{"id":"W2150820150","doi":"10.1093/ndt/gfp189","title":"Survival and dialysis initiation: comparing British Columbia and Scotland registries","year":2009,"lang":"en","type":"article","venue":"Nephrology Dialysis Transplantation","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":79,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Dialysis; Hemodialysis; MEDLINE; Family medicine; Intensive care medicine; Internal 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":[],"consensus_categories":[],"category_scores_codex":[0.0002536699,0.0001247877,0.0005029534,0.0001223143,0.0002019599,0.0002383806,0.00004258959,0.0001065939,0.00007984428],"category_scores_gemma":[0.00002650625,0.0001613223,0.00009789766,0.0002645206,0.0001487351,0.000150709,0.0000100226,0.0001010793,0.000003617835],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001729945,"about_ca_system_score_gemma":0.00002294789,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001430883,"about_ca_topic_score_gemma":0.01508265,"domain_scores_codex":[0.9987527,0.0001134058,0.000332329,0.0003755194,0.0002228995,0.0002031663],"domain_scores_gemma":[0.9994556,0.00008169875,0.0001013644,0.0001478227,0.00006998862,0.0001434959],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008969857,0.0004116223,0.9310022,0.0003667077,0.001174586,0.0004767433,0.001223022,0.00009807541,0.002609854,0.0005510739,0.001814467,0.05937464],"study_design_scores_gemma":[0.00267424,0.0001760037,0.9918827,0.00005690566,0.0029936,0.00007209272,0.00008256008,0.0004976165,0.00003618491,0.0004132166,0.0009541539,0.0001607587],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934075,0.0005506601,0.001063852,0.001061471,0.00005408352,0.0002441348,0.00002023957,0.00006668955,0.003531331],"genre_scores_gemma":[0.9942913,0.003619466,0.0002463214,0.0009423424,0.0001385336,0.0000152309,0.0005412162,0.000009318263,0.0001962438],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06088044,"threshold_uncertainty_score":0.8416471,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01359678105660045,"score_gpt":0.2394529249692527,"score_spread":0.2258561439126523,"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."}}