{"id":"W4413856506","doi":"10.1093/noajnl/vdaf166.051","title":"55 INSIGHTS INTO MENINGIOMA BIOLOGY AND RADIOTHERAPY RESPONSE THROUGH MOLECULAR CHARACTERIZATION OF RTOG-0539 CLINICAL TRIAL","year":2025,"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":"","funders":"","keywords":"Radiation therapy; Meningioma; Characterization (materials science); Clinical trial; Medicine; Medical physics; Computational biology; Biology; Internal medicine; Pathology; Nanotechnology; Materials science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005118018,0.0003228382,0.0009634073,0.0004230066,0.0003537034,0.001178752,0.0003905819,0.0004366208,0.00218112],"category_scores_gemma":[0.003716936,0.0001493002,0.001018484,0.000680341,0.0002641235,0.0003565136,0.000401398,0.0005253324,0.0004614424],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009880014,"about_ca_system_score_gemma":0.0009984495,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007290547,"about_ca_topic_score_gemma":0.001631239,"domain_scores_codex":[0.9976187,0.001131458,0.000350901,0.000294757,0.0004267299,0.0001774121],"domain_scores_gemma":[0.998086,0.0004979043,0.0006957175,0.000256937,0.000243322,0.0002202037],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.2208663,0.003246911,0.3547626,0.001582323,0.004701914,0.0004901541,0.0005400527,0.005880089,0.1285916,0.001284238,0.008271665,0.2697821],"study_design_scores_gemma":[0.01374189,0.05909477,0.843767,0.0002225291,0.004008762,0.0009835673,0.0002462724,0.006030711,0.03725521,0.001882282,0.03267322,0.0000939206],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9855282,0.003876257,0.001166904,0.0004985203,0.00004698945,0.0007632246,0.004177954,0.00005634461,0.003885638],"genre_scores_gemma":[0.992722,0.0004839032,0.001318048,0.000363583,0.0000421288,0.0009623313,0.003218132,0.0000183932,0.000871418],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005118018,"threshold_uncertainty_score":0.02706695,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02810094567251519,"score_gpt":0.4043094599814258,"score_spread":0.3762085143089106,"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."}}