{"id":"W2188710861","doi":"10.1227/neu.0000000000001154","title":"Safety and Efficacy of Gamma Knife Radiosurgery for the Management of Koos Grade 4 Vestibular Schwannomas","year":2015,"lang":"en","type":"article","venue":"Neurosurgery","topic":"Meningioma and schwannoma management","field":"Medicine","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier Universitaire de Sherbrooke; Université de Sherbrooke","funders":"","keywords":"Medicine; Radiosurgery; Acoustic neuroma; Surgery; Vestibular Schwannomas; Tinnitus; Facial nerve; Schwannoma; Retrospective cohort study; Vestibular system; Hydrocephalus; Radiology; Radiation therapy; Audiology","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":[0.001223474,0.0001976449,0.0003528945,0.0004582926,0.0002005216,0.0003853539,0.0002576551,0.0002070797,0.0006400647],"category_scores_gemma":[0.004082593,0.00008165766,0.0004495549,0.0002495231,0.000277152,0.0003105806,0.000179284,0.0002495214,0.0001511441],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004913119,"about_ca_system_score_gemma":0.0004241044,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000522623,"about_ca_topic_score_gemma":0.0007533679,"domain_scores_codex":[0.9995679,0.0001261062,0.00006665323,0.0000472075,0.0001497377,0.00004238842],"domain_scores_gemma":[0.997154,0.0008671606,0.001506026,0.00008853607,0.0002150439,0.0001691457],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01603527,0.0006654884,0.8336266,0.0002884816,0.0005069823,0.001345414,0.0002305123,0.002517757,0.01189619,0.00004330955,0.0004508876,0.1323932],"study_design_scores_gemma":[0.000388043,0.02702015,0.9570928,0.00009390705,0.000656676,0.006046427,0.0002550948,0.002255152,0.004999702,0.0001002248,0.001055206,0.0000366175],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978195,0.001523656,0.0002212902,0.0000358256,0.000005947643,0.00001264647,0.000068407,0.00000875137,0.0003040765],"genre_scores_gemma":[0.9994166,0.0003017432,0.00007938545,0.00001951632,0.00001791134,0.000009296632,0.0001173954,0.000002487878,0.0000357226],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001223474,"threshold_uncertainty_score":0.006470442,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05242372822551328,"score_gpt":0.2808805257273866,"score_spread":0.2284567975018733,"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."}}