{"id":"W3171062717","doi":"10.1016/j.wneu.2021.05.116","title":"Symptomatic Unruptured Arteriovenous Malformations: Focal Edema, Thrombosis, and Vessel Wall Enhancement: A Retrospective Cohort Study","year":2021,"lang":"en","type":"article","venue":"World Neurosurgery","topic":"Vascular Malformations Diagnosis and Treatment","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"Medicine; Edema; Radiology; Magnetic resonance imaging; Thrombosis; Digital subtraction angiography; Retrospective cohort study; Thrombus; Venous thrombosis; Angiography; Surgery","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":[0.0003969709,0.0004187775,0.0004624129,0.0008613762,0.0007637976,0.0007815739,0.0004268666,0.0006549347,0.001821422],"category_scores_gemma":[0.001375488,0.0006751325,0.0005829823,0.001051983,0.0004705366,0.001005111,0.0005608553,0.0006264076,0.0003531483],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003048039,"about_ca_system_score_gemma":0.0004612687,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002977432,"about_ca_topic_score_gemma":0.002880573,"domain_scores_codex":[0.9995957,0.00005469178,0.00004822608,0.0001532648,0.00005549502,0.00009260215],"domain_scores_gemma":[0.9991304,0.0001156298,0.0002872991,0.0001753142,0.00009024591,0.0002011249],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001272847,0.00006792496,0.9981496,0.000005696308,0.00005964914,0.0006187416,0.0001087028,0.00001495736,0.0002371592,0.00002448939,0.0000580629,0.0005277334],"study_design_scores_gemma":[0.00002062555,0.0002772819,0.9940844,0.000007259026,0.00009241227,0.004331119,0.0007019291,0.000144019,0.00008284098,0.00005638747,0.0001911154,0.00001055866],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994753,0.0001246047,0.00008500007,0.000008858055,0.000003201503,0.000007020904,0.0001234651,0.000001927378,0.0001706773],"genre_scores_gemma":[0.9995266,0.00008608605,0.00006042163,0.00001478331,0.000008596687,0.000006852412,0.0002020675,0.00000243155,0.00009219105],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002977432,"threshold_uncertainty_score":0.006093264,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01902046396196208,"score_gpt":0.2715038468890764,"score_spread":0.2524833829271143,"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."}}