{"id":"W4414171518","doi":"10.1227/neu.0000000000003734","title":"Stereotactic Radiosurgery Versus Observation in Small- and Medium-Sized Vestibular Schwannoma Patients With Normal Hearing: A Retrospective International Multicenter Study","year":2025,"lang":"en","type":"article","venue":"Neurosurgery","topic":"Meningioma and schwannoma management","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier Universitaire de Sherbrooke; Université de Sherbrooke","funders":"","keywords":"Radiosurgery; Multicenter study; Schwannoma; Retrospective cohort study; Vestibular system; Vestibular Schwannomas","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":[0.0009949735,0.0003851885,0.0005548452,0.0009160684,0.0003888471,0.0005721066,0.0004004255,0.0003620728,0.001056132],"category_scores_gemma":[0.001950419,0.0002499021,0.0007818346,0.001210741,0.0004884669,0.0006011027,0.000543212,0.0003445939,0.0001910936],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003973792,"about_ca_system_score_gemma":0.0004927318,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001797163,"about_ca_topic_score_gemma":0.001647582,"domain_scores_codex":[0.9992329,0.0001606436,0.000130166,0.0002481509,0.0001244994,0.0001036176],"domain_scores_gemma":[0.9979324,0.0002909034,0.001233159,0.0001339051,0.000141311,0.000268274],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001612144,0.000110563,0.99575,0.00002617592,0.0001929549,0.0001665239,0.0001198331,0.00003645201,0.0002785843,0.00001488801,0.00005577527,0.001636083],"study_design_scores_gemma":[0.0001841353,0.001713476,0.9955072,0.00001681614,0.0003454292,0.001031296,0.0005383472,0.0002189526,0.0001483683,0.00003042728,0.0002539749,0.00001156549],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995424,0.0002265321,0.00003397552,0.00000647643,0.000003143002,0.0000119551,0.00007418155,9.238956e-7,0.0001005019],"genre_scores_gemma":[0.9996032,0.00009930279,0.00003648056,0.00001542561,0.00001334354,0.00001838368,0.0001889408,0.000001176203,0.00002376018],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001797163,"threshold_uncertainty_score":0.005262017,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02663028060214527,"score_gpt":0.2601665250303191,"score_spread":0.2335362444281738,"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."}}