{"id":"W4379279833","doi":"10.1017/cjn.2023.197","title":"P.104 Grade 3 meningioma survival, recurrence and functional outcomes in an international multicenter cohort","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Neurological Sciences / Journal Canadien des Sciences Neurologiques","topic":"Meningioma and schwannoma management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Calgary Laboratory Services; Systems, Applications & Products in Data Processing (Canada); Toronto Public Health; Vancouver Biotech (Canada)","funders":"","keywords":"Medicine; Meningioma; Cohort; Internal medicine; Progression-free survival; Overall survival; Cohort study; Retrospective cohort study; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0004456007,0.0001949906,0.0002162919,0.001368123,0.0006330422,0.000683001,0.0003237039,0.0001984336,0.002059316],"category_scores_gemma":[0.00152933,0.0001389396,0.0004162937,0.001901462,0.0001879857,0.0002472586,0.0004369804,0.0002900928,0.0003610326],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009421576,"about_ca_system_score_gemma":0.001294562,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1209016,"about_ca_topic_score_gemma":0.1059588,"domain_scores_codex":[0.9997817,0.00002233892,0.00002232989,0.0000562743,0.00005594825,0.00006153463],"domain_scores_gemma":[0.9990563,0.0000637428,0.0004143247,0.00008023983,0.0001924938,0.0001929054],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000418148,0.000005903401,0.9983753,0.000004276408,0.00002961061,0.00007340952,0.00004011492,0.00001660929,0.00005123437,0.00001112631,0.0004359804,0.0009146262],"study_design_scores_gemma":[0.000003765013,0.00001876289,0.9990176,0.000006118865,0.00002375166,0.0003132013,0.0001199259,0.00005262559,0.00002095527,0.00001100794,0.0004098472,0.000002475154],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951964,0.0003127237,0.00005619894,0.00009145324,0.000005966162,0.0000126261,0.003350525,0.000007755294,0.0009663547],"genre_scores_gemma":[0.9966379,0.0002119728,0.00007641428,0.00003190857,0.00001174845,0.0000155033,0.002835654,0.000004243192,0.0001744932],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1209016,"threshold_uncertainty_score":0.2403957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0778171742910666,"score_gpt":0.3176025880044235,"score_spread":0.2397854137133569,"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."}}