{"id":"W3082299360","doi":"10.1053/j.ackd.2020.02.002","title":"Recent Advances in Arteriovenous Access Creation for Hemodialysis: New Horizons in Dialysis Vascular Access","year":2020,"lang":"en","type":"review","venue":"Advances in Chronic Kidney Disease","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"Medicine; Arteriovenous fistula; Hemodialysis; Anastomosis; Hemodialysis access; Fistula; Dialysis; Vascular access; New horizons; Arteriovenous Anastomosis; Surgery","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":[0.0008085103,0.001077291,0.004318753,0.001217017,0.00036542,0.0001353429,0.001787056,0.0005713719,0.0006596213],"category_scores_gemma":[0.001816525,0.00100186,0.001393748,0.003266778,0.0001170281,0.002349546,0.0005372341,0.001359377,0.00007665521],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.006476313,"about_ca_system_score_gemma":0.01281482,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003162544,"about_ca_topic_score_gemma":0.008176844,"domain_scores_codex":[0.991676,0.001172273,0.002850183,0.00191728,0.0006265896,0.00175768],"domain_scores_gemma":[0.9947821,0.001003658,0.001389959,0.001173946,0.0001267041,0.001523591],"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":[0.0002187396,0.0004067392,0.001302318,0.02653894,0.0001472032,0.0000691427,0.0004806268,0.0009469679,1.376326e-7,0.00008940007,0.0005687652,0.969231],"study_design_scores_gemma":[0.003078488,0.00009921452,0.0001658771,0.01874322,0.001828107,4.275099e-7,0.00008196133,0.0004957441,2.569796e-7,0.001782727,0.9727669,0.0009570424],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002470599,0.9885896,0.001317637,0.0008009759,0.001120343,0.006576851,0.0009717301,0.00009891243,0.0004991742],"genre_scores_gemma":[0.0001276252,0.988877,0.0001437013,0.0005836474,0.001467791,0.005552588,0.00296644,0.0001772077,0.0001039734],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9721982,"threshold_uncertainty_score":0.9992432,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05639406234871825,"score_gpt":0.438575564143206,"score_spread":0.3821815017944877,"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."}}