{"id":"W3085396964","doi":"10.1177/1129729820954724","title":"The role of surgery for assisted maturation after endovascular and percutaneous arteriovenous fistula creation","year":2020,"lang":"en","type":"article","venue":"The Journal of Vascular Access","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; University of Toronto","funders":"","keywords":"Medicine; Percutaneous; Arteriovenous fistula; Anastomosis; Surgery; Radiology; Vein; Fistula; Occlusion; 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":[0.003423012,0.0003490221,0.0003045613,0.001240607,0.0009284613,0.001748134,0.000743733,0.001099277,0.005627871],"category_scores_gemma":[0.01372128,0.0001465763,0.0004539634,0.0004900554,0.002106609,0.002101199,0.0007382478,0.001775633,0.0009479866],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005785592,"about_ca_system_score_gemma":0.002035938,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008527454,"about_ca_topic_score_gemma":0.001680223,"domain_scores_codex":[0.9987313,0.0005176102,0.000138812,0.0001706469,0.0002852785,0.0001563404],"domain_scores_gemma":[0.9838034,0.008671285,0.002267932,0.0009249537,0.00113123,0.003201148],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0004140831,0.0002621088,0.07366147,0.0005463531,0.00006371997,0.004219138,0.0008439875,0.0005637758,0.00153317,0.005259297,0.01624198,0.8963909],"study_design_scores_gemma":[0.0001726391,0.003470582,0.4500992,0.00449441,0.0002403709,0.1928571,0.005459638,0.004072023,0.003605408,0.02852412,0.3065456,0.0004589711],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4021986,0.3403547,0.03012828,0.09313368,0.009932485,0.000141214,0.0002234188,0.001192311,0.1226953],"genre_scores_gemma":[0.9077542,0.05965069,0.01299544,0.004170684,0.01126796,0.00005071225,0.000106172,0.0001651897,0.003838802],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005627871,"threshold_uncertainty_score":0.01882708,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03854258140587485,"score_gpt":0.3259613173954698,"score_spread":0.2874187359895949,"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."}}