{"id":"W4378363673","doi":"10.1227/neu.0000000000002543","title":"Stereotactic Radiosurgery for Meningiomas in Children and Adolescents: An International Multi-Institutional Study","year":2023,"lang":"en","type":"article","venue":"Neurosurgery","topic":"Meningioma and schwannoma management","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Medicine; Radiosurgery; Meningioma; Radiological weapon; Retrospective cohort study; Cohort; Adverse effect; Surgery; Radiology; 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":[0.0006610413,0.0004250223,0.0004506634,0.001518675,0.0005581787,0.0005553865,0.0002663252,0.0003276483,0.000902555],"category_scores_gemma":[0.001275552,0.0002710174,0.0005446712,0.00150515,0.0004372633,0.0004879725,0.0005179834,0.0003833431,0.0002304775],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004547696,"about_ca_system_score_gemma":0.0008311381,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003826172,"about_ca_topic_score_gemma":0.004446821,"domain_scores_codex":[0.9994721,0.0001380047,0.00008889825,0.0001058494,0.00009760101,0.00009759496],"domain_scores_gemma":[0.9984838,0.0002226532,0.0008631104,0.00009722408,0.0001414067,0.000191768],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008857976,0.00007660816,0.9972255,0.00001952989,0.00003914665,0.0006165376,0.0002345985,0.0000268,0.0001822652,0.00001605069,0.00006534652,0.001408964],"study_design_scores_gemma":[0.00003400719,0.0006646106,0.9908826,0.00002813405,0.0001043811,0.005586789,0.001625732,0.0001014439,0.0001837219,0.00001745888,0.0007628952,0.000008124246],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993508,0.0002161817,0.000060795,0.00001070598,0.000002268434,0.00002016315,0.0001161139,0.00000173609,0.0002211695],"genre_scores_gemma":[0.9989985,0.0004563223,0.00014521,0.000021432,0.00001274465,0.00002812121,0.0002889639,0.000003111625,0.00004556941],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003826172,"threshold_uncertainty_score":0.007607818,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04304895889610644,"score_gpt":0.3118372737338121,"score_spread":0.2687883148377057,"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."}}