{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000879325,0.0002782612,0.0005946529,0.000332808,0.0001605547,0.00006090972,0.000113629,0.0001006951,0.0002082454],"category_scores_gemma":[0.0007175943,0.0002568107,0.0003994408,0.0003255451,0.00006211638,0.000113439,0.0000628695,0.000139647,0.00009183128],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004432241,"about_ca_system_score_gemma":0.00006067364,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005529831,"about_ca_topic_score_gemma":3.341192e-7,"domain_scores_codex":[0.9978406,0.00008740059,0.0005457067,0.000547992,0.0003770033,0.0006012625],"domain_scores_gemma":[0.9982405,0.000571676,0.0001720857,0.0006136232,0.0001113796,0.0002907354],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001986143,0.0007255985,0.07982441,0.001198784,0.0003831668,0.002486485,0.000268474,0.00008663263,0.07862799,0.01010329,0.7836861,0.0406229],"study_design_scores_gemma":[0.002903849,0.0006805409,0.03407848,0.0001572022,0.0002918671,0.001056692,0.00003585107,0.008019374,0.01252218,0.000574341,0.9390275,0.0006521526],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.97335,0.0001728547,0.005132519,0.00189183,0.001664003,0.0006707972,0.000007540263,0.0003262841,0.01678412],"genre_scores_gemma":[0.9812408,0.000006490088,0.001996957,0.001047163,0.0008780629,0.0001193303,0.00006387563,0.00008609378,0.01456123],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1553413,"threshold_uncertainty_score":0.9999884,"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."}}