{"id":"W16526516","doi":"10.1093/joneph/18.2.188","title":"Factors associated with unsuccessful utilization and early failure of the arterio-venous fistula for hemodialysis","year":2005,"lang":"en","type":"article","venue":"Journal of Nephrology","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Medicine; Heart failure; Hemodialysis; Dialysis; Hazard ratio; Referral; Nephrology; Odds ratio; Internal medicine; Confidence interval; Proportional hazards model; Arteriovenous fistula; Logistic regression; Surgery; Cardiology; Intensive care medicine","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":[0.0008780533,0.0002924332,0.0003086022,0.0005899714,0.0003710931,0.0006904504,0.0004150037,0.0006026013,0.003132222],"category_scores_gemma":[0.00673091,0.0002007755,0.0004152493,0.0008206122,0.0003430692,0.0004525964,0.0003924911,0.001002671,0.000214863],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002607658,"about_ca_system_score_gemma":0.0006268881,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002172661,"about_ca_topic_score_gemma":0.002425049,"domain_scores_codex":[0.9994634,0.0001355455,0.0000810864,0.00008623129,0.00009499582,0.0001387181],"domain_scores_gemma":[0.9911004,0.002925527,0.003883915,0.0002616246,0.0004306909,0.001397969],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003699426,0.00002084093,0.9992835,0.000003732484,0.00001204689,0.00008922561,0.00002101543,0.00002719733,0.00003522245,0.000005154449,0.00003999312,0.000425173],"study_design_scores_gemma":[0.000004362335,0.0001013904,0.9982179,0.00001330516,0.00002412749,0.001047747,0.0001483683,0.0002861059,0.00003971465,0.00002506317,0.00008743003,0.000004421969],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993193,0.0002600023,0.00007928897,0.00006510108,0.000004827516,0.000004351355,0.0000638119,0.000003620486,0.0001996405],"genre_scores_gemma":[0.9997448,0.00005999043,0.0000493169,0.00001232599,0.00001382704,0.000003208847,0.00006250588,0.000001999504,0.00005207006],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003132222,"threshold_uncertainty_score":0.01047832,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06132761003998965,"score_gpt":0.3281959697657354,"score_spread":0.2668683597257457,"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."}}