{"id":"W2943169287","doi":"10.1161/strokeaha.118.024230","title":"Risk of Brain Arteriovenous Malformation Hemorrhage Before and After Stereotactic Radiosurgery","year":2019,"lang":"en","type":"article","venue":"Stroke","topic":"Vascular Malformations Diagnosis and Treatment","field":"Medicine","cited_by":68,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Medicine; Radiosurgery; Arteriovenous malformation; Intracerebral hemorrhage; Radiology; Stroke (engine); Intracranial Arteriovenous Malformations; Cerebral angiography; Surgery; Angiography; Subarachnoid hemorrhage; Radiation therapy","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":[0.0009327084,0.0001842091,0.000327529,0.0006867952,0.0002159091,0.0005175417,0.0002858306,0.0002923573,0.001096477],"category_scores_gemma":[0.004321599,0.000160102,0.0007844836,0.0006877938,0.0002254548,0.0002501038,0.0003154826,0.0003813286,0.0001037625],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000312617,"about_ca_system_score_gemma":0.0003794384,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00187745,"about_ca_topic_score_gemma":0.001945575,"domain_scores_codex":[0.9992693,0.0001646255,0.00008395804,0.0002098312,0.0001603505,0.0001118802],"domain_scores_gemma":[0.997036,0.0005313889,0.001777287,0.0002859596,0.0001418407,0.0002276069],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000309393,0.00001376904,0.9971536,0.000007592974,0.0001672823,0.0001361397,0.00002319374,0.00008637729,0.0001883599,0.00003055944,0.00007475688,0.001808863],"study_design_scores_gemma":[0.00001148227,0.000147749,0.9983327,0.000005323132,0.00007539511,0.0007843489,0.00004277573,0.0002637422,0.0001413747,0.00006390558,0.0001263446,0.000004839492],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999095,0.0002698544,0.0001316499,0.00003105583,0.000005400792,0.000005164413,0.0002660941,0.000004564186,0.0001912531],"genre_scores_gemma":[0.9995196,0.00008943132,0.00008800394,0.000008653919,0.00001105072,0.000005473976,0.0002161469,0.00000213133,0.00005947159],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00187745,"threshold_uncertainty_score":0.004932702,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004113737646730439,"score_gpt":0.2110861703735281,"score_spread":0.2069724327267976,"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."}}