{"id":"W4404108887","doi":"10.1227/neu.0000000000003215","title":"Vestibular Schwannoma Koos Grade I International Study of Active Surveillance Versus Stereotactic Radiosurgery: The VISAS-K1 Study","year":2024,"lang":"en","type":"article","venue":"Neurosurgery","topic":"Meningioma and schwannoma management","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Medicine; Radiosurgery; Propensity score matching; Acoustic neuroma; Schwannoma; Demographics; Odds ratio; Tinnitus; Vestibular system; Surgery; Vestibular Schwannomas; Audiology; Internal medicine; Radiation therapy","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":[],"consensus_categories":[],"category_scores_codex":[0.0009018478,0.0002975072,0.0005359435,0.0004243831,0.0001284217,0.0001455125,0.0002878548,0.00004892774,0.0001178786],"category_scores_gemma":[0.0004812644,0.0002179461,0.0001617566,0.0007409994,0.00008821682,0.0002094375,0.0001884126,0.0004156492,0.00004119074],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001187547,"about_ca_system_score_gemma":0.0001311526,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000782829,"about_ca_topic_score_gemma":0.000008526605,"domain_scores_codex":[0.996976,0.0004163767,0.0006433383,0.0006389418,0.0009873119,0.000338028],"domain_scores_gemma":[0.9975935,0.001217211,0.0001773705,0.00076816,0.0001212422,0.0001224904],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01143325,0.01307879,0.8231986,0.0006027847,0.009083851,0.06411736,0.01736717,0.0004824337,0.00751261,0.0006826475,0.02875095,0.02368951],"study_design_scores_gemma":[0.005421781,0.005044516,0.9589919,0.0001696508,0.0006680678,0.0005402403,0.00856922,0.003047003,0.0004026899,0.00002927247,0.01660412,0.0005115141],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9903226,0.0002032084,0.00001330401,0.0009615281,0.005710953,0.001356411,0.00001736199,0.0001665119,0.001248131],"genre_scores_gemma":[0.9987119,0.000008733671,0.000008628751,0.00006013959,0.0003729778,0.0001083903,0.0000154288,0.00005676382,0.0006569819],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1357933,"threshold_uncertainty_score":0.8887584,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04531315261614175,"score_gpt":0.315336420711188,"score_spread":0.2700232680950462,"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."}}