{"id":"W2979239650","doi":"10.24926/548719.015","title":"Applying nnU-Net to the KiTS19 Grand Challenge","year":2019,"lang":"en","type":"article","venue":"","topic":"Distributed and Parallel Computing Systems","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia, Okanagan Campus","funders":"","keywords":"Net (polyhedron); Computer science; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0004239217,0.0001139149,0.0001377068,0.00003921241,0.0001124198,0.0002451478,0.001278161,0.00003698309,0.00003717084],"category_scores_gemma":[0.000009523364,0.0000705464,0.00005408825,0.0003030076,0.000007125697,0.0001253366,0.0003150153,0.00009605476,0.00277463],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001343949,"about_ca_system_score_gemma":0.00002317746,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005111677,"about_ca_topic_score_gemma":0.00001725654,"domain_scores_codex":[0.9989012,0.00005876571,0.0001644441,0.0003299692,0.0002555206,0.0002900358],"domain_scores_gemma":[0.9990033,0.00009400957,0.00004019145,0.0007336985,0.00004284958,0.00008593676],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001533808,0.0001493092,0.002774137,0.0001004932,0.00008652836,0.00001868954,0.006117889,0.01850228,0.0002859503,0.6303298,0.1980733,0.1435463],"study_design_scores_gemma":[0.0002581542,0.00008773112,0.0007444006,0.00002962706,0.000001801423,0.00001356281,0.00006533612,0.0457636,0.00004019239,0.0007251032,0.9520687,0.0002017466],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.011017,0.0002172465,0.8358304,0.006508467,0.001754124,0.001097665,0.000003233662,0.0003898923,0.143182],"genre_scores_gemma":[0.992035,0.000003014384,0.002203208,0.001071211,0.000144736,0.00004904531,0.00000226156,0.000005997246,0.004485512],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.981018,"threshold_uncertainty_score":0.9980018,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01596760750861484,"score_gpt":0.2315382110944131,"score_spread":0.2155706035857982,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}