{"id":"W2319748614","doi":"10.1227/neu.0000000000000480","title":"Gamma Knife Radiosurgery for Cerebellopontine Angle Meningiomas","year":2014,"lang":"en","type":"article","venue":"Neurosurgery","topic":"Meningioma and schwannoma management","field":"Medicine","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"World Health Organization","keywords":"Medicine; Radiosurgery; Cerebellopontine angle; Meningioma; Radiation therapy; Surgery; Cohort; Tumor progression; Acoustic neuroma; Neurosurgery; Radiology; Cancer; Magnetic resonance imaging; 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":[0.0001894504,0.0002504813,0.0002722517,0.0003766386,0.0003795832,0.0002885302,0.0001938574,0.0002028196,0.0006830175],"category_scores_gemma":[0.0005894093,0.0001373321,0.0003190314,0.0004230526,0.0002010168,0.0001737483,0.000196105,0.0002020158,0.0002384655],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004721716,"about_ca_system_score_gemma":0.0005828181,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003723102,"about_ca_topic_score_gemma":0.005721475,"domain_scores_codex":[0.999876,0.000015293,0.0000110686,0.00002170029,0.00004044728,0.00003544115],"domain_scores_gemma":[0.9997198,0.0000358434,0.0001386563,0.00001798787,0.00001925716,0.00006841464],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001183188,0.0001957573,0.9419702,0.00006926256,0.0002059607,0.01496061,0.0001913685,0.0006314921,0.01242931,0.00005646166,0.0007985728,0.02730777],"study_design_scores_gemma":[0.000108115,0.00177068,0.9465325,0.00001860139,0.0001218256,0.0456737,0.000185622,0.001029138,0.002994454,0.0001178545,0.001434747,0.00001271762],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994022,0.0002483343,0.00008279235,0.00002400912,0.000003588829,0.000006213721,0.00004910742,0.000004187388,0.0001796799],"genre_scores_gemma":[0.999244,0.0003329857,0.0001282144,0.00001565616,0.00001539133,0.000006289791,0.0001370321,0.000002591646,0.0001179098],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003723102,"threshold_uncertainty_score":0.007402897,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02318249207830794,"score_gpt":0.2541407567912713,"score_spread":0.2309582647129634,"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."}}