{"id":"W4361269145","doi":"10.3174/ajnr.a7829","title":"Symptomatic Developmental Venous Anomaly: State-of-the-Art Review on Genetics, Pathophysiology, and Imaging Approach to Diagnosis","year":2023,"lang":"en","type":"review","venue":"American Journal of Neuroradiology","topic":"Vascular Malformations Diagnosis and Treatment","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Western Hospital; University of Toronto","funders":"","keywords":"Medicine; Neuroimaging; Categorization; Pathophysiology; Intensive care medicine; Neuroscience; Pathology; Psychiatry; Psychology","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":[0.0005735076,0.0008789913,0.001502007,0.004310552,0.0003512554,0.001160401,0.0009334001,0.0009201698,0.004150877],"category_scores_gemma":[0.002781642,0.0003255829,0.0009930463,0.003521668,0.0004968584,0.001425255,0.0005991699,0.001157564,0.0008800799],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005860955,"about_ca_system_score_gemma":0.001957497,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001869588,"about_ca_topic_score_gemma":0.002792478,"domain_scores_codex":[0.9996575,0.0000589162,0.0001012663,0.00006414351,0.00009382613,0.00002430592],"domain_scores_gemma":[0.9984908,0.001079398,0.000178533,0.00002463488,0.00018326,0.00004332282],"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":[0.00007546608,0.00005601727,0.0009921149,0.06779447,0.0003502295,0.001265635,0.0001764161,0.0004583408,0.0007628156,0.002891224,0.03879458,0.8863826],"study_design_scores_gemma":[0.00003491979,0.0001161886,0.00395338,0.07180975,0.001774422,0.02044703,0.0002534418,0.0002542894,0.0005161212,0.004467844,0.8963124,0.00006026382],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001216854,0.9989348,0.00009357071,0.0002171602,0.0001040479,0.000003795636,0.00002367434,0.00000570049,0.0004956183],"genre_scores_gemma":[0.000789787,0.9986235,0.0001721352,0.0001417936,0.0001360052,0.000003956595,0.00003600118,0.000001368735,0.00009549526],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004310552,"threshold_uncertainty_score":0.01388603,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03503895057184538,"score_gpt":0.3129238651074473,"score_spread":0.2778849145356019,"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."}}