{"id":"W4380589145","doi":"10.1177/20543581231169608","title":"Variation in Kidney Transplant Referral Across Chronic Kidney Disease Programs in Ontario, Canada","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Kidney Health and Disease","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Toronto; University Health Network; Western University; McMaster University; London Health Sciences Centre; Ontario Stroke Network; Lawson Health Research Institute","funders":"Schulich School of Medicine and Dentistry; Canadian Institutes of Health Research; Schulich School of Medicine and Dentistry, Western University; Academic Medical Organization of Southwestern Ontario; Lawson Health Research Institute","keywords":"Medicine; Referral; Kidney disease; Dialysis; Kidney transplantation; Cohort; Nephrology; Population; Internal medicine; Transplantation; Proportional hazards model; Family medicine; Environmental health","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":[0.001488784,0.000220817,0.0003857491,0.001578509,0.002096782,0.0010561,0.00133195,0.000330262,0.001223157],"category_scores_gemma":[0.005943869,0.000294071,0.000609037,0.005410791,0.0008283818,0.0003623069,0.001048423,0.0004011753,0.00009267866],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03586118,"about_ca_system_score_gemma":0.04124264,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9917944,"about_ca_topic_score_gemma":0.9968347,"domain_scores_codex":[0.9973953,0.0003026378,0.0002429691,0.0004943386,0.0008552564,0.0007095746],"domain_scores_gemma":[0.9931244,0.0008025047,0.002419948,0.0002191264,0.002197049,0.001236907],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003734712,0.0000116233,0.9933264,0.00007031549,0.00006407942,0.00005562148,0.001069058,0.0001925204,0.0001118691,0.0001167961,0.001407756,0.003536711],"study_design_scores_gemma":[0.000005076694,0.000008363631,0.9982812,0.00003935108,0.00002254806,0.00002773189,0.0006713422,0.0002548701,0.0000272518,0.00001842987,0.0006376498,0.00000620703],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9860914,0.001215856,0.0004752924,0.001044342,0.00001898323,0.0001043827,0.008282924,0.00004195234,0.00272483],"genre_scores_gemma":[0.997348,0.0003955296,0.0002596033,0.0001183177,0.000005025356,0.00002700238,0.001405158,0.000006682119,0.0004347454],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03586118,"threshold_uncertainty_score":0.2601923,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03458318727192496,"score_gpt":0.2955260582726586,"score_spread":0.2609428710007337,"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."}}