{"id":"W4411693075","doi":"10.1177/20543581251346048","title":"Variation in Kidney Transplant Referral, Living Donor Contacts, Waitlisting, and Kidney Transplant Across Regional Renal Programs in Ontario, Canada: A Population-Based Cohort Study","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Kidney Health and Disease","topic":"Organ Donation and Transplantation","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; Ottawa Hospital; University of Ottawa; Ontario Stroke Network; McMaster University; London Health Sciences Centre; Western University","funders":"","keywords":"Medicine; Dialysis; Population; Contraindication; Kidney transplantation; Referral; Cohort; Health care; Kidney disease; Kidney transplant; Transplantation; Internal medicine; Intensive care medicine; Family medicine; Environmental health; Pathology","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":[0.001041046,0.0003897266,0.0005292499,0.001574423,0.00258944,0.001279093,0.00154525,0.0004601241,0.001337941],"category_scores_gemma":[0.002707899,0.0004751518,0.0008915833,0.004679159,0.0008529807,0.0004035104,0.001177922,0.0006539218,0.0001587206],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02573641,"about_ca_system_score_gemma":0.03003221,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9912191,"about_ca_topic_score_gemma":0.9943045,"domain_scores_codex":[0.998133,0.0001388999,0.000145724,0.000437435,0.000598556,0.0005464095],"domain_scores_gemma":[0.9967765,0.0001740789,0.001034619,0.0002102721,0.00107268,0.0007318625],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002247365,0.00001031211,0.9981591,0.00001663674,0.00005072684,0.00003103011,0.0004491413,0.00005388511,0.00007013013,0.00003537739,0.0004670465,0.0006340891],"study_design_scores_gemma":[0.000003955363,0.00001054202,0.9988365,0.00001606569,0.00002279728,0.00002930525,0.0005519937,0.0001213556,0.00001859852,0.000009433242,0.0003737631,0.000005726441],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9881783,0.0004860417,0.0002614096,0.0002865022,0.00001190047,0.0001031513,0.00923684,0.00001823795,0.001417642],"genre_scores_gemma":[0.9965317,0.0002979142,0.0002429671,0.00009038985,0.000005797727,0.00004985744,0.002272885,0.000007059121,0.0005013968],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02573641,"threshold_uncertainty_score":0.1867316,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02413869286671502,"score_gpt":0.2741160979884663,"score_spread":0.2499774051217512,"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."}}