{"id":"W4413194987","doi":"10.1016/j.iccl.2025.07.001","title":"Upper Extremity Vascular Access","year":2025,"lang":"en","type":"review","venue":"Interventional Cardiology Clinics","topic":"Vascular Procedures and Complications","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"","keywords":"Medicine; Vascular access; Vascular closure device; Cardiology; Internal medicine; Percutaneous","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":[0.0006654675,0.0003710719,0.002550802,0.0002866353,0.00009713961,0.00003275784,0.000576174,0.000743008,0.0003382154],"category_scores_gemma":[0.0007050371,0.0003050317,0.007567606,0.0003188661,0.0001216581,0.00004773491,0.0004827188,0.000861244,0.0002434068],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001324555,"about_ca_system_score_gemma":0.0008510703,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003286131,"about_ca_topic_score_gemma":0.000001657249,"domain_scores_codex":[0.9972987,0.0003596757,0.001140883,0.0006999162,0.000233273,0.0002675337],"domain_scores_gemma":[0.9978589,0.0004283749,0.0003219337,0.0009629158,0.0003095801,0.0001182706],"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":[0.000017202,0.0003007355,0.002220619,0.04122683,0.007119101,0.00006964323,0.000002357824,0.000004284936,1.427833e-8,0.004999854,0.0362632,0.9077762],"study_design_scores_gemma":[0.0003385211,0.00006771128,0.001861953,0.01471237,0.005192093,0.0008706987,0.000001867873,0.00000374827,1.907368e-8,0.001140534,0.9755914,0.0002191327],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000005317062,0.9882722,0.003542642,0.0001292668,0.0009017421,0.0008432425,0.0001390768,0.00008246002,0.006083983],"genre_scores_gemma":[0.00002638285,0.9933167,0.0002304785,0.0002793287,0.0006780722,0.0004564406,0.001338176,0.00003646774,0.003638017],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9393281,"threshold_uncertainty_score":0.9999402,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.11259174720473,"score_gpt":0.4714358225078072,"score_spread":0.3588440753030772,"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."}}