{"id":"W3159004573","doi":"10.1016/j.jvir.2020.12.013","title":"Society of Interventional Radiology Quality Improvement Standards on Radial Artery Access","year":2021,"lang":"en","type":"review","venue":"Journal of Vascular and Interventional Radiology","topic":"Vascular Procedures and Complications","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; Vancouver General Hospital","funders":"","keywords":"Medicine; Interventional cardiology; Coronary angiography; Percutaneous coronary intervention; Vascular access; Randomized controlled trial; Percutaneous; Radial artery; Angiography; Internal medicine; Radiology; Cardiology; Artery","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00235759,0.0003807628,0.003010241,0.0003157993,0.00008276098,0.00003593146,0.0003754262,0.0004338241,0.0006576134],"category_scores_gemma":[0.0003436315,0.0002869011,0.00769537,0.0001944996,0.0002696607,0.0001073907,0.0001880919,0.000863331,0.000002137821],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000336695,"about_ca_system_score_gemma":0.001034206,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008575596,"about_ca_topic_score_gemma":0.000002772387,"domain_scores_codex":[0.9956361,0.0006385833,0.002375914,0.0004298635,0.000655473,0.0002640573],"domain_scores_gemma":[0.996582,0.0002566621,0.001712325,0.0003950371,0.0008560231,0.0001979326],"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":[0.0004949071,0.00441727,0.0003859258,0.03971149,0.04033803,0.0001206813,0.0001134667,0.00002931148,0.00007757312,0.01791934,0.09506504,0.8013269],"study_design_scores_gemma":[0.003474822,0.004901663,0.002306734,0.01901967,0.003119816,0.01860827,0.00006251439,0.00001902595,0.00001284285,0.0009544781,0.9471564,0.0003637966],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001215169,0.9905884,0.00654768,0.0003543847,0.0005825075,0.0004044337,0.0002117637,0.000006800146,0.0000888475],"genre_scores_gemma":[0.001628777,0.9963151,0.0005573833,0.0001964181,0.0007997078,0.00004080894,0.0003194141,0.00003499958,0.0001073596],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8520913,"threshold_uncertainty_score":0.9999583,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07619363880982133,"score_gpt":0.4331097522866704,"score_spread":0.356916113476849,"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."}}