{"id":"W4403513063","doi":"10.1093/neuonc/noae144.005","title":"PL02.3.A MOLECULAR CLASSIFICATION TO REFINE SURGICAL AND RADIOTHERAPEUTIC DECISION MAKING IN MENINGIOMA","year":2024,"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":"University of British Columbia; University Health Network; University of Toronto","funders":"","keywords":"Meningioma; Medicine; Medical physics; Computer science; Radiology","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":[0.003874831,0.0004609313,0.0004529967,0.001902002,0.0003487814,0.001844853,0.0007371539,0.0005105277,0.004339021],"category_scores_gemma":[0.006066121,0.0001811339,0.0007379533,0.001641324,0.0003402637,0.0007156347,0.0007779778,0.0007858407,0.001141433],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009684713,"about_ca_system_score_gemma":0.001143023,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002123859,"about_ca_topic_score_gemma":0.002693459,"domain_scores_codex":[0.9989789,0.0004256405,0.0001429167,0.0001579858,0.0002007003,0.00009397315],"domain_scores_gemma":[0.9963555,0.001162495,0.001536035,0.0002557114,0.000376111,0.0003141557],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004563757,0.0001159075,0.8954658,0.0002131237,0.0003010951,0.0003292794,0.00008864928,0.003400201,0.004856885,0.0008240762,0.005780687,0.08406059],"study_design_scores_gemma":[0.0004711784,0.001209225,0.9256071,0.0001917436,0.0006727293,0.002403728,0.0003604269,0.03957914,0.006537153,0.006513189,0.01639041,0.0000639997],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9627709,0.002406122,0.01284684,0.001706934,0.0001513281,0.0003126197,0.01334935,0.0003139998,0.00614182],"genre_scores_gemma":[0.9812646,0.0002791417,0.01161495,0.0002050677,0.00009014753,0.000155192,0.005486923,0.0000555359,0.0008484566],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004339021,"threshold_uncertainty_score":0.02049237,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03670693701165599,"score_gpt":0.3654918844988532,"score_spread":0.3287849474871972,"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."}}