{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005404225,0.0001807601,0.0006877531,0.0002316759,0.00008494446,0.000008169764,0.0001278967,0.000227278,0.00002822446],"category_scores_gemma":[0.0006433409,0.0001525608,0.0001090295,0.0003139001,0.0003964282,0.0001385625,0.00008274506,0.0002059618,0.000002808941],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000433342,"about_ca_system_score_gemma":0.0001577655,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003598989,"about_ca_topic_score_gemma":0.00000135402,"domain_scores_codex":[0.9975945,0.0008865879,0.0007300774,0.0004788864,0.0001109266,0.0001990432],"domain_scores_gemma":[0.9984259,0.0008245985,0.0002911287,0.0003109057,0.00008247721,0.00006500298],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.08481206,0.0003139597,0.003825605,0.00007003076,0.0001738402,0.0004136481,0.0004850132,0.000001780661,0.8749616,0.008045025,0.0001141287,0.02678337],"study_design_scores_gemma":[0.07473687,0.01520868,0.01998849,0.000115102,0.0003683674,0.0001255045,0.0001525242,0.0003052362,0.09215817,0.006465794,0.7900401,0.0003352033],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9830189,0.002734305,0.007341919,0.003516993,0.001297989,0.0008466871,0.000001683106,0.00005250231,0.001188985],"genre_scores_gemma":[0.9920568,0.001053274,0.004733648,0.001752768,0.0001580192,0.0000696428,0.00002410283,0.00001447463,0.0001372857],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7899259,"threshold_uncertainty_score":0.622125,"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."}}