{"id":"W3042797774","doi":"10.1111/imj.14976","title":"Prevalence, types and recognition of cognitive impairment in dialysis patients in South Eastern Sydney","year":2020,"lang":"en","type":"article","venue":"Internal Medicine Journal","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"New South Wales Institute of Psychiatry","keywords":"Medicine; Dementia; Montreal Cognitive Assessment; Dialysis; Cognition; Population; Kidney disease; Medical record; Peritoneal dialysis; Cognitive impairment; Gerontology; Pediatrics; Physical therapy; Disease; Internal medicine; Psychiatry; Environmental health","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003149578,0.0001227546,0.000398286,0.0003653511,0.00001171515,0.00001036445,0.00006336497,0.00003396698,0.0005030007],"category_scores_gemma":[0.0005727872,0.00008307249,0.00007822601,0.0002303115,0.00007720873,0.00007346403,0.00005305631,0.0002557016,0.000011168],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004671053,"about_ca_system_score_gemma":0.00002909195,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007280411,"about_ca_topic_score_gemma":0.0000130958,"domain_scores_codex":[0.9985697,0.00009524071,0.0005930979,0.0001725661,0.0004202822,0.0001491475],"domain_scores_gemma":[0.999236,0.00006039037,0.0002476159,0.00004735108,0.0001518073,0.0002567937],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001460868,0.0003532789,0.9683092,0.0003272453,0.0001917208,0.0001396448,0.007631462,0.000004214641,0.00005896793,0.000001039697,0.0002504239,0.02127198],"study_design_scores_gemma":[0.007866901,0.002085311,0.9793308,0.00733905,0.0005488057,0.0000161641,0.001844702,0.0006717811,0.00008130164,0.00008643395,0.00003590458,0.00009287372],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963372,0.0004486993,0.0001465271,0.001031378,0.0001173041,0.0002454211,0.0000115927,0.00000414264,0.001657751],"genre_scores_gemma":[0.9986275,0.0003701393,0.00002918723,0.0005875307,0.0002495027,0.00000562197,0.00001115254,0.000009155872,0.0001102532],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02117911,"threshold_uncertainty_score":0.5507505,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01951841669336066,"score_gpt":0.2691056222602582,"score_spread":0.2495872055668975,"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."}}