{"id":"W4388588953","doi":"10.1093/neuonc/noad179.0677","title":"PATH-47. MOLECULAR MARKERS ASSOCIATED WITH SURVIVAL IN GRADE 3 MENINGIOMA","year":2023,"lang":"en","type":"article","venue":"Neuro-Oncology","topic":"Meningioma and schwannoma management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Western Hospital; University of Toronto; University of British Columbia","funders":"","keywords":"CDKN2A; BAP1; Immunohistochemistry; Meningioma; Grading (engineering); Pathology; Medicine; Oncology; Biology; Internal medicine; Cancer research; Cancer","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":[0.0002036461,0.0001670715,0.0001536472,0.0005270108,0.0003355993,0.0004754164,0.0001606665,0.0002071538,0.002047136],"category_scores_gemma":[0.0008781182,0.00009331787,0.0002608559,0.0003709691,0.0001872276,0.0002029032,0.0002237225,0.0002599548,0.0003093271],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002602455,"about_ca_system_score_gemma":0.0002354533,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001680678,"about_ca_topic_score_gemma":0.00195588,"domain_scores_codex":[0.9998949,0.00001543176,0.00001466827,0.00002424268,0.00002107382,0.00002968927],"domain_scores_gemma":[0.9994276,0.00009212127,0.000268859,0.00004033871,0.00006131066,0.000109722],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001367687,0.000009384678,0.9968686,0.000003695858,0.00001402289,0.0003780474,0.00001752537,0.00005938647,0.00109843,0.0000112402,0.00005711898,0.001345874],"study_design_scores_gemma":[0.000003620817,0.00008652442,0.9968072,0.00000302229,0.00002362646,0.001581948,0.00007656201,0.0004615406,0.000621999,0.00006067682,0.0002704687,0.000002873969],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994028,0.00008875825,0.00008612193,0.00001594444,0.000002507251,0.000002021204,0.0001678528,0.000004560079,0.0002294568],"genre_scores_gemma":[0.999703,0.00002461498,0.00004188067,0.000003587315,0.000002470247,0.000001954631,0.0001411202,0.000001226726,0.00008007047],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002047136,"threshold_uncertainty_score":0.006848276,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02832190088807015,"score_gpt":0.2901177576551013,"score_spread":0.2617958567670312,"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."}}