{"id":"W4386393151","doi":"10.1093/noajnl/vdad112","title":"Loss of H3K27me3 in meningiomas: an independent marker for CNS WHO grade 2?","year":2023,"lang":"en","type":"article","venue":"Neuro-Oncology Advances","topic":"Meningioma and schwannoma management","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto; University Health Network","funders":"Brain Tumour Charity","keywords":"Meningioma; 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":[0.0005857925,0.0001828394,0.0005331744,0.0003760159,0.00007647654,0.00000902476,0.0001918567,0.0001284928,0.00006238768],"category_scores_gemma":[0.0002489942,0.0001669319,0.000106084,0.0005157166,0.0001333452,0.0002067333,0.00009696696,0.0001890929,0.00001381751],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006520973,"about_ca_system_score_gemma":0.00007655285,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001436456,"about_ca_topic_score_gemma":0.00006460417,"domain_scores_codex":[0.9982005,0.000133842,0.0004861078,0.0004708845,0.0002688808,0.0004398343],"domain_scores_gemma":[0.9988645,0.0004407389,0.0001746976,0.0003299986,0.00006585193,0.0001242256],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007495216,0.002436008,0.7008506,0.002024977,0.0004230082,0.01730921,0.004845644,0.001817172,0.168784,0.009589015,0.01680488,0.06762029],"study_design_scores_gemma":[0.0169087,0.01124946,0.5193211,0.0003054537,0.0003731681,0.0009095513,0.00363926,0.006947188,0.02673088,0.01188294,0.4008802,0.0008521149],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925837,0.0003083859,0.0002241387,0.001685146,0.0005766007,0.0009224333,0.00001383641,0.000109787,0.003575983],"genre_scores_gemma":[0.9968156,0.0001044658,0.001442324,0.0002672224,0.000126646,0.0002596395,0.00004270697,0.00003368265,0.0009077771],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3840753,"threshold_uncertainty_score":0.6807285,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03619445014738981,"score_gpt":0.3468546193672618,"score_spread":0.310660169219872,"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."}}