{"id":"W2900191363","doi":"10.1093/neuonc/noy148.939","title":"RTHP-07. TRANSCRIPTION FACTOR NETWORKS OF OLIGODENDROGLIOMAS (IDH-MUTANT AND 1p/19q CODELETED) TREATED WITH ADJUVANT RADIOTHERAPY OR OBSERVATION INFORMS PROGNOSIS","year":2018,"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":"Toronto Western Hospital; Princess Margaret Cancer Centre; University of Toronto; University Health Network","funders":"","keywords":"Oncology; Cohort; Medicine; Internal medicine; Transcription factor; Gene signature; Radiation therapy; Adjuvant; Cancer research; Gene; Biology; Gene expression; 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":[0.000889209,0.0006728721,0.0004814732,0.000715154,0.0002864996,0.0008385441,0.0008771147,0.0005196052,0.02407481],"category_scores_gemma":[0.003350997,0.0004121593,0.001262099,0.0005022613,0.0002169412,0.0004891568,0.0009168809,0.0007162055,0.004093006],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004812871,"about_ca_system_score_gemma":0.000824102,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005727006,"about_ca_topic_score_gemma":0.01124878,"domain_scores_codex":[0.9996608,0.00007663224,0.00001694709,0.0001444636,0.00005528785,0.00004583087],"domain_scores_gemma":[0.9990457,0.0004924654,0.0001650011,0.000115021,0.00008531495,0.00009654975],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004624579,0.0003378917,0.4288489,0.001885275,0.002198795,0.0008778239,0.001164044,0.0408959,0.01697074,0.003655141,0.3425592,0.1559817],"study_design_scores_gemma":[0.00158058,0.002653828,0.530041,0.0003276723,0.001961149,0.003792896,0.000674389,0.2476247,0.02362389,0.01746707,0.1700028,0.0002499903],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.4020468,0.001112993,0.03055555,0.001505626,0.0002725314,0.0003319512,0.5380304,0.01783387,0.00831017],"genre_scores_gemma":[0.5911615,0.0004949937,0.03421333,0.0004077816,0.000132238,0.001013427,0.3613922,0.002803409,0.008381175],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02407481,"threshold_uncertainty_score":0.08053833,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03312960050686395,"score_gpt":0.2854135150547225,"score_spread":0.2522839145478586,"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."}}