{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001365265,0.00009223985,0.000222276,0.00009869514,0.00002414604,0.00001279745,0.00001906699,0.00004280444,0.0002156057],"category_scores_gemma":[0.00002649689,0.00007167192,0.0001053919,0.00005372742,0.00002038055,0.0001686747,0.00001674082,0.00006900031,0.00007822138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003400424,"about_ca_system_score_gemma":0.00002029529,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000194387,"about_ca_topic_score_gemma":0.00001076935,"domain_scores_codex":[0.9993947,0.00002500578,0.0002112642,0.0001017173,0.0001448594,0.0001224439],"domain_scores_gemma":[0.9995247,0.00003907357,0.0001046926,0.0002398992,0.00003553941,0.00005609632],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008884142,0.0001715118,0.9705817,0.000264205,0.0001911057,0.00002368617,0.0007789556,0.000003346091,0.0001689077,0.00004643978,0.00006535184,0.02761595],"study_design_scores_gemma":[0.001538488,0.0004618694,0.9953279,0.0000663694,0.0001895166,0.0001609538,0.0001633608,0.0005914997,0.0006290604,0.00002338831,0.0007815119,0.00006601816],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979089,0.0002357637,0.00005630147,0.0003322994,0.0000785384,0.0003705718,0.00006118008,0.00001667585,0.0009397686],"genre_scores_gemma":[0.9987652,0.00005185006,0.000495984,0.0001677983,0.0000241676,0.00002943567,0.00003711261,0.000009759634,0.000418671],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02754993,"threshold_uncertainty_score":0.2922696,"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."}}