{"id":"W4413882266","doi":"10.1111/hdi.70018","title":"Associations Among Serum Transferrin Levels, Markers of Malnutrition, and Mortality in Hemodialysis Patients","year":2025,"lang":"en","type":"article","venue":"Hemodialysis International","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transferrin saturation; Medicine; Transferrin; Internal medicine; Gastroenterology; Ferritin; Hemodialysis; Albumin; Body mass index; Serum albumin; Malnutrition; Dialysis; Population; Iron status; Iron deficiency; Anemia; Serum ferritin","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0004317914,0.0001402595,0.0002340019,0.0004830403,0.0002331803,0.0004153964,0.000144394,0.0002779133,0.001014144],"category_scores_gemma":[0.001189901,0.0000949752,0.0001869984,0.0004062916,0.0001483191,0.0002294153,0.0001870322,0.0003097765,0.00009423661],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002331258,"about_ca_system_score_gemma":0.0001533926,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002038145,"about_ca_topic_score_gemma":0.001888844,"domain_scores_codex":[0.9998233,0.00004938864,0.00002466915,0.00003099361,0.00003620398,0.0000355152],"domain_scores_gemma":[0.9992247,0.0001893179,0.0003133347,0.00002456358,0.000091919,0.0001561932],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009805262,0.00001403715,0.9991441,0.000004565808,0.00002377071,0.00001953614,0.0000159705,0.00001832732,0.0001142566,0.000003107464,0.00003226185,0.0005120717],"study_design_scores_gemma":[0.000003979019,0.0000722419,0.9993877,0.000004195474,0.00001561426,0.0001515049,0.00006941608,0.0001681465,0.00006066745,0.00001172027,0.0000529476,0.000001814958],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995881,0.0001858883,0.00002764185,0.00002658471,0.000002339718,0.000001026345,0.00007704338,0.000001113221,0.00009021615],"genre_scores_gemma":[0.9998329,0.00003222383,0.00002290195,0.000007869266,0.000004485766,0.000001361982,0.0000635101,2.593879e-7,0.00003443953],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002038145,"threshold_uncertainty_score":0.00405252,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01475055986968699,"score_gpt":0.2765721846290808,"score_spread":0.2618216247593938,"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."}}