{"id":"W4392908832","doi":"10.1001/jama.2024.0535","title":"Arteriovenous Access for Hemodialysis","year":2024,"lang":"en","type":"article","venue":"JAMA","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":116,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"Medicine; Arteriovenous fistula; Hemodialysis; Dialysis; Stenosis; Kidney disease; Surgery; Vascular access; Cardiology; Internal medicine","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":[0.0007200235,0.0006260629,0.0006201554,0.0008626065,0.0006848074,0.001636586,0.0006986204,0.001523693,0.1333508],"category_scores_gemma":[0.003975129,0.00009943299,0.0003905845,0.001218268,0.0005910469,0.001669373,0.00110274,0.002062454,0.05903219],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005285497,"about_ca_system_score_gemma":0.001845745,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004520105,"about_ca_topic_score_gemma":0.0006627476,"domain_scores_codex":[0.9990708,0.0002418764,0.00009862809,0.0001439625,0.000337426,0.0001072891],"domain_scores_gemma":[0.9987347,0.0003240791,0.0002052493,0.0001101018,0.0003662676,0.0002596723],"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":[0.00008989583,0.00007904008,0.001512012,0.002401163,0.00004188769,0.001570151,0.000137626,0.00006450091,0.001274195,0.01084335,0.4385966,0.5433896],"study_design_scores_gemma":[0.00001648477,0.00002578636,0.001019057,0.0007780583,0.00001876658,0.005276792,0.00004049088,0.00003298053,0.0002382374,0.002797063,0.9897489,0.000007424078],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.004552526,0.4291407,0.008827595,0.05692616,0.03705703,0.0005171044,0.002325916,0.001522938,0.4591301],"genre_scores_gemma":[0.1221705,0.3800753,0.01821128,0.05937147,0.06192237,0.0008112626,0.004640407,0.000833409,0.3519641],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.1333508,"threshold_uncertainty_score":0.4461029,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06171711953019553,"score_gpt":0.4067762973421497,"score_spread":0.3450591778119542,"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."}}