{"id":"W2998809278","doi":"10.1093/neuros/nyz558","title":"Radiosurgery for Unruptured Intervention-Naïve Pediatric Brain Arteriovenous Malformations","year":2019,"lang":"en","type":"article","venue":"Neurosurgery","topic":"Vascular Malformations Diagnosis and Treatment","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Radiosurgery; Medicine; Intracranial Arteriovenous Malformations; Arteriovenous malformation; Intervention (counseling); Radiology; Nuclear medicine; Cerebral angiography; Angiography; Radiation therapy; Psychiatry","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":[0.0005650007,0.0001529443,0.0002984341,0.0004588814,0.0001922119,0.0003475797,0.0002942238,0.0001578314,0.0008233653],"category_scores_gemma":[0.002489296,0.0001013259,0.0004589667,0.0005944548,0.0002339365,0.0002463773,0.0001747908,0.0002774817,0.0001207714],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003796619,"about_ca_system_score_gemma":0.0006606841,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001200342,"about_ca_topic_score_gemma":0.002753763,"domain_scores_codex":[0.9996493,0.0000676288,0.00005281523,0.0000840382,0.0001013109,0.00004496362],"domain_scores_gemma":[0.9974633,0.0004891675,0.001667684,0.000143681,0.0000937974,0.0001422551],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002658401,0.00004776817,0.9839118,0.00007315291,0.0001345636,0.0009673337,0.00005083121,0.0002306505,0.0007194772,0.00006777187,0.0003510243,0.0131797],"study_design_scores_gemma":[0.00004328721,0.0008680406,0.9841727,0.00005855113,0.0001568433,0.01106978,0.00007937258,0.000509108,0.001289763,0.0001191796,0.001626458,0.000006930533],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974727,0.00147926,0.000253965,0.00002761156,0.000006590486,0.00001560088,0.0003726538,0.00000745881,0.0003640626],"genre_scores_gemma":[0.9970644,0.001563669,0.0003120931,0.00003968079,0.00002424687,0.00002688603,0.0008631155,0.000005692671,0.0001002184],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001200342,"threshold_uncertainty_score":0.0029881,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01190966437520705,"score_gpt":0.2567483716402829,"score_spread":0.2448387072650759,"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."}}