{"id":"W2092528180","doi":"10.1046/j.1523-1755.2003.00891.x","title":"Adequacy of dialysis revisited","year":2003,"lang":"en","type":"article","venue":"Kidney International","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":false,"ca_institutions":"London Health Sciences Centre; Western University","funders":"","keywords":"Medicine; Peritoneal dialysis; Renal function; Urology; Evening; End stage renal disease; Surgery; Internal medicine; Hemodialysis","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001402974,0.00006000352,0.0001475237,0.0001532573,0.00001230176,0.000009911711,0.00006988596,0.00002100716,0.003598634],"category_scores_gemma":[0.0007127208,0.00004733013,0.0001670329,0.0001507422,0.00002374955,0.00003509377,0.00001850519,0.00003734455,0.00008379667],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000289439,"about_ca_system_score_gemma":0.00005315851,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006738182,"about_ca_topic_score_gemma":1.975921e-7,"domain_scores_codex":[0.9992585,0.00002448553,0.000210609,0.0001217506,0.000313407,0.00007124829],"domain_scores_gemma":[0.999525,0.00001622216,0.00007214451,0.0001470064,0.0000932418,0.0001464178],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003189874,0.002276865,0.1170439,0.0003221979,0.005525647,0.0001172439,0.0004221486,0.00003302491,0.02161474,0.3547547,0.4795001,0.01807049],"study_design_scores_gemma":[0.002030737,0.0000650886,0.03400106,0.0001951716,0.0006172465,0.000007416778,0.00005571175,0.0004540676,0.00688871,0.00131663,0.9542349,0.0001332435],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06087831,0.0002107938,0.003874593,0.008524334,0.0006350795,0.0002773464,0.00007609683,0.00004681029,0.9254766],"genre_scores_gemma":[0.9905983,0.00005563526,0.001528156,0.001624378,0.0001003879,0.000007188951,0.0001613021,0.000006806818,0.005917801],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.92972,"threshold_uncertainty_score":0.9973122,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01304803063656279,"score_gpt":0.27739734725584,"score_spread":0.2643493166192772,"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."}}