{"id":"W4322758261","doi":"10.1227/neu.0000000000002436","title":"Stereotactic Radiosurgery for Vestibular Schwannoma in Neurofibromatosis Type 2: An International Multicenter Case Series of Response and Malignant Transformation Risk","year":2023,"lang":"en","type":"article","venue":"Neurosurgery","topic":"Meningioma and schwannoma management","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke; University of Manitoba","funders":"","keywords":"Medicine; Radiosurgery; Schwannoma; Hazard ratio; Neurofibromatosis type 2; Cohort; Acoustic neuroma; Neurofibromatosis; Radiation therapy; Retrospective cohort study; Multivariate analysis; Surgery; Internal medicine; Radiology; Confidence interval","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":[0.000414886,0.0004451066,0.0003013308,0.001073784,0.0005917924,0.0004643803,0.0004448975,0.0006880013,0.001122472],"category_scores_gemma":[0.001378187,0.0002348244,0.0004401206,0.0008392988,0.0004986808,0.0004032387,0.0003904533,0.0003219763,0.000273688],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004909734,"about_ca_system_score_gemma":0.0003734574,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002561151,"about_ca_topic_score_gemma":0.002689737,"domain_scores_codex":[0.9996258,0.00006818831,0.00005305206,0.0000941671,0.00006604885,0.00009281927],"domain_scores_gemma":[0.9991595,0.0001410923,0.0003915857,0.00009934584,0.00006665262,0.0001417597],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"case_report","study_design_scores_codex":[0.0002010025,0.00009869063,0.8526665,0.00004514575,0.00006019384,0.1354687,0.0008171638,0.0001938398,0.003291773,0.0001007075,0.0003974539,0.006658976],"study_design_scores_gemma":[0.00004054044,0.0003702219,0.5822446,0.00002721746,0.00007638554,0.4137423,0.001211718,0.0005527019,0.0008525818,0.000078098,0.0007784611,0.0000252085],"study_design_candidate":"case_report","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990112,0.0002561852,0.00008441673,0.00004049169,0.00000387493,0.00001317057,0.00004433685,0.000004496722,0.0005417028],"genre_scores_gemma":[0.9997539,0.0000852507,0.00005135451,0.00001334903,0.00001132063,0.000004788102,0.0000427184,0.000001732413,0.000035638],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002561151,"threshold_uncertainty_score":0.005092502,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03521020240247386,"score_gpt":0.2901656861300909,"score_spread":0.254955483727617,"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."}}