{"id":"W4415424875","doi":"10.1093/ndt/gfaf116.0750","title":"#1642 Characteristics and outcomes of culturally and linguistically diverse patients receiving kidney replacement therapy in Australia: insights from a nationwide registry study (CALD-KF study)","year":2025,"lang":"en","type":"article","venue":"Nephrology Dialysis Transplantation","topic":"Palliative Care and End-of-Life Issues","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kingswood University","funders":"","keywords":"Renal replacement therapy; Cohort; Socioeconomic status; Peritoneal dialysis; Dialysis; Disadvantage; Kidney disease; Cohort study","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":[0.0007657639,0.0001420862,0.0003195702,0.0008910872,0.0006066186,0.0007154885,0.0003443259,0.0002921316,0.001313767],"category_scores_gemma":[0.002428695,0.0002369918,0.0003534373,0.001386953,0.0002431169,0.0006034615,0.0008623621,0.0004214178,0.0002933734],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005399403,"about_ca_system_score_gemma":0.0007434461,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03655542,"about_ca_topic_score_gemma":0.04319587,"domain_scores_codex":[0.9994116,0.0001843787,0.0001167834,0.0001170639,0.00009040665,0.00007984562],"domain_scores_gemma":[0.9979187,0.0001964959,0.001110059,0.0001136236,0.0002490825,0.0004121271],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001574191,0.00002358275,0.9989989,0.000007820167,0.00001765838,0.00004127123,0.0001584853,0.000009065326,0.00004724173,0.000006308864,0.0001428146,0.0005311214],"study_design_scores_gemma":[0.00000397414,0.00003008532,0.9993089,0.000006148457,0.0000107115,0.0001054303,0.0003125517,0.00007213521,0.00001150756,0.000007300839,0.000128913,0.000002208948],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987668,0.00007022564,0.00003757976,0.00006519123,0.000002188612,0.00001902728,0.0006406029,0.000001670972,0.0003968582],"genre_scores_gemma":[0.9986703,0.00009504898,0.0001100091,0.00007263581,0.000007187798,0.00003593396,0.0008443877,0.000001414283,0.0001631087],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03655542,"threshold_uncertainty_score":0.07268524,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04198844892212829,"score_gpt":0.3636768156778739,"score_spread":0.3216883667557456,"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."}}