{"id":"W3189912170","doi":"10.1093/neuros/nyab245","title":"Effect of Prior Embolization on Outcomes After Stereotactic Radiosurgery for Pediatric Brain Arteriovenous Malformations: An International Multicenter Study","year":2021,"lang":"en","type":"article","venue":"Neurosurgery","topic":"Vascular Malformations Diagnosis and Treatment","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Medicine; Radiosurgery; Embolization; Arteriovenous malformation; Cohort; Intracranial Arteriovenous Malformations; Radiology; Retrospective cohort study; Surgery; Cerebral angiography; Nuclear medicine; Angiography; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004147346,0.0002036872,0.0004667868,0.0003376972,0.00007397019,0.00005820226,0.00005784137,0.00005492016,0.00009682403],"category_scores_gemma":[0.0008554411,0.0001637529,0.0003328107,0.000204287,0.00001328253,0.0003999612,0.00002719002,0.00008604313,0.00001958715],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006423837,"about_ca_system_score_gemma":0.00006599093,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002824755,"about_ca_topic_score_gemma":0.000002613734,"domain_scores_codex":[0.9983407,0.0002267812,0.0005803389,0.0002845651,0.0003734806,0.0001941664],"domain_scores_gemma":[0.9981038,0.0009464896,0.0002030133,0.0004486361,0.0002035315,0.00009451372],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005908315,0.003635654,0.9898962,0.00021842,0.0002035505,0.0001221143,0.0003586277,0.00006557575,0.00004184092,0.00001125196,0.0001942154,0.004661657],"study_design_scores_gemma":[0.004207529,0.001349385,0.9915578,0.00005055517,0.0004241849,0.00004263822,0.00005622881,0.0007518216,0.0009548664,0.000002404845,0.0004738196,0.0001287184],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968991,0.00005656808,0.0001053374,0.000537258,0.0009114058,0.001330544,0.00006066884,0.0000458133,0.00005329925],"genre_scores_gemma":[0.9978312,0.00005741121,0.0001016735,0.0009839219,0.00012769,0.0005683185,0.0002147049,0.00003333094,0.00008172479],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004532938,"threshold_uncertainty_score":0.6677648,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01447483493026005,"score_gpt":0.3052021305805481,"score_spread":0.2907272956502881,"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."}}