{"id":"W4386071488","doi":"10.1109/cvpr52729.2023.01911","title":"Why is the Winner the Best?","year":2023,"lang":"en","type":"article","venue":"","topic":"Brain Tumor Detection and Classification","field":"Neuroscience","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Agencia Estatal de Investigación; Stichting voor de Technische Wetenschappen; Science and Engineering Research Board; HORIZON EUROPE Framework Programme; Perelman School of Medicine, University of Pennsylvania; National Institutes of Health; Wellcome / EPSRC Centre for Interventional and Surgical Sciences; Indraprastha Institute of Information Technology, Delhi; Helmut Horten Stiftung; Universitätsklinikum Heidelberg; Hankuk University of Foreign Studies; Universitat Autònoma de Barcelona; International Graduate School of Science and Engineering; Haute école Spécialisée de Suisse Occidentale; Masarykova Univerzita; Istituto Italiano di Tecnologia; Universität Wien; Radboud Universitair Medisch Centrum; National Cancer Institute; University College London; Université de Lausanne; Medizinische Universität Wien; Gentofte Hospital; Oxford Brookes University; Deutsche Forschungsgemeinschaft; Nederlandse Organisatie voor Wetenschappelijk Onderzoek; Technische Universität München; Universität zu Lübeck; Hong Kong University of Science and Technology; University of Toronto; Université de Strasbourg; Technische Universität Dresden; University of Pennsylvania; École Polytechnique Fédérale de Lausanne; University of Leeds; Neuroscience Center Zurich, University of Zurich; University of Nebraska Medical Center; Centre d'Imagerie BioMédicale; Fundacja na rzecz Nauki Polskiej; Engineering and Physical Sciences Research Council; European Commission; University of Oxford; Brigham and Women's Hospital; Ministério da Ciência, Tecnologia e Ensino Superior; Wellcome Trust; Instituto Tecnológico de Costa Rica; European Regional Development Fund; King's College London; Universitat de Barcelona; Centre National de la Recherche Scientifique; Deutsches Krebsforschungszentrum; Universität Zürich; Medical Research Council; Vysoké Učení Technické v Brně; Institut National de la Santé et de la Recherche Médicale; University of Minnesota; Agence Nationale de la Recherche; University of Tokyo; Radboud Universiteit; Rigshospitalet; Fundação para a Ciência e a Tecnologia; University of Washington; Centre Hospitalier Universitaire Vaudois; Boston College","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001435219,0.00003866283,0.00002303107,0.00001927736,0.0003058138,0.00006387948,0.0002180649,0.00001459395,0.0005108841],"category_scores_gemma":[0.0001618718,0.00001666587,0.00003008105,0.0005550307,0.00009011439,0.00004563691,0.0000318885,0.00008116411,0.003222951],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005613405,"about_ca_system_score_gemma":0.000005509784,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001757943,"about_ca_topic_score_gemma":0.000009367367,"domain_scores_codex":[0.9994926,0.00006661284,0.00006025107,0.0001340395,0.0001460105,0.0001004851],"domain_scores_gemma":[0.999465,0.0002150667,0.00001922535,0.000274879,0.000009903669,0.00001592083],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003444131,0.00001447495,0.00005055566,0.000001408488,0.000001287109,0.000001481141,0.0005672036,0.000007747215,0.1760095,0.02891572,0.7821543,0.01227287],"study_design_scores_gemma":[0.00004668904,0.00001093549,0.001464012,0.000001057658,0.000002144092,0.000007449855,0.0007298526,0.003323731,0.17453,0.001776307,0.8180684,0.00003941682],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1574001,0.00001032615,0.0005960976,0.6573951,0.001129266,0.0003633499,0.000004347228,0.0006203414,0.182481],"genre_scores_gemma":[0.8877441,0.00002008443,0.000002186361,0.06908558,0.00006128304,0.00002537863,1.703523e-7,0.000005733208,0.04305554],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7303439,"threshold_uncertainty_score":0.9975532,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07118793779919559,"score_gpt":0.2879270311340674,"score_spread":0.2167390933348718,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). 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