{"id":"W2161897593","doi":"","title":"Molecular subtypes of anaplastic oligodendroglioma: implications for patient management at diagnosis.","year":2001,"lang":"en","type":"article","venue":"PubMed","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":435,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Oligodendroglioma; Medicine; Chemotherapy; Oncology; Radiation therapy; Oligodendroglial Tumor; Internal medicine; Glioma; Pathology; Cancer research; Astrocytoma","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":[0.0000541316,0.0001221077,0.0002174822,0.0001550298,0.00005228029,0.000007173069,0.00005985676,0.0000383258,0.00002179505],"category_scores_gemma":[0.00004352308,0.0001035559,0.0001403068,0.000239734,0.00003186691,0.00002463502,0.00005426338,0.00002163407,0.000008771648],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001332403,"about_ca_system_score_gemma":0.000006438212,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001068441,"about_ca_topic_score_gemma":0.00001700939,"domain_scores_codex":[0.999072,0.00001084358,0.0002399636,0.0002409653,0.0001351422,0.0003010822],"domain_scores_gemma":[0.9992759,0.00008704937,0.00008614039,0.0003196618,0.00007927092,0.0001519769],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005177736,0.003657748,0.6454813,0.0002975808,0.001107404,0.0002919271,0.00008414014,0.0001560258,0.0004557006,0.01073717,0.01259068,0.3246225],"study_design_scores_gemma":[0.002028882,0.0002076061,0.9554132,0.00002178971,0.0004705367,0.00005055948,0.00001680775,0.00001480586,0.02485208,0.0003371565,0.01648417,0.0001024711],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9909731,0.001091541,0.0001186175,0.002245015,0.00008085594,0.002454103,0.00004521362,0.00003542414,0.002956154],"genre_scores_gemma":[0.9789893,0.0003101152,0.0004039319,0.0001971507,0.00001968113,0.01992415,0.00005738671,0.0000201258,0.00007814433],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3245201,"threshold_uncertainty_score":0.4222888,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01823968790085921,"score_gpt":0.2448090079229847,"score_spread":0.2265693200221255,"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."}}