{"id":"W3005233964","doi":"10.1177/0896860819893571","title":"Prescribing high-quality peritoneal dialysis: Moving beyond urea clearance","year":2020,"lang":"en","type":"article","venue":"Peritoneal Dialysis International","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital; University of Toronto","funders":"","keywords":"Peritoneal dialysis; Medicine; Urea; Dialysis; Dialysis adequacy; Creatinine; Intensive care medicine; Renal function; Urology; Uremia; Internal medicine; Chemistry; Biochemistry","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":[0.0004645838,0.0004046955,0.0008784908,0.0002716047,0.0002176721,0.0002884375,0.0005234859,0.000139235,0.001851198],"category_scores_gemma":[0.0006007329,0.0003707386,0.0008674922,0.000593591,0.000166171,0.000352535,0.0003685166,0.0003686498,0.0003139955],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002021591,"about_ca_system_score_gemma":0.0001043585,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000444588,"about_ca_topic_score_gemma":0.00003709952,"domain_scores_codex":[0.9958304,0.0001825948,0.0009810493,0.0009520098,0.001578567,0.000475444],"domain_scores_gemma":[0.9982502,0.00009827993,0.0003080795,0.0004833095,0.0002761121,0.0005839974],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.01773097,0.008318624,0.171836,0.002079962,0.03330502,0.002040119,0.02223795,0.01194472,0.3141583,0.06278992,0.04790222,0.3056562],"study_design_scores_gemma":[0.01166856,0.0007506135,0.7742117,0.00048952,0.006907152,0.00003828717,0.002753365,0.0720266,0.02094984,0.001100299,0.106147,0.002957052],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9434044,0.0005289872,0.003555283,0.0243421,0.001264085,0.0005833431,0.0001927134,0.0003322989,0.02579682],"genre_scores_gemma":[0.9883004,0.0001608054,0.001879774,0.004872471,0.002923263,0.00009857737,0.0006065381,0.00005759324,0.001100569],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6023757,"threshold_uncertainty_score":0.9998745,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0270905256967677,"score_gpt":0.294727805331324,"score_spread":0.2676372796345563,"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."}}