{"id":"W2617425553","doi":"10.1093/neuonc/nox083.151","title":"LGG-18. MOLECULAR ALTERATIONS PREDICT RESPONSE TO CHEMOTHERAPY AND OUTCOME OF PEDIATRIC LOW-GRADE GLIOMA","year":2017,"lang":"en","type":"article","venue":"Neuro-Oncology","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children","funders":"","keywords":"Medicine; Neurofibromatosis; Internal medicine; Oncology; Chemotherapy; Glioma; Cohort; Pathology; Cancer research","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002296251,0.0001961181,0.0001627428,0.0004354842,0.000120793,0.0003227905,0.0002039601,0.0002585469,0.001465315],"category_scores_gemma":[0.001237383,0.0001023369,0.0001685,0.0005238701,0.0001919059,0.0002546223,0.0002092551,0.0002918775,0.0003138072],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004146542,"about_ca_system_score_gemma":0.0002740564,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001753333,"about_ca_topic_score_gemma":0.002215133,"domain_scores_codex":[0.999885,0.00001835057,0.00001180795,0.00002999503,0.00002910474,0.00002579246],"domain_scores_gemma":[0.9992321,0.0001172038,0.0004352561,0.00002221908,0.00005603611,0.0001373366],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001270619,0.000007694469,0.9975677,0.000006845058,0.000009725802,0.00009397107,0.00001179757,0.00005860617,0.0003407318,0.000005046685,0.00006088605,0.001710104],"study_design_scores_gemma":[0.000004630836,0.00008584472,0.9984723,0.000004219022,0.00001710365,0.0007385171,0.00003779814,0.0001806278,0.0002490235,0.00001849125,0.0001902223,0.000001149751],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992419,0.0002375215,0.00005543899,0.00002382551,0.000001915519,0.000003682203,0.000213212,0.000004417678,0.000218098],"genre_scores_gemma":[0.9994326,0.00007223716,0.00007654106,0.000007442179,0.000002779672,0.000003674822,0.0003323787,0.000001846184,0.00007049276],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001753333,"threshold_uncertainty_score":0.004902005,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03114952803014922,"score_gpt":0.3487051521526879,"score_spread":0.3175556241225387,"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."}}