{"id":"W3166752129","doi":"10.1093/ndt/gfab122.001","title":"FC 067WHEN TO INITIATE DIALYSIS TO REDUCE MORTALITY AND CARDIOVASCULAR EVENTS IN ADVANCED CKD: A NATIONWIDE COHORT STUDY","year":2021,"lang":"en","type":"article","venue":"Nephrology Dialysis Transplantation","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Impact","funders":"","keywords":"Medicine; Dialysis; Hazard ratio; Internal medicine; Mace; Renal function; Myocardial infarction; Cohort; Proportional hazards model; Confidence interval; Intensive care medicine; Percutaneous coronary intervention","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.002478255,0.0003066267,0.0004324129,0.0005011728,0.0009042899,0.0008103552,0.00071032,0.0009097618,0.002739726],"category_scores_gemma":[0.005023371,0.0002599784,0.001251444,0.001017833,0.0002820841,0.0003546615,0.0005670605,0.0009378439,0.0004439807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001015017,"about_ca_system_score_gemma":0.002309198,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06198826,"about_ca_topic_score_gemma":0.06923874,"domain_scores_codex":[0.9985694,0.0004566621,0.000127173,0.0003454033,0.0002367933,0.0002646332],"domain_scores_gemma":[0.9975841,0.0002990919,0.0006362324,0.0004817759,0.0005676454,0.0004311591],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003561673,0.0005444309,0.9828015,0.0001065368,0.001146302,0.00006506441,0.0001163596,0.000141522,0.0002053241,0.0001772141,0.004621996,0.006511982],"study_design_scores_gemma":[0.0004243321,0.0005434153,0.994873,0.00007570867,0.0009199727,0.00007988929,0.0001844813,0.0005028021,0.0000744464,0.0001330058,0.00217276,0.00001612267],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9877877,0.0008216206,0.000320321,0.0003991734,0.00005265297,0.0001046502,0.009011366,0.0000148664,0.001487656],"genre_scores_gemma":[0.9934257,0.0002738312,0.0005800328,0.0002959641,0.00004058134,0.0001702213,0.004384675,0.000007125138,0.000821784],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06198826,"threshold_uncertainty_score":0.1232549,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01900776148866426,"score_gpt":0.2967490676489248,"score_spread":0.2777413061602606,"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."}}