{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005652693,0.0003285883,0.0005936804,0.0003424086,0.0002526848,0.0001028377,0.0001358857,0.0001076366,0.0003563738],"category_scores_gemma":[0.001308763,0.0002559695,0.0002194968,0.0004455332,0.0002028831,0.0001927236,0.00009211364,0.0001957996,0.0001213105],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009558588,"about_ca_system_score_gemma":0.0002596269,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002159426,"about_ca_topic_score_gemma":3.809322e-7,"domain_scores_codex":[0.9974136,0.0001016334,0.0006376025,0.0007286352,0.0004511657,0.0006673479],"domain_scores_gemma":[0.9978734,0.0004249375,0.0002740877,0.000803202,0.0002889412,0.000335479],"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":[0.0263806,0.002136529,0.06297683,0.003212849,0.001246218,0.04959437,0.00107984,0.000007611994,0.02076926,0.00245094,0.7439396,0.0862053],"study_design_scores_gemma":[0.006824001,0.01325423,0.05177063,0.001779033,0.001222623,0.01178365,0.0002040327,0.004749831,0.01664745,0.0006291594,0.8893122,0.001823154],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9906744,0.0004695584,0.0004037486,0.001427389,0.002906456,0.001507965,0.00001755071,0.000289561,0.00230332],"genre_scores_gemma":[0.9885244,0.00001250845,0.002221515,0.0008609348,0.001636413,0.0003249028,0.00005689849,0.00009826691,0.006264111],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1453725,"threshold_uncertainty_score":0.9999893,"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."}}