{"id":"W7140762575","doi":"10.34067/kid.0000000984","title":"Assessing Functional Cognition in People on Maintenance Hemodialysis Using Performance-Based Testing","year":2025,"lang":"en","type":"article","venue":"Kidney360","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre; Toronto Rehabilitation Institute; University of Toronto","funders":"","keywords":"Cognition; Hemodialysis; Activities of daily living; Logistic regression; Functional impairment; Cognitive impairment; Dialysis; Cognitive test; Barthel index","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001055615,0.0002769162,0.0002582515,0.0007540419,0.0004074519,0.0005058537,0.0003081661,0.0003142486,0.0008625305],"category_scores_gemma":[0.002609107,0.0001013614,0.0003188046,0.0008208745,0.0003070397,0.0003607843,0.0004518099,0.0003751341,0.0001454158],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004767817,"about_ca_system_score_gemma":0.000639875,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02359681,"about_ca_topic_score_gemma":0.04321129,"domain_scores_codex":[0.9994155,0.0001376292,0.0000889391,0.00006682298,0.0002056401,0.00008547009],"domain_scores_gemma":[0.9989415,0.0001699069,0.0003664794,0.0000460225,0.0002787858,0.0001972912],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002532326,0.00006646052,0.9944934,0.00002473762,0.00002372676,0.00001778511,0.0002859371,0.00002620829,0.0001029439,0.000007500441,0.0001670929,0.004759024],"study_design_scores_gemma":[0.000002842399,0.00009109866,0.9994723,0.00001090218,0.000006642011,0.00004116992,0.00016706,0.00005438837,0.00003542873,0.00001019709,0.0001060854,0.000001908518],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977481,0.0003110426,0.0001693215,0.00007379305,0.000005476618,0.00006052789,0.0003946222,0.000007287086,0.001229891],"genre_scores_gemma":[0.9992357,0.0001142876,0.0002319292,0.00004069974,0.000004987546,0.00003224063,0.0002117323,5.008803e-7,0.000127812],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02359681,"threshold_uncertainty_score":0.04691893,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04490241351779222,"score_gpt":0.2938689543112252,"score_spread":0.2489665407934329,"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."}}