{"id":"W2078409575","doi":"10.1097/mat.0b013e31819f635c","title":"Outcomes of Vascular Access Creation Prior to Dialysis: Building the Case for Early Referral","year":2009,"lang":"en","type":"article","venue":"ASAIO Journal","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"Providence Health Care; University of British Columbia","funders":"American Society of Nephrology","keywords":"Medicine; Arteriovenous fistula; Dialysis; Dialysis catheter; Vascular access; Catheter; Hemodialysis; Nephrology; Cohort; Renal function; Surgery; Internal medicine; Cardiology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001210751,0.000120837,0.0003609975,0.0001512822,0.001240979,0.00006153216,0.0002963175,0.00009246482,0.0001143563],"category_scores_gemma":[0.0002744516,0.00007368937,0.000370573,0.0002197349,0.00001619351,0.0002138636,0.00004242853,0.0003444085,0.000008815094],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000127004,"about_ca_system_score_gemma":0.0001150062,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003495677,"about_ca_topic_score_gemma":0.000183695,"domain_scores_codex":[0.9984133,0.0002100779,0.0005995811,0.0001454539,0.0002198567,0.0004117817],"domain_scores_gemma":[0.9986411,0.0003031549,0.0003585872,0.0002595215,0.0002681751,0.0001694498],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001053045,0.0009185753,0.5166328,0.0001821671,0.001985383,0.0002852723,0.05838456,0.001270222,0.005855147,0.007731423,0.0165195,0.3891819],"study_design_scores_gemma":[0.002774397,0.0005915189,0.9738525,0.0002100773,0.001031697,0.0001078683,0.002380798,0.0002145252,0.0004377832,0.004189208,0.01388509,0.0003244999],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9834738,0.000111945,0.01011566,0.005170775,0.0003134128,0.0004805716,0.00001103196,0.00001530471,0.0003075375],"genre_scores_gemma":[0.9960777,0.00005808491,0.001612775,0.001371057,0.0004622122,0.00002882182,0.000002464252,0.00001364588,0.0003732689],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4572198,"threshold_uncertainty_score":0.954473,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07495635873935365,"score_gpt":0.4317908354246253,"score_spread":0.3568344766852717,"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."}}