{"id":"W3112033076","doi":"10.1093/neuonc/noaa222.428","title":"LGG-50. INTEGRATED MOLECULAR AND CLINICAL ANALYSIS OF 1,000 PEDIATRIC LOW-GRADE GLIOMAS UNCOVERS NOVEL SUBGROUPS FOR CLINICAL RISK STRATIFICATION","year":2020,"lang":"en","type":"article","venue":"Neuro-Oncology","topic":"Neuroblastoma Research and Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children; University of Toronto","funders":"","keywords":"IDH1; Risk stratification; Medicine; Internal medicine; Cohort; Oncology; Histology; Gastroenterology; Pathology; Mutation; Biology; Gene; Genetics","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":[0.0004785941,0.0003153401,0.000294945,0.0009398665,0.0002580266,0.0006999129,0.0002935978,0.0003172247,0.001281351],"category_scores_gemma":[0.001152702,0.0001132136,0.0002215319,0.0007574647,0.0001991822,0.0002930667,0.000528907,0.0002924005,0.0005617633],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005088993,"about_ca_system_score_gemma":0.0002665765,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002249234,"about_ca_topic_score_gemma":0.003178157,"domain_scores_codex":[0.9997286,0.0000541989,0.00001952082,0.00008217599,0.00005674246,0.00005872136],"domain_scores_gemma":[0.9996165,0.00005824208,0.0001186854,0.00004331396,0.00004521248,0.0001180145],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003438094,0.00002138909,0.9736476,0.00001650515,0.00004132437,0.0003425128,0.00006556513,0.0002323138,0.007071152,0.00006763336,0.0008191317,0.01733109],"study_design_scores_gemma":[0.00001461372,0.0001425177,0.9928977,0.000007906762,0.00003923686,0.001786917,0.000109098,0.0009895988,0.00171877,0.0001240046,0.002165601,0.000003975008],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969538,0.0002463778,0.0004284601,0.00005653147,0.00000358238,0.00002173054,0.001484063,0.00006155459,0.0007439107],"genre_scores_gemma":[0.9955894,0.00008309088,0.000769299,0.00003116098,0.000006783921,0.00002568204,0.003197399,0.00001496764,0.00028232],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002249234,"threshold_uncertainty_score":0.004472315,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06929710980612228,"score_gpt":0.407456340620805,"score_spread":0.3381592308146828,"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."}}