{"id":"W19957294","doi":"10.1093/joneph/20.3.288","title":"Autogenous arteriovenous fistula options","year":2007,"lang":"en","type":"article","venue":"Journal of Nephrology","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Medicine; Arteriovenous fistula; Fistula; Hemodialysis; Hemodialysis access; Vascular access; Forearm; Multidisciplinary approach; General surgery; Intensive care medicine; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005071413,0.000284652,0.0003186669,0.0009471076,0.0005411496,0.0007448498,0.0004851484,0.0007824505,0.01837276],"category_scores_gemma":[0.001328452,0.00006634354,0.000386844,0.0004692645,0.0004878694,0.0008319581,0.0006598422,0.0007185055,0.001895542],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002457349,"about_ca_system_score_gemma":0.0006843331,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002950845,"about_ca_topic_score_gemma":0.0008327295,"domain_scores_codex":[0.99972,0.00006053739,0.00001652166,0.00004150587,0.00007709295,0.00008425899],"domain_scores_gemma":[0.9989698,0.0003204608,0.0001475824,0.00009785366,0.0001061975,0.0003581035],"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":[0.0002837886,0.0004754541,0.0214007,0.001575436,0.0001100108,0.0189606,0.0006744367,0.00118498,0.005373019,0.02430272,0.02733212,0.8983269],"study_design_scores_gemma":[0.0001838483,0.001081469,0.03007015,0.002203263,0.0001811088,0.3036252,0.001261154,0.001959347,0.006404915,0.05728254,0.5956818,0.00006513348],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3002344,0.305484,0.05283784,0.0224543,0.002333946,0.0001976748,0.0008955761,0.0009400567,0.3146222],"genre_scores_gemma":[0.8945831,0.05361111,0.01688335,0.003736221,0.001439742,0.0001053668,0.0006195186,0.00007704943,0.02894452],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01837276,"threshold_uncertainty_score":0.06146294,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03877175609091699,"score_gpt":0.3658984891998541,"score_spread":0.3271267331089371,"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."}}