{"id":"W4231548330","doi":"10.1016/j.surneu.2007.07.039","title":"Commentary","year":2008,"lang":"en","type":"article","venue":"Surgical Neurology","topic":"Aortic aneurysm repair treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Neuroradiologist; Fluoroscopy; Task (project management); Duration (music); Workload; Medical physics; Metric (unit); Workflow; Radiology; Computer science; Operations management","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":[0.007859819,0.001206483,0.002125425,0.001777155,0.008345097,0.008042301,0.004980407,0.09676125,0.03991874],"category_scores_gemma":[0.07614391,0.001194735,0.002825026,0.001584346,0.004207299,0.004889227,0.004886952,0.06247554,0.02261658],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008751413,"about_ca_system_score_gemma":0.01447573,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01856295,"about_ca_topic_score_gemma":0.02729335,"domain_scores_codex":[0.9908851,0.001725931,0.000865767,0.001464677,0.003182278,0.001876357],"domain_scores_gemma":[0.9624243,0.01991587,0.002039719,0.00103902,0.009528118,0.005052998],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001489073,0.000003699399,0.00006081561,0.00004599442,0.000008693553,0.00017867,0.00007440711,0.000009469497,0.00002545762,0.001079983,0.9970685,0.001429335],"study_design_scores_gemma":[0.00005836609,0.00001207446,0.000394166,0.0005465372,0.00003790593,0.0002686641,0.0003701343,0.00003234897,0.00009137889,0.002352924,0.9958022,0.00003327991],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001371123,0.001437077,0.00004043628,0.9018379,0.09110255,0.00001714597,0.00008237256,0.00001998861,0.005325343],"genre_scores_gemma":[0.0007752109,0.0004205063,0.00003562966,0.962539,0.0272126,0.00002863399,0.00002233372,0.0000168236,0.008949237],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.09676125,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01987363114840035,"score_gpt":0.2712927453379,"score_spread":0.2514191141894996,"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."}}