{"id":"W2126880050","doi":"10.1093/ndt/gfs431","title":"Factors associated with suboptimal initiation of dialysis despite early nephrologist referral","year":2012,"lang":"en","type":"article","venue":"Nephrology Dialysis Transplantation","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":86,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; St. Michael's Hospital; University of Toronto; Sunnybrook Health Science Centre; Humber River Regional Hospital; Queen's University","funders":"","keywords":"Medicine; Nephrology; Dialysis; Referral; Central venous catheter; Kidney disease; Internal medicine; Intensive care medicine; Arteriovenous fistula; Catheter; Emergency medicine; Hemodialysis; Surgery; Family medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008924455,0.0003354494,0.0008221428,0.0004337463,0.0005524085,0.00001045348,0.0001915566,0.0004931128,0.000510572],"category_scores_gemma":[0.0001048537,0.0002646193,0.0003020116,0.0007646979,0.0002177658,0.0005216143,0.00001842127,0.0004951183,0.00003762067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000179204,"about_ca_system_score_gemma":0.0001161908,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005829821,"about_ca_topic_score_gemma":0.001512251,"domain_scores_codex":[0.9962852,0.001090169,0.000908824,0.0003635323,0.0003993159,0.0009529761],"domain_scores_gemma":[0.9973732,0.001037613,0.0007919444,0.0003193888,0.0002713809,0.0002064959],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000725615,0.0003458146,0.9659663,0.00006321219,0.0007769981,0.000003108031,0.02290641,0.0002079223,0.008323342,0.0003613624,0.00005653683,0.0002633451],"study_design_scores_gemma":[0.001958474,0.0003251532,0.9929257,0.00003577896,0.00262677,8.386032e-7,0.0005015653,0.0001148909,0.001021467,0.00006116027,0.0001526688,0.0002755041],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945393,0.00007997156,0.003326626,0.0001621757,0.0002146979,0.0005045816,0.0001854551,0.000135622,0.0008516131],"genre_scores_gemma":[0.9968954,0.0001570173,0.0002049738,0.0005428205,0.0002243486,0.0001062013,0.001768755,0.00004246735,0.00005798811],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0269594,"threshold_uncertainty_score":0.9999806,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07639014562881977,"score_gpt":0.3315399782174588,"score_spread":0.255149832588639,"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."}}