{"id":"W4406389431","doi":"10.1016/j.ekir.2025.01.008","title":"Frequency and Outcomes of Kidney Replacement Therapy Transitions in Canada","year":2025,"lang":"en","type":"article","venue":"Kidney International Reports","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; University Health Network; Dalhousie University; Hôpital Maisonneuve-Rosemont; St. Michael's Hospital; Université de Montréal","funders":"","keywords":"Medicine; Renal replacement therapy; Intensive care 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006100316,0.0002456349,0.0004668864,0.002526752,0.004209873,0.002261769,0.002094045,0.0008385094,0.006428471],"category_scores_gemma":[0.005684888,0.0003245293,0.000949906,0.007837228,0.001022805,0.0006721577,0.00178817,0.001872803,0.000367276],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06241958,"about_ca_system_score_gemma":0.0832992,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9969212,"about_ca_topic_score_gemma":0.9978175,"domain_scores_codex":[0.9978915,0.0001057309,0.0002228952,0.0002423273,0.0006387463,0.0008987088],"domain_scores_gemma":[0.9900275,0.00033892,0.002248638,0.0001676386,0.003758066,0.003459224],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001210642,0.00006824255,0.986924,0.00006813584,0.00007479512,0.0001119787,0.001006324,0.0001960012,0.00006882437,0.0004003813,0.004900483,0.006059648],"study_design_scores_gemma":[0.00001588859,0.00002396677,0.9951686,0.00009362892,0.00002706728,0.00008336278,0.002115344,0.0003740752,0.00004003893,0.00007872475,0.001952081,0.00002717263],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9610901,0.002569865,0.0001707187,0.003835799,0.00008108083,0.00011276,0.02296373,0.00004689225,0.009128909],"genre_scores_gemma":[0.9917162,0.001301677,0.0001632707,0.0004665562,0.0000217767,0.00002912402,0.005072644,0.00001675673,0.001212018],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06241958,"threshold_uncertainty_score":0.4528878,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007738505138959301,"score_gpt":0.2668405102883,"score_spread":0.2591020051493407,"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."}}