{"id":"W3204684981","doi":"10.1200/go.21.00127","title":"Molecular Subgroup Is the Strongest Predictor of Medulloblastoma Outcome in a Resource-Limited Country","year":2021,"lang":"en","type":"article","venue":"JCO Global Oncology","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Hospital for Sick Children","funders":"","keywords":"Medulloblastoma; Interquartile range; Medicine; Context (archaeology); Internal medicine; Radiation therapy; Cohort; Chemotherapy; Progression-free survival; Oncology; Surgery; Gastroenterology; Pathology; Biology","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":[0.0001736333,0.0001606495,0.0005383042,0.00005018157,0.0000284494,0.000007921384,0.0001249792,0.0002104032,0.0001585124],"category_scores_gemma":[0.0002626326,0.0001159556,0.0001454501,0.0005323758,0.0001441426,0.00002074821,0.0001073311,0.0001696308,0.00002070765],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005570307,"about_ca_system_score_gemma":0.0002970162,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001643537,"about_ca_topic_score_gemma":0.0005310826,"domain_scores_codex":[0.9984469,0.0001566182,0.0004519545,0.0003016061,0.0003229207,0.000320005],"domain_scores_gemma":[0.9989731,0.0002028626,0.0001374614,0.0004422447,0.0001202661,0.00012403],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003946221,0.002243457,0.9735529,0.00005962893,0.0003785265,0.003932694,0.0002062907,0.00004388988,0.002644071,0.004327091,0.007629939,0.004586848],"study_design_scores_gemma":[0.006166392,0.001208626,0.850027,0.0000877737,0.0003873517,0.0003746997,0.0006577611,0.0001458012,0.004315105,0.000136705,0.1363711,0.0001215944],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9755365,0.001514033,0.000005142232,0.01463766,0.0001626844,0.0003586286,0.0001355178,0.00002359784,0.007626289],"genre_scores_gemma":[0.9953948,0.0000401021,0.0001555893,0.004186215,0.00005615694,0.00005846852,0.00005645834,0.00001188917,0.00004027304],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1287412,"threshold_uncertainty_score":0.472853,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0158207938385444,"score_gpt":0.3064801279517467,"score_spread":0.2906593341132023,"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."}}