{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001156296,0.0001073022,0.0004512325,0.001921137,0.00001769528,0.00001327927,0.00003634196,0.00003177494,0.00006248359],"category_scores_gemma":[0.0001096925,0.0001042739,0.0008404983,0.002700105,0.00009976376,0.0001737327,0.00001131248,0.00006541917,0.000003729483],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001464665,"about_ca_system_score_gemma":0.00002570576,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002161623,"about_ca_topic_score_gemma":0.00003800883,"domain_scores_codex":[0.9989625,0.00004454477,0.0003883391,0.0002064672,0.0002510715,0.000147124],"domain_scores_gemma":[0.999216,0.0002369008,0.0001522383,0.000250205,0.00007078429,0.00007389951],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001737551,0.0004115276,0.9735121,0.00007857176,0.0005377929,0.0000116411,0.00005402093,0.00001387917,0.005025921,0.00001061627,0.0001562941,0.02001385],"study_design_scores_gemma":[0.0004915505,0.0001315868,0.9899675,0.00005590154,0.0011412,0.000004375903,0.00001309679,0.000241694,0.007766814,0.00001021087,0.0001004766,0.0000756037],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988779,0.00007388051,0.00006600023,0.00004107592,0.0002617831,0.0001839795,0.00002360578,0.00002319945,0.0004485472],"genre_scores_gemma":[0.9996122,0.00002509905,0.000006269439,0.0001316808,0.0001172324,0.000008982319,0.00006195911,0.00001237585,0.00002420876],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01993824,"threshold_uncertainty_score":0.4252165,"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."}}