{"id":"W2108882014","doi":"10.1093/ndt/gfq843","title":"Suboptimal initiation of dialysis with and without early referral to a nephrologist","year":2011,"lang":"en","type":"article","venue":"Nephrology Dialysis Transplantation","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":165,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital; University of Calgary; Université Laval; Centre hospitalier universitaire de Québec; Humber River Regional Hospital; Queen's University; Memorial University of Newfoundland; University of Toronto","funders":"Centre Hospitalier Universitaire de Québec; London Health Sciences Centre","keywords":"Medicine; Nephrology; Dialysis; Referral; Peritoneal dialysis; Renal replacement therapy; Arteriovenous fistula; Intensive care medicine; Internal medicine; Dialysis catheter; Hemodialysis; Catheter; Emergency medicine; Surgery; Family medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0008078403,0.0001987564,0.0003546011,0.0007316818,0.0007991137,0.0008340791,0.0004402486,0.0003765406,0.001798503],"category_scores_gemma":[0.004965241,0.0001580857,0.0002756237,0.001347525,0.0006336953,0.0003249757,0.0005715714,0.0006462735,0.0001194366],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00244166,"about_ca_system_score_gemma":0.003464242,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09225699,"about_ca_topic_score_gemma":0.1220613,"domain_scores_codex":[0.9986204,0.0001821849,0.0001385913,0.0002501561,0.0004282114,0.0003805376],"domain_scores_gemma":[0.993938,0.0007388745,0.003639408,0.0001509467,0.0005279763,0.001004752],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002212293,0.000008332717,0.9992585,0.000005111629,0.000007651717,0.0000536798,0.00005562569,0.00001494188,0.00004233362,0.00001041058,0.00003171029,0.0004897125],"study_design_scores_gemma":[0.000001626913,0.00002406634,0.9992439,0.000009084315,0.00001094381,0.0003732278,0.0001593463,0.00006106676,0.00003130311,0.00001349418,0.00006968922,0.000002306126],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988334,0.0002192358,0.00006561179,0.0000821154,0.000003518982,0.000006788969,0.0001218366,0.000004284592,0.0006632437],"genre_scores_gemma":[0.9997297,0.00006294376,0.00006020496,0.00002951936,0.000004633127,0.000001723456,0.00008054601,0.000001095151,0.00002969677],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09225699,"threshold_uncertainty_score":0.18344,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02668736079364358,"score_gpt":0.259170314700628,"score_spread":0.2324829539069844,"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."}}