{"id":"W4200598841","doi":"10.1111/ctr.14553","title":"Pre‐transplant maintenance dialysis duration and outcomes after kidney transplantation: A multicenter population‐based cohort study","year":2021,"lang":"en","type":"article","venue":"Clinical Transplantation","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; University of Toronto; Ottawa Hospital; University Health Network; Western University","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Dialysis; Hazard ratio; Transplantation; Population; Kidney transplantation; Internal medicine; Cohort; Cohort study; Proportional hazards model; Intensive care medicine; Confidence interval","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005515337,0.000398044,0.0008417747,0.0001633835,0.0001784687,0.00008394187,0.00007323951,0.0002120509,0.0003086253],"category_scores_gemma":[0.0001096269,0.0003257488,0.0003998463,0.0003145445,0.00008102893,0.00031032,0.000005074919,0.0002994088,0.00003331808],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005964459,"about_ca_system_score_gemma":0.0001430473,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001437478,"about_ca_topic_score_gemma":0.0003951113,"domain_scores_codex":[0.9961941,0.0004008932,0.001573094,0.0008700331,0.0006226552,0.0003391716],"domain_scores_gemma":[0.9981125,0.0005755724,0.0002410517,0.000405379,0.0002335848,0.0004319267],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003104251,0.001362681,0.990829,0.0007782981,0.0006706265,0.001617683,0.000761704,0.00003935776,0.0000987858,0.00003292198,0.00000568881,0.0006989818],"study_design_scores_gemma":[0.01461477,0.0003029964,0.978874,0.0006274123,0.003886696,0.0001727944,0.00006063102,0.0006767705,0.0003962551,0.00003293502,0.00003451513,0.0003201783],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9810576,0.00006239191,0.01482541,0.001102181,0.0004062553,0.001670832,0.0004634247,0.0001255454,0.0002863617],"genre_scores_gemma":[0.9871828,0.001607987,0.004580098,0.001939795,0.00009004043,0.0002901696,0.003771454,0.00004566671,0.0004919811],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01195497,"threshold_uncertainty_score":0.9999195,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02748211817044894,"score_gpt":0.3553299034381388,"score_spread":0.3278477852676898,"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."}}