{"id":"W4384070182","doi":"10.1093/noajnl/vdad071.006","title":"COMPREHENSIVE MULTIPLATFORM ANALYSIS OF CDKN2A ALTERATIONS IN MENINGIOMAS","year":2023,"lang":"en","type":"article","venue":"Neuro-Oncology Advances","topic":"Meningioma and schwannoma management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"CDKN2A; DNA methylation; Cancer research; Biology; Transcriptome; Biomarker; Meningioma; Methylation; Gene; Copy-number variation; Gene expression; Oncology; Genetics; Medicine; Pathology","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":[0.0001495805,0.0001290743,0.0005677274,0.001029726,0.00007725891,0.000007294852,0.00009690911,0.00006775637,0.00009839625],"category_scores_gemma":[0.0001307946,0.0001179707,0.0001451637,0.002331137,0.0001023182,0.0001399872,0.00007397209,0.0001434936,0.00002883278],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004940454,"about_ca_system_score_gemma":0.00004160482,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002972506,"about_ca_topic_score_gemma":0.0001008065,"domain_scores_codex":[0.9987333,0.00006153656,0.0004409077,0.0003046958,0.0001979014,0.0002616085],"domain_scores_gemma":[0.9989084,0.0005347483,0.0001474559,0.000252075,0.000086368,0.00007096397],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002459378,0.001274813,0.4277115,0.0006073322,0.003881072,0.01461211,0.006913255,0.07586277,0.4085693,0.005560735,0.006518233,0.04602951],"study_design_scores_gemma":[0.006823847,0.002578411,0.715398,0.00009446157,0.002846989,0.000200041,0.004251749,0.09519607,0.01352756,0.0009543999,0.1575914,0.0005370725],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991115,0.0002914447,0.0001702315,0.0006980579,0.0002517069,0.0003463638,0.00001074446,0.00008900939,0.007027473],"genre_scores_gemma":[0.9977624,0.00008655576,0.001386094,0.0002052169,0.00003602888,0.00006636687,0.00009878565,0.00001121415,0.0003473436],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3950418,"threshold_uncertainty_score":0.4810704,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.045073908589617,"score_gpt":0.3553010656809361,"score_spread":0.3102271570913191,"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."}}