{"id":"W2153706675","doi":"10.1111/j.1542-4758.2010.00479.x","title":"High rate of fistula placement in a cohort of dialysis patients in a single payer system","year":2010,"lang":"en","type":"article","venue":"Hemodialysis International","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Diabetes and Digestive and Kidney Diseases","keywords":"Medicine; Veterans Affairs; Arteriovenous fistula; Basilic Vein; Reimbursement; Hemodialysis; Cohort; Emergency medicine; Health care; Surgery; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001043898,0.0002443891,0.0004916659,0.001716918,0.001512934,0.001536571,0.0004536032,0.0006453515,0.002892018],"category_scores_gemma":[0.004988005,0.0003198982,0.0005105009,0.001450436,0.0004126577,0.0009937121,0.0008824836,0.001082218,0.0003713291],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004713298,"about_ca_system_score_gemma":0.0007603636,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005251311,"about_ca_topic_score_gemma":0.005723646,"domain_scores_codex":[0.9987715,0.0002775436,0.0001410823,0.0002918366,0.000274464,0.0002436001],"domain_scores_gemma":[0.9945892,0.0009618877,0.002613374,0.0004577728,0.0003796824,0.0009981452],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000024955,0.00003767111,0.9987924,0.000002768169,0.00001037971,0.0001669185,0.0001153119,0.00001115226,0.00008437273,0.00001610341,0.00006872229,0.0006693437],"study_design_scores_gemma":[0.000006085461,0.00009008498,0.9969637,0.000006873958,0.0000134428,0.001685239,0.0006217278,0.0003176079,0.00006116027,0.00003820194,0.0001871865,0.000008747567],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993044,0.00007656438,0.0001031685,0.00009024561,0.000007816206,0.00001210831,0.0001233931,0.000005382841,0.0002768823],"genre_scores_gemma":[0.9994667,0.00008759921,0.0001169383,0.00006428354,0.00002667625,0.00001005865,0.000124981,0.000003245001,0.0000995777],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005251311,"threshold_uncertainty_score":0.01044148,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01821421981313406,"score_gpt":0.3008557503725654,"score_spread":0.2826415305594313,"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."}}