{"id":"W3214059645","doi":"10.1017/cjn.2021.254","title":"Hemodynamic and Anatomical Factors in Arteriovenous Malformation Clinical Presentation: 45 Case Studies","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Neurological Sciences / Journal Canadien des Sciences Neurologiques","topic":"Vascular Malformations Diagnosis and Treatment","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; Western University","funders":"","keywords":"Medicine; Arteriovenous malformation; Hemodynamics; Intracranial Arteriovenous Malformations; Circle of Willis; Embolization; Intraparenchymal hemorrhage; Stenosis; Presentation (obstetrics); Angiography; Radiology; Cardiology; Surgery; Cerebral angiography; Subarachnoid hemorrhage","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0006833021,0.0009011895,0.0004821033,0.002074314,0.0009507693,0.0008157888,0.0005667785,0.001245704,0.00208405],"category_scores_gemma":[0.004305831,0.0007253306,0.0005430891,0.001323587,0.001246168,0.0007827865,0.001014979,0.000637498,0.0004158661],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000409935,"about_ca_system_score_gemma":0.0004158938,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000859583,"about_ca_topic_score_gemma":0.0005081657,"domain_scores_codex":[0.9991918,0.0001717841,0.0001377126,0.0001651838,0.00014616,0.0001873608],"domain_scores_gemma":[0.9980574,0.0006730115,0.0006139805,0.0001727935,0.00009210041,0.0003907433],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"case_report","study_design_scores_codex":[0.0001213362,0.000124972,0.7401339,0.00006075513,0.00007388587,0.252196,0.0007511356,0.0001543986,0.0008068041,0.0001340346,0.0002495209,0.005193194],"study_design_scores_gemma":[0.00003799102,0.0002367592,0.207933,0.00003065611,0.00005405908,0.7892904,0.0004736197,0.0005861112,0.0005532979,0.0001649661,0.0006110387,0.00002802709],"study_design_candidate":"case_report","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980854,0.0008358299,0.0003629871,0.00005360697,0.00001109435,0.00002007353,0.00003281335,0.00001016342,0.000588022],"genre_scores_gemma":[0.9994426,0.0002287987,0.0001568116,0.00002249171,0.00004243845,0.000009921569,0.00003730294,0.000002255952,0.00005746961],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00208405,"threshold_uncertainty_score":0.006971836,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06975716775827968,"score_gpt":0.3529150591647687,"score_spread":0.2831578914064891,"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."}}