{"id":"W2025148927","doi":"10.1002/cncr.21773","title":"Classification schemes for tumors diagnosed in adolescents and young adults","year":2006,"lang":"en","type":"article","venue":"Cancer","topic":"Acute Lymphoblastic Leukemia research","field":"Medicine","cited_by":128,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cancer Care Ontario; McMaster University","funders":"","keywords":"Medicine; Cancer; Classification scheme; Agency (philosophy); Childhood cancer; International agency; Family medicine; Pediatrics; Internal medicine; Data science","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":[],"consensus_categories":[],"category_scores_codex":[0.00006500573,0.00007050893,0.0001239709,0.00007229208,0.00002422647,0.000009266069,0.000038501,0.00005450353,0.0000138364],"category_scores_gemma":[0.00009999378,0.00006164878,0.00001947611,0.000117868,0.00005451668,0.0000445455,0.00001471222,0.00007434662,0.00000469447],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004861405,"about_ca_system_score_gemma":0.0002179778,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007678292,"about_ca_topic_score_gemma":0.0004249663,"domain_scores_codex":[0.9993237,0.000008732183,0.0001370196,0.0001938012,0.0001404585,0.0001963074],"domain_scores_gemma":[0.9996997,0.00002851961,0.00003214836,0.000107358,0.0000764814,0.000055808],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000594562,0.00009998331,0.9702369,0.0004292393,0.00000775542,0.00002417403,0.0001285261,0.000002236854,0.004912945,0.0001963708,0.005167135,0.01820019],"study_design_scores_gemma":[0.006475427,0.00005321714,0.9804415,0.0008084154,0.00001353802,0.000006585391,0.0001151336,0.007572078,0.001904933,0.00005242127,0.002478548,0.00007817764],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974459,0.0007921458,0.0003143213,0.0004666006,0.00007307109,0.0005784917,0.00001258266,0.00002040435,0.0002964258],"genre_scores_gemma":[0.9985217,0.00009737159,0.0002047597,0.0001302114,0.0002151107,0.000305159,0.00002035988,0.00001590047,0.0004894141],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01812202,"threshold_uncertainty_score":0.2513964,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01842382801650635,"score_gpt":0.3085476360946698,"score_spread":0.2901238080781635,"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."}}