{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002493904,0.0001986052,0.0005340165,0.0004750382,0.00006411682,0.00001338136,0.00007517691,0.0001230375,0.0001374715],"category_scores_gemma":[0.0000174593,0.0001511566,0.000126707,0.0004743817,0.0001828922,0.0001398538,0.0000150515,0.00009888392,0.00001621911],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001958128,"about_ca_system_score_gemma":0.00003710587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004136104,"about_ca_topic_score_gemma":0.0004199441,"domain_scores_codex":[0.9985691,0.0001228814,0.0004046401,0.0003927028,0.0002699124,0.0002407505],"domain_scores_gemma":[0.9992265,0.00003822409,0.0001632634,0.000251047,0.000146817,0.0001741273],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02144864,0.0008703571,0.9218482,0.0003878927,0.002853111,0.000126572,0.01450864,0.0002980548,0.02837354,0.001776754,0.000101245,0.007406989],"study_design_scores_gemma":[0.0026056,0.001444543,0.9869998,0.000038102,0.005358294,0.00002088206,0.00009909846,0.0001877542,0.002877393,0.00008547999,0.0001091708,0.0001739002],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9869941,0.00003840143,0.008462498,0.0003139474,0.00002543236,0.0004405182,0.00002158781,0.00005216722,0.003651303],"genre_scores_gemma":[0.9928731,0.0001752304,0.005496519,0.001070456,0.00005565254,0.000083059,0.0001759387,0.0000197152,0.00005036797],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06515158,"threshold_uncertainty_score":0.6163989,"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."}}