{"id":"W1964000123","doi":"10.1159/000180899","title":"Chronic Peritoneal Dialysis in the Management of Diabetics with Terminal Renal Failure","year":2008,"lang":"en","type":"article","venue":"The Nephron journals/Nephron journals","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Western Hospital","funders":"","keywords":"Medicine; Peritoneal dialysis; Hemodialysis; Diabetic nephropathy; Incidence (geometry); Peritonitis; Dialysis; Internal medicine; Diabetes mellitus; Nephropathy; Surgery; Gastroenterology; Urology; Kidney; Endocrinology","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0026027,0.0005970218,0.001137672,0.0006839139,0.0006366798,0.0002148425,0.0009957914,0.000154034,0.001469991],"category_scores_gemma":[0.00001753418,0.000306541,0.0007775213,0.001563138,0.0006048166,0.0002989064,0.000198631,0.00119528,0.00005506002],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003839024,"about_ca_system_score_gemma":0.0003345778,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003619627,"about_ca_topic_score_gemma":0.000142987,"domain_scores_codex":[0.9936962,0.0006493049,0.001620334,0.0005175514,0.002524922,0.0009917467],"domain_scores_gemma":[0.9969431,0.0001515741,0.001026353,0.001126472,0.0003178753,0.0004346831],"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":[0.00922333,0.014351,0.1086325,0.00575596,0.04198325,0.06762185,0.03771316,0.03060463,0.05154276,0.001706221,0.1700365,0.4608287],"study_design_scores_gemma":[0.01522221,0.003255672,0.7420183,0.006553419,0.009470882,0.009153013,0.01011488,0.001759823,0.001330179,0.000522822,0.1990836,0.001515183],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9613523,0.01440051,0.001755598,0.01566488,0.000198546,0.001535596,0.00002607549,0.0000417058,0.005024826],"genre_scores_gemma":[0.9872461,0.00772388,0.001068149,0.001225736,0.001336783,0.00008683927,0.00001653584,0.00007360935,0.001222364],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6333858,"threshold_uncertainty_score":0.9999387,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01916108921804188,"score_gpt":0.270774846307584,"score_spread":0.2516137570895421,"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."}}