{"id":"W4221086009","doi":"10.1055/s-0042-1743654","title":"Outcomes in Vestibular Schwannoma Treated with Primary Microsurgery: Clinical Landscape","year":2022,"lang":"en","type":"article","venue":"Journal of Neurological Surgery Part B Skull Base","topic":"Meningioma and schwannoma management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Schwannoma; Vestibular system; Cerebellopontine angle; Microsurgery; Medicine; Radiology; Surgery; Magnetic resonance imaging","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":[0.0003518031,0.000136815,0.0002991457,0.0006156467,0.0004931253,0.0007827048,0.0003005954,0.0003057151,0.001537358],"category_scores_gemma":[0.002652542,0.00006562709,0.0002416082,0.0009119501,0.0004078954,0.0006113689,0.0006550146,0.0004341903,0.00019411],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008907155,"about_ca_system_score_gemma":0.000665924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002556609,"about_ca_topic_score_gemma":0.004712481,"domain_scores_codex":[0.9995617,0.00007306367,0.00004681224,0.00007788469,0.000099192,0.0001413614],"domain_scores_gemma":[0.9989107,0.0001484491,0.0004128129,0.00001509456,0.0001522692,0.0003605884],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002341203,0.0000608962,0.9784993,0.00004902353,0.00007982766,0.001463496,0.0002636084,0.0003142298,0.0005855232,0.0002505596,0.001186199,0.0170132],"study_design_scores_gemma":[0.000014483,0.0003358092,0.9861873,0.00008974722,0.00005741318,0.007641529,0.002403817,0.0006592686,0.0001483871,0.001151951,0.001290058,0.00002023508],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916484,0.0033846,0.0001746919,0.001814211,0.00004043255,0.00001169931,0.0003184309,0.000008286317,0.002599312],"genre_scores_gemma":[0.9989275,0.0006085314,0.00003731978,0.00009652765,0.00003792057,0.000004930157,0.0002140439,0.000002763985,0.00007052664],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002556609,"threshold_uncertainty_score":0.006462634,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04845945609209454,"score_gpt":0.2788441832459184,"score_spread":0.2303847271538239,"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."}}