{"id":"W4297248821","doi":"10.1007/s11060-022-04134-0","title":"Stereotactic radiosurgery for Koos grade IV vestibular schwannoma in young patients: a multi-institutional study","year":2022,"lang":"en","type":"article","venue":"Journal of Neuro-Oncology","topic":"Meningioma and schwannoma management","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta; Université de Sherbrooke","funders":"","keywords":"Medicine; Radiosurgery; Schwannoma; Surgery; Adverse effect; Retrospective cohort study; Vertigo; Radiation therapy; 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":[0.000317689,0.0003506535,0.0004745158,0.0009383123,0.000998111,0.0008303508,0.0003172084,0.0004434323,0.001540723],"category_scores_gemma":[0.0009992565,0.0003450247,0.0006325413,0.001110075,0.0005113737,0.0007299599,0.0005623279,0.0003500005,0.0003214648],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007396149,"about_ca_system_score_gemma":0.001176211,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006130124,"about_ca_topic_score_gemma":0.009672605,"domain_scores_codex":[0.9996039,0.00006532607,0.000050874,0.00008660425,0.00006906338,0.0001241259],"domain_scores_gemma":[0.9992567,0.0001354007,0.0002708728,0.00004162995,0.0001019315,0.0001934932],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001818539,0.0002234306,0.9951401,0.00001588109,0.0000660022,0.001834357,0.0003620005,0.00003605598,0.0006166825,0.00002613124,0.00007943289,0.001417956],"study_design_scores_gemma":[0.00004447103,0.0008964457,0.9905638,0.0000159066,0.0001341821,0.005139427,0.00243641,0.0001520504,0.0001987799,0.00005134254,0.0003493356,0.00001790168],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996252,0.00008264333,0.00003697431,0.000009883978,0.000002036349,0.00001077964,0.00005754115,0.00000110068,0.0001738592],"genre_scores_gemma":[0.9995473,0.0001310879,0.00004110858,0.00003502692,0.000007852583,0.00001002504,0.0001300308,0.0000017778,0.00009576819],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006130124,"threshold_uncertainty_score":0.01218891,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04824922606212465,"score_gpt":0.323381562986748,"score_spread":0.2751323369246233,"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."}}