{"id":"W4397040488","doi":"10.1681/asn.20233411s11153c","title":"Cognitive Improvement in ESRD Patients After Renal Transplantation: A Prospective Observational Study","year":2023,"lang":"en","type":"article","venue":"Journal of the American Society of Nephrology","topic":"Renal and Vascular Pathologies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Observational study; Medicine; Transplantation; Cognition; Intensive care medicine; Prospective cohort study; Kidney transplantation; Internal medicine; End stage renal disease; Hemodialysis; Psychiatry","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":[0.0003485895,0.00008668012,0.0003612391,0.00005837342,0.00003008908,0.000002977164,0.00009553214,0.00002805353,0.0000122492],"category_scores_gemma":[0.00004894328,0.00005305025,0.0003106589,0.0003856337,0.0002860388,0.00005356253,0.00004029391,0.0002345235,0.00000186057],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005379171,"about_ca_system_score_gemma":0.00009404632,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003436728,"about_ca_topic_score_gemma":0.00001170721,"domain_scores_codex":[0.998921,0.0001077594,0.000383753,0.0001075374,0.0003408588,0.0001391163],"domain_scores_gemma":[0.9990232,0.0001176667,0.0004580439,0.00008283839,0.0002883016,0.0000299664],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002303299,0.0005948348,0.9796047,0.00002621651,0.0004269385,0.00004656955,0.0077735,0.00002162444,0.00576941,0.000001653732,0.0009618708,0.002469372],"study_design_scores_gemma":[0.003446434,0.00379336,0.9873573,0.00005657713,0.0001646615,0.00003196365,0.004430687,0.00002696301,0.00037379,0.0002107337,0.00006175586,0.00004580066],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973714,0.00002380666,0.00006148048,0.002060571,0.00004593352,0.0004047809,0.00001196278,0.000005430836,0.00001458243],"genre_scores_gemma":[0.9966874,0.0001010317,0.0005012109,0.002547116,0.00008134082,0.00002583192,0.00000352092,0.000006748243,0.00004577226],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007752563,"threshold_uncertainty_score":0.2163326,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03908448195013276,"score_gpt":0.3176576700562624,"score_spread":0.2785731881061297,"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."}}