{"id":"W4392894967","doi":"10.18621/eurj.1376545","title":"Association of frailty with nutritional parameters in patients with chronic kidney disease","year":2024,"lang":"en","type":"article","venue":"The European Research Journal","topic":"Frailty in Older Adults","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Malnutrition; Kidney disease; Frailty syndrome; Renal function; Internal medicine; Frailty Index","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":[0.0009048291,0.0002950164,0.0003702456,0.0007813814,0.0004597315,0.0004786368,0.0001922962,0.0004711593,0.001392411],"category_scores_gemma":[0.002787486,0.0001712073,0.0003481642,0.0007334645,0.0002569427,0.0003882422,0.0004890691,0.0005845836,0.0001517829],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001688412,"about_ca_system_score_gemma":0.00023447,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001847768,"about_ca_topic_score_gemma":0.002602747,"domain_scores_codex":[0.9995605,0.0001260361,0.00006744119,0.00007302283,0.0001074512,0.00006546955],"domain_scores_gemma":[0.9983896,0.000341344,0.0007186662,0.00007686058,0.0002089574,0.0002646232],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007255017,0.00002321681,0.9990492,0.000007226473,0.00003453507,0.00002439944,0.00002535501,0.00001804969,0.00008321201,0.000003367035,0.00002088915,0.0006380163],"study_design_scores_gemma":[0.00000418656,0.0001170205,0.9994618,0.000006167016,0.00001576752,0.0001644098,0.00004737567,0.00009492847,0.00002178037,0.00001258672,0.00005159449,0.000002371111],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991277,0.000475764,0.00005111572,0.0000329145,0.000004740793,0.00000546107,0.00009380036,0.000001485531,0.0002070147],"genre_scores_gemma":[0.9997095,0.00007759096,0.00004591237,0.0000120323,0.000006716107,0.000003645221,0.00009004127,4.198784e-7,0.00005407118],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001847768,"threshold_uncertainty_score":0.00478524,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03858079518918297,"score_gpt":0.3239171858566549,"score_spread":0.2853363906674719,"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."}}