{"id":"W2280282951","doi":"10.1159/000437121","title":"Surgical Strategies for Acutely Ruptured Arteriovenous Malformations","year":2015,"lang":"en","type":"article","venue":"Monographs in clinical neuroscience/Frontiers of neurology and neuroscience/Monographs in neural sciences","topic":"Vascular Malformations Diagnosis and Treatment","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Medicine; Hematoma; Surgery; Neurovascular bundle; Embolization; Arteriovenous malformation; Intracranial Arteriovenous Malformations; Microsurgery; Radiosurgery; Complication; Population; Radiology; Cerebral angiography; Angiography","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":[0.000380883,0.0006721427,0.0004906246,0.001597807,0.001042843,0.000953573,0.0006220542,0.0008014112,0.00479852],"category_scores_gemma":[0.001430547,0.000156678,0.0009024342,0.0004519398,0.0005115072,0.0008688341,0.000971903,0.001496861,0.001435413],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003980981,"about_ca_system_score_gemma":0.001113921,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005576446,"about_ca_topic_score_gemma":0.0008788769,"domain_scores_codex":[0.9997882,0.00002695405,0.0000302553,0.00002631538,0.00005307212,0.00007524467],"domain_scores_gemma":[0.9995561,0.0001157216,0.00008936937,0.0000293721,0.0000572975,0.0001520298],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006399329,0.0006329014,0.03182906,0.003141473,0.0003750374,0.1272541,0.0009687339,0.003127553,0.0215198,0.009885379,0.02690926,0.7737167],"study_design_scores_gemma":[0.0002420989,0.002073867,0.05626407,0.003944459,0.0005650859,0.5837206,0.002034399,0.004620849,0.01216081,0.03839241,0.2958277,0.0001536683],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.3457637,0.373435,0.1301345,0.03332469,0.00886576,0.0009267607,0.0007289173,0.00184161,0.1049791],"genre_scores_gemma":[0.7832629,0.1332412,0.04064853,0.01157676,0.01042883,0.0004345598,0.001352209,0.0002537854,0.01880128],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.00479852,"threshold_uncertainty_score":0.01605266,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1255486357855557,"score_gpt":0.3978567793986632,"score_spread":0.2723081436131075,"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."}}