantown, WV, USA.; Leeds Teaching Hospitals NHS Trust, Leeds, United Kingdom.; University of Cagliari, School of Medicine and Surgery, Cagliari, Italy.; Department of Radiology, University of Arkansas for Medical Sciences, Little Rock, AR, USA.; Washington University School of Medicine in St. Louis, St. Louis, MO, USA.; Department of Radiology, Children's Hospital of Philadelphia, Philadelphia, PA, USA.; MLCommons, San Francisco, CA, USA.; Factored, Palo Alto, CA, USA.; Center For Federated Learning in Medicine, Indiana University, Indianapolis, IN, USA.; Medical Working Group, MLCommons, San Fransisco, CA, USA.; Intel/MLCommons, Hillsboro, OR, USA.; Department of Radiology and Imaging Sciences, School of Medicine, Indiana University, Indianapolis, IN, USA.; Department of Neurological Surgery, School of Medicine, Indiana University, Indianapolis, IN, USA.; Department of Radiology, University of California San Diego, CA, USA.; Department of Radiology, Scripps Clinic Medical Group, CA, USA.; Tarabishy AR; Department of NeuroRadiology, Rockefeller Neuroscience Institute, West Virginia University. Morgantown, WV, USA.; Turner B; Leeds Teaching Hospitals NHS Trust, Leeds, United Kingdom.; Vacca S; University of Cagliari, School of Medicine and Surgery, Cagliari, Italy.; Vilanilam GK; Department of Radiology, University of Arkansas for Medical Sciences, Little Rock, AR, USA.; Warren D; Washington University School of Medicine in St. Louis, St. Louis, MO, USA.; Weiss D; Department of Radiology and Biomedical Imaging, Yale School of Medicine, New Haven, CT, USA.; Willms K; Department of Radiology and Biomedical Imaging, Yale School of Medicine, New Haven, CT, USA.; Worede F; Department of Radiology, Children's Hospital of Philadelphia, Philadelphia, PA, USA.; Yousry S; Cairo University, Cairo, Egypt.; Lerebo W; Department of Radiology, Children's Hospital of Philadelphia, Philadelphia, PA, USA.; Aristizabal A; MLCommons, San Francisco, CA, USA.; Factored, Palo Alto, CA, USA.; Karargyris A; MLCommons, San Francisco, CA, USA.; Kassem H; MLCommons, San Francisco, CA, USA.; Pati S; Center For Federated Learning in Medicine, Indiana University, Indianapolis, IN, USA.; Division of Computational Pathology, Department of Pathology and Laboratory Medicine, School of Medicine, Indiana University, Indianapolis, IN, USA.; Medical Working Group, MLCommons, San Fransisco, CA, USA.; Sheller M; Intel/MLCommons, Hillsboro, OR, USA.; Bakas S; Division of Computational Pathology, Department of Pathology and Laboratory Medicine, School of Medicine, Indiana University, Indianapolis, IN, USA.; Department of Radiology and Imaging Sciences, School of Medicine, Indiana University, Indianapolis, IN, USA.; Department of Neurological Surgery, School of Medicine, Indiana University, Indianapolis, IN, USA.; Rudie JD; Department of Radiology, University of California San Diego, CA, USA.; Department of Radiology, Scripps Clinic Medical Group, CA, USA.; Aboian M; Department of Radiology, Children's Hospital of Philadelphia, Philadelphia, PA, USA.
Country of Publication: United States NLM ID: 101759493 Publication Model: Electronic Cited Medium: Internet ISSN: 2331-8422 (Electronic) Linking ISSN: 23318422 NLM ISO Abbreviation: ArXiv Subsets: PubMed not MEDLINE
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