{"id":"W2056276800","doi":"10.1002/pbc.20935","title":"Outcome for young children newly diagnosed with ependymoma, treated with intensive induction chemotherapy followed by myeloablative chemotherapy and autologous stem cell rescue","year":2006,"lang":"en","type":"article","venue":"Pediatric Blood & Cancer","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":114,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Children's Hospital","funders":"","keywords":"Medicine; Chemotherapy; Induction chemotherapy; Ependymoma; Pediatrics; Oncology; Surgery","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00007758787,0.0004784486,0.000728742,0.0001888175,0.0001555425,0.0000463189,0.00007628286,0.0001882584,0.00003332591],"category_scores_gemma":[0.000006687083,0.0003208998,0.0001132446,0.000476739,0.00007441649,0.0001223582,0.00001253255,0.000203908,0.000002344712],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000140445,"about_ca_system_score_gemma":0.000143466,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005733592,"about_ca_topic_score_gemma":0.0007045206,"domain_scores_codex":[0.9981049,0.00003352875,0.0003759161,0.0007012269,0.0003043714,0.0004800729],"domain_scores_gemma":[0.9988406,0.00009306563,0.0002641853,0.0002903637,0.00034772,0.0001640559],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001486335,0.0008541251,0.9858379,0.00007690064,0.000582119,0.0001093227,0.0004229161,0.00002349406,0.0007466793,0.000005976059,0.00596382,0.003890444],"study_design_scores_gemma":[0.04333567,0.002976152,0.9259636,0.00006103005,0.002893372,0.0002643166,0.0002541786,0.00003396058,0.0234137,0.00000878006,0.0002688422,0.0005264362],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9900128,0.005741105,0.00006729508,0.001210792,0.00007378275,0.002474472,0.0001704995,0.000132219,0.0001170089],"genre_scores_gemma":[0.9949313,0.001399839,0.0007152535,0.0004868408,0.0004982006,0.0009906418,0.0001628047,0.0001107135,0.000704387],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0598743,"threshold_uncertainty_score":0.9999243,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007765488778127644,"score_gpt":0.2374629867265896,"score_spread":0.2296974979484619,"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."}}