{"id":"W2172081040","doi":"10.1093/ndt/gfn484","title":"A prospective evaluation of renal replacement therapy modality eligibility","year":2008,"lang":"en","type":"article","venue":"Nephrology Dialysis Transplantation","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":105,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; University of Toronto; McGill University; Humber River Regional Hospital","funders":"","keywords":"Medicine; Peritoneal dialysis; Renal replacement therapy; Prospective cohort study; Psychosocial; Nephrology; Dialysis; Kidney disease; Hemodialysis; Transplantation; Internal medicine; Cohort; Intensive care medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001271165,0.0001508184,0.0004224801,0.0001982656,0.00009192438,0.000004178974,0.00006066143,0.00009695737,0.0003294864],"category_scores_gemma":[0.00004260537,0.0001208986,0.0002631095,0.0003469604,0.0001662677,0.00008168399,0.000006963394,0.00008885602,0.00001195545],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001072725,"about_ca_system_score_gemma":0.0001651023,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000117906,"about_ca_topic_score_gemma":0.00005345462,"domain_scores_codex":[0.9977396,0.0003850441,0.0004924868,0.0004111122,0.0008023807,0.0001693531],"domain_scores_gemma":[0.9988535,0.00005809672,0.0001887282,0.0003635295,0.0004597798,0.0000763895],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.03677697,0.006452482,0.743516,0.0004831806,0.006718883,0.00009479831,0.01230754,0.010785,0.1449758,0.001554039,0.0009728191,0.03536253],"study_design_scores_gemma":[0.007790637,0.0005071932,0.9670055,0.0000196579,0.002697026,0.00001824014,0.00003544158,0.00385852,0.01682788,0.001001474,0.0001216054,0.0001168105],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924196,0.0002162825,0.002502263,0.0004317489,0.00004725029,0.001120964,0.00002174838,0.00004174942,0.003198422],"genre_scores_gemma":[0.9975719,0.001123169,0.000289461,0.0003770019,0.00006935418,0.0001899885,0.0003253066,0.000009637221,0.00004420125],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2234895,"threshold_uncertainty_score":0.4930102,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03447936611315475,"score_gpt":0.321840384000537,"score_spread":0.2873610178873822,"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."}}