{"id":"W4384029517","doi":"10.1093/noajnl/vdad071.001","title":"METABOLOGENOMIC CHARACTERIZATION UNCOVERS HETEROGENEITY AMONG IDH MUTANT GLIOMAS","year":2023,"lang":"en","type":"article","venue":"Neuro-Oncology Advances","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Isocitrate dehydrogenase; Glioma; Biology; IDH1; Mutant; Epigenetics; Cancer research; DNA methylation; CDKN2A; Phenotype; Oligodendroglioma; Genetics; Cancer; Astrocytoma; Gene; Enzyme; Gene expression","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0001123417,0.0002133354,0.0002083252,0.0009217585,0.0001392971,0.0003417823,0.0001308629,0.0001415195,0.0006540252],"category_scores_gemma":[0.0002147859,0.00007246681,0.0001240447,0.0004614363,0.0001678183,0.0001022942,0.0002901993,0.0001554176,0.0001366185],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002381007,"about_ca_system_score_gemma":0.0001278641,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002629671,"about_ca_topic_score_gemma":0.00364778,"domain_scores_codex":[0.9999311,0.000004938198,0.000005299136,0.00002593088,0.00001583376,0.00001689609],"domain_scores_gemma":[0.999897,0.00001453725,0.00003082445,0.00001284967,0.00001960198,0.00002523125],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0005592563,0.00002725992,0.2758885,0.00005189214,0.00008236241,0.0004412015,0.000160218,0.0002976832,0.7135376,0.00008419224,0.0001125014,0.00875734],"study_design_scores_gemma":[0.000007153447,0.0001901096,0.9401351,0.000004923911,0.00006806442,0.001506961,0.0001934861,0.0009921247,0.05618019,0.00009588273,0.0006187948,0.000007345175],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988004,0.0001329784,0.0004191833,0.00001152074,9.287051e-7,0.00000685534,0.0004649945,0.00001198458,0.0001511155],"genre_scores_gemma":[0.9984562,0.00006913043,0.0005204842,0.00001047049,0.000001500309,0.000005566636,0.0007744589,0.000005501971,0.0001564932],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002629671,"threshold_uncertainty_score":0.005228758,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01919857267168329,"score_gpt":0.30035873452983,"score_spread":0.2811601618581467,"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."}}