{"id":"W2157855305","doi":"10.2215/cjn.10721012","title":"Factors Associated with Initiation of Chronic Renal Replacement Therapy for Patients with Kidney Failure","year":2013,"lang":"en","type":"article","venue":"Clinical Journal of the American Society of Nephrology","topic":"Acute Kidney Injury Research","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of Alberta","funders":"Alberta Heritage Foundation for Medical Research; Canada Research Chairs; Government of Canada","keywords":"Medicine; Renal replacement therapy; Chronic renal failure; Kidney; Internal medicine; Intensive care medicine; Urology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007883141,0.0001593531,0.0009114623,0.00004501432,0.0000603857,0.000005520837,0.0003129531,0.0001224225,0.0001114554],"category_scores_gemma":[0.0007353344,0.00007778032,0.0005447546,0.0003097853,0.001611811,0.00009526408,0.00005595706,0.0005642341,5.706133e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001461313,"about_ca_system_score_gemma":0.001007736,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001639469,"about_ca_topic_score_gemma":0.000002204919,"domain_scores_codex":[0.997704,0.0003195259,0.000938022,0.0001720015,0.0005823579,0.0002840574],"domain_scores_gemma":[0.9941375,0.001053683,0.002756045,0.0003199756,0.001483052,0.0002497012],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004701149,0.001330695,0.6627415,0.0000303613,0.002646263,3.628752e-7,0.0002539731,0.000003492299,0.00452205,0.000002911914,0.3215683,0.002198961],"study_design_scores_gemma":[0.01416822,0.05082142,0.922467,0.0001829586,0.0003095094,0.00000557717,0.0003920189,0.0001256163,0.000837608,0.00005810314,0.010526,0.0001059567],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9832654,0.00002185549,0.0004136867,0.01542611,0.00004716581,0.0007470856,0.0000608171,0.00000540935,0.00001243666],"genre_scores_gemma":[0.985707,0.0001144668,0.001876588,0.01202523,0.000159738,0.00001525959,0.00003329964,0.00002620772,0.00004219278],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3110423,"threshold_uncertainty_score":0.5938784,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05610966179439437,"score_gpt":0.3641716343113644,"score_spread":0.30806197251697,"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."}}