{"id":"W4309018298","doi":"10.1093/neuonc/noac209.217","title":"RADT-27. FRACTIONATED RADIOTHERAPY AS FIRST-LINE TREATMENT FOR INTRACRANIAL MENINGIOMAS","year":2022,"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":"St. Michael's Hospital; Queen's University; University of Toronto","funders":"","keywords":"Medicine; Radiosurgery; Radiation therapy; Cohort; Meningioma; Cavernous sinus; Adverse effect; Surgery; Logistic regression; Proportional hazards model; Stage (stratigraphy); Radiology; Internal medicine","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":[0.0004145053,0.0001339983,0.0003684993,0.0003671266,0.0001974281,0.0003119239,0.0002497002,0.0001415214,0.001658622],"category_scores_gemma":[0.001305988,0.00005782857,0.0005642844,0.0004337303,0.0001591242,0.0001098248,0.000188482,0.0003033928,0.0003816121],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007113733,"about_ca_system_score_gemma":0.0007541702,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002447764,"about_ca_topic_score_gemma":0.004543133,"domain_scores_codex":[0.9997744,0.00004437449,0.00002295894,0.00004804816,0.0000647199,0.00004547187],"domain_scores_gemma":[0.9991089,0.0001660309,0.0004511681,0.00004504443,0.0000621647,0.000166743],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003301757,0.0002888721,0.8243109,0.0006626559,0.000457257,0.002761524,0.0001368678,0.001302462,0.008537709,0.0002348933,0.003749033,0.1542561],"study_design_scores_gemma":[0.0001585286,0.002899943,0.9752722,0.000121446,0.0002567902,0.007485123,0.00009056061,0.001514549,0.004597574,0.0002266388,0.007357518,0.00001921498],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9845977,0.0102158,0.0007993351,0.0003836391,0.00005740357,0.00004730927,0.001207013,0.0001019878,0.00258984],"genre_scores_gemma":[0.9957659,0.001732383,0.0006138193,0.00008852893,0.00004069657,0.00002092967,0.001041746,0.00001732941,0.0006785839],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002447764,"threshold_uncertainty_score":0.005548656,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03616794890192691,"score_gpt":0.3304965788096187,"score_spread":0.2943286299076918,"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."}}