{"id":"W2990467541","doi":"10.1177/1129729819889793","title":"Patient selection, education, and cannulation of percutaneous arteriovenous fistulae: An ASDIN White Paper","year":2019,"lang":"en","type":"review","venue":"The Journal of Vascular Access","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Arteriovenous fistula; Medicine; Percutaneous; Fistula; Hemodialysis; Nephrology; Interventional radiology; Surgery; Radiology; Dialysis","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":[0.001609693,0.0004822067,0.00103649,0.001963419,0.0003649954,0.0008891972,0.0006329978,0.00119151,0.002294717],"category_scores_gemma":[0.004046163,0.0001751273,0.0006683029,0.001580691,0.0004437141,0.001151832,0.0005117442,0.001356997,0.0005290149],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007371437,"about_ca_system_score_gemma":0.002609466,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002663327,"about_ca_topic_score_gemma":0.005009785,"domain_scores_codex":[0.9992709,0.0002362488,0.0001342782,0.00009139371,0.000224385,0.00004288205],"domain_scores_gemma":[0.99756,0.00150984,0.0003080144,0.00003475408,0.0005169099,0.00007044843],"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":[0.00005958163,0.0000629029,0.0005655932,0.02262119,0.0001001439,0.000155069,0.00009531146,0.0001068459,0.000191958,0.002047408,0.05260705,0.9213868],"study_design_scores_gemma":[0.00004143697,0.0001535479,0.005385395,0.05594539,0.0004602448,0.003084743,0.000271566,0.0001407954,0.0003448773,0.002006619,0.9321329,0.0000325049],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001120845,0.9978065,0.00006429666,0.001022622,0.0004683433,0.00000593856,0.000009320844,0.000002325039,0.0005085993],"genre_scores_gemma":[0.00148325,0.9965593,0.0002081318,0.0009663525,0.000414024,0.00001265122,0.00002096921,0.00000121839,0.000334127],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002663327,"threshold_uncertainty_score":0.008512974,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04965469217127319,"score_gpt":0.3992475966977089,"score_spread":0.3495929045264358,"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."}}