{"id":"W4416307414","doi":"10.1177/20543581251389071","title":"Improving Time to Kidney Transplant Listing: A Single Center Quality Improvement Initiative","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Kidney Health and Disease","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; McGill University; University of Ottawa","funders":"Faculty of Medicine, McGill University","keywords":"Quality management; Single Center; Intervention (counseling); Kidney transplant; Nephrology; Kidney transplantation; Kidney disease","routes":{"ca_aff":true,"ca_fund":true,"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":[0.03748087,0.0006059663,0.000492321,0.001466903,0.004326801,0.004238553,0.002567388,0.00145301,0.002870638],"category_scores_gemma":[0.02836893,0.0005522731,0.001086974,0.001672187,0.002115674,0.002835647,0.009295229,0.002916005,0.0002181087],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01205671,"about_ca_system_score_gemma":0.06422871,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01350399,"about_ca_topic_score_gemma":0.0395249,"domain_scores_codex":[0.9769329,0.01382834,0.001324098,0.001318228,0.003668961,0.002927471],"domain_scores_gemma":[0.9371584,0.01279299,0.009305364,0.002245706,0.006328878,0.03216875],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001608484,0.01740638,0.4125171,0.003392774,0.0004466681,0.0007117945,0.04061494,0.00157743,0.004236255,0.002213494,0.02105613,0.4942186],"study_design_scores_gemma":[0.002507188,0.01582389,0.870461,0.002927571,0.000516118,0.0005176155,0.07022914,0.005677523,0.003223861,0.002060325,0.02582348,0.0002322265],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9268737,0.001908666,0.005016792,0.05679031,0.0003448738,0.002770241,0.0003686811,0.0002743259,0.005652434],"genre_scores_gemma":[0.9676515,0.0009820891,0.02317033,0.005275568,0.0001547131,0.001665229,0.0003856444,0.0000261004,0.000688822],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03748087,"threshold_uncertainty_score":0.1982202,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02821463477270236,"score_gpt":0.314945721517465,"score_spread":0.2867310867447626,"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."}}