{"id":"W2892221116","doi":"10.1093/neuros/nyy416","title":"Repeat Stereotactic Radiosurgery for Progressive or Recurrent Vestibular Schwannomas","year":2018,"lang":"en","type":"article","venue":"Neurosurgery","topic":"Meningioma and schwannoma management","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Medicine; Radiosurgery; Vestibular Schwannomas; Gamma knife; Cyberknife; Surgery; Retrospective cohort study; Radiation therapy; Radiology; Nuclear medicine; Schwannoma","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":[0.0003676362,0.0002661978,0.0003504511,0.000653504,0.0002801565,0.000192503,0.0003829954,0.0002576944,0.001332191],"category_scores_gemma":[0.001070265,0.00009648164,0.0003597667,0.0003091735,0.0002484159,0.0001768895,0.0001885697,0.0002432266,0.000335066],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004026944,"about_ca_system_score_gemma":0.0004713303,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001534598,"about_ca_topic_score_gemma":0.003813647,"domain_scores_codex":[0.9997784,0.00003324419,0.00001736542,0.00003665806,0.00008920309,0.00004515284],"domain_scores_gemma":[0.9994678,0.0001305572,0.0002336621,0.00004694553,0.00003741853,0.00008360889],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002305164,0.0004667315,0.8059621,0.0003161321,0.0004053337,0.01925528,0.0006003969,0.001627245,0.03469608,0.00008672608,0.001649151,0.1326296],"study_design_scores_gemma":[0.0002676036,0.007021846,0.8903776,0.00006276021,0.0003443158,0.08375864,0.0002451069,0.002162065,0.01267401,0.0001649032,0.002885876,0.0000352872],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998184,0.0008706086,0.0003752853,0.00002349785,0.000004954044,0.00002216003,0.00007068146,0.00003432393,0.0004143489],"genre_scores_gemma":[0.9988814,0.0003435594,0.0003049856,0.00002482512,0.00002177528,0.00001594153,0.0002051857,0.000005903584,0.0001964378],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001534598,"threshold_uncertainty_score":0.004456639,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05696427941998273,"score_gpt":0.3219826914129669,"score_spread":0.2650184119929842,"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."}}