{"id":"W4407295309","doi":"10.1186/s12882-025-04006-5","title":"The prevalence of frailty according to kidney function and its association with cognitive impairment, nutritional status, and clinical outcome","year":2025,"lang":"en","type":"article","venue":"BMC Nephrology","topic":"Frailty in Older Adults","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Ministry of Science and ICT, South Korea; National Research Foundation of Korea; Gyeongsang National University; National Research Foundation","keywords":"Medicine; Internal medicine; Kidney disease; Odds ratio; Population; Renal function; Confidence interval; Physical therapy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001539354,0.0003096265,0.0003381353,0.001312748,0.0003476438,0.000498587,0.0002896393,0.0003484121,0.0009678709],"category_scores_gemma":[0.003211146,0.0001544206,0.0004868653,0.001011365,0.000404267,0.0003952864,0.0005790615,0.000457751,0.0001169984],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003324616,"about_ca_system_score_gemma":0.0003199967,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003837548,"about_ca_topic_score_gemma":0.00452892,"domain_scores_codex":[0.9994965,0.00012032,0.00008414757,0.000102562,0.0001091236,0.00008740096],"domain_scores_gemma":[0.9975339,0.0003833796,0.001362824,0.0001095329,0.0002372616,0.0003731696],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009657221,0.00001118408,0.9992895,0.000006157226,0.00004258217,0.00001243996,0.00001686646,0.0000238166,0.00003442863,0.000005829879,0.00002535523,0.0004352321],"study_design_scores_gemma":[0.000003937412,0.00003629045,0.9996581,0.000003910692,0.00002412192,0.00006585594,0.00002403989,0.0001270872,0.00001344821,0.00001641108,0.00002479692,0.000002049522],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990397,0.0003893647,0.00006116868,0.00002658987,0.000002716362,0.000008686128,0.0002616002,0.000001827787,0.0002082854],"genre_scores_gemma":[0.9996798,0.0000563309,0.00003567191,0.000006944242,0.000004345388,0.000007775485,0.0001804106,4.049407e-7,0.00002837979],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003837548,"threshold_uncertainty_score":0.008140981,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03353415654567683,"score_gpt":0.3489414401641163,"score_spread":0.3154072836184394,"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."}}