{"id":"W4413148459","doi":"10.1016/j.ekir.2025.08.007","title":"Frailty Impact on Kidney Transplantation in Older People","year":2025,"lang":"en","type":"article","venue":"Kidney International Reports","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Imperial College London; Kidney Research UK; NIHR Biomedical Research Centre, Royal Marsden NHS Foundation Trust/Institute of Cancer Research","keywords":"Medicine; Kidney transplantation; Transplantation; Intensive care medicine; Gerontology; Internal medicine","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":[0.001399198,0.00020455,0.0004618741,0.0007682636,0.0005548531,0.0007870807,0.0002033515,0.0003328641,0.002236669],"category_scores_gemma":[0.003925459,0.0000957212,0.0006712445,0.0008217464,0.0002687792,0.000535266,0.001013721,0.0005602022,0.0001490495],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004218352,"about_ca_system_score_gemma":0.0005476432,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003361567,"about_ca_topic_score_gemma":0.004590474,"domain_scores_codex":[0.9994301,0.0001372957,0.00009190721,0.00006739741,0.0001703605,0.0001029428],"domain_scores_gemma":[0.997755,0.0002494467,0.001255864,0.00006565263,0.0002048898,0.0004690712],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001009922,0.00005008782,0.9915698,0.000103209,0.00009567293,0.00005516464,0.0002171491,0.00004106758,0.0001018597,0.00003169824,0.0002160048,0.007417439],"study_design_scores_gemma":[0.000004571737,0.0001122214,0.9991466,0.00005906461,0.00003486527,0.0001073834,0.0001293712,0.00004879059,0.00001907026,0.00005840956,0.000276114,0.000003653812],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952472,0.00245751,0.00009955099,0.0003111922,0.00002486147,0.0000211142,0.0006595355,0.000005373613,0.001173564],"genre_scores_gemma":[0.9986513,0.0006954968,0.00008153645,0.00009957828,0.00003644095,0.00001336174,0.0003042534,0.00000105797,0.0001168727],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003361567,"threshold_uncertainty_score":0.007482409,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008739540133525677,"score_gpt":0.3146248681558732,"score_spread":0.3058853280223475,"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."}}