{"id":"W2802997563","doi":"10.1016/j.wneu.2018.04.072","title":"Analysis of Radiation Effects in Digital Subtraction Angiography of Intracranial Artery Stenosis","year":2018,"lang":"en","type":"article","venue":"World Neurosurgery","topic":"Cerebrovascular and Carotid Artery Diseases","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Digital subtraction angiography; Radiology; Stenosis; Angiography; Cerebral angiography; Subtraction","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":[0.0010564,0.000261339,0.0003463104,0.001332149,0.000208681,0.0004400767,0.0002504278,0.0003196759,0.001284731],"category_scores_gemma":[0.003218352,0.0001986083,0.0007559302,0.0007976544,0.0002615566,0.000196971,0.0001590266,0.0002836702,0.0002177127],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003525957,"about_ca_system_score_gemma":0.000266045,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001304817,"about_ca_topic_score_gemma":0.001390853,"domain_scores_codex":[0.9993454,0.0003284833,0.00004357837,0.00005601981,0.0001793222,0.00004722283],"domain_scores_gemma":[0.9965854,0.002270633,0.0004650739,0.0001849683,0.0003869269,0.0001069494],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02689992,0.0008268466,0.5820981,0.0006788559,0.001861768,0.003695005,0.0007696305,0.007014392,0.2672715,0.0005651608,0.0004312935,0.1078875],"study_design_scores_gemma":[0.00003830379,0.003288466,0.9133423,0.00003576938,0.001311588,0.003735452,0.0002061981,0.003791954,0.07217778,0.0001142612,0.001919224,0.00003870382],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935026,0.003113926,0.001810036,0.00001925669,0.00001193526,0.00001766382,0.000102501,0.00002211501,0.001400058],"genre_scores_gemma":[0.997815,0.000705327,0.0007272356,0.0000197361,0.0000172036,0.000007332317,0.0001335666,0.00002219845,0.0005522963],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001332149,"threshold_uncertainty_score":0.005586863,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006636927927548932,"score_gpt":0.22801787545061,"score_spread":0.2213809475230611,"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."}}