{"id":"W3092857779","doi":"10.1111/sdi.12926","title":"Evaluating dialysis adequacy: Origins, evolution, and future directions","year":2020,"lang":"en","type":"article","venue":"Seminars in Dialysis","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"","keywords":"Medicine; Intensive care medicine; Dialysis; Internal 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":[0.0004024093,0.0002212857,0.0005657949,0.0003605338,0.0001379738,0.00005184916,0.0001047718,0.0001022282,0.000330739],"category_scores_gemma":[0.0004110311,0.0001900223,0.0002870318,0.001929771,0.00007301101,0.0001093488,0.0001163774,0.0002115183,0.00004124284],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002180312,"about_ca_system_score_gemma":0.00007982902,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001575687,"about_ca_topic_score_gemma":0.00008561774,"domain_scores_codex":[0.9980575,0.0001502675,0.0004442075,0.000558172,0.0004975508,0.0002922446],"domain_scores_gemma":[0.9990484,0.00008480617,0.0001175407,0.0003244843,0.00009784423,0.0003269689],"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":[0.0004853633,0.0007556318,0.3525698,0.0004878159,0.001893454,0.0001881914,0.006540134,0.0008025116,0.004378159,0.002244195,0.006573969,0.6230808],"study_design_scores_gemma":[0.007833263,0.001120573,0.4509285,0.0007975709,0.01655596,0.00001519584,0.0134291,0.05536485,0.001063338,0.001654306,0.4495124,0.001724858],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9618105,0.01249845,0.0003338562,0.02043655,0.0002445856,0.0004990346,0.0000165058,0.0001345682,0.004026001],"genre_scores_gemma":[0.9917441,0.003491686,0.001957484,0.001067612,0.001272689,0.00008784695,0.00007052753,0.00002981218,0.0002782373],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.621356,"threshold_uncertainty_score":0.7748883,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02131291422359684,"score_gpt":0.3062578331130315,"score_spread":0.2849449188894347,"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."}}