{"id":"W4406080214","doi":"10.1016/j.xkme.2024.100960","title":"Frailty Assessment Tools in Chronic Kidney Disease: A Systematic Review and Meta-analysis","year":2025,"lang":"en","type":"review","venue":"Kidney Medicine","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nova Scotia Health Authority; Alberta Library; University of Calgary; University of Alberta","funders":"Amgen Canada","keywords":"Meta-analysis; Kidney disease; Systematic review; Medicine; Intensive care medicine; MEDLINE; Internal medicine; Biology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02195891,0.003006049,0.01697857,0.01048927,0.0008245151,0.003139736,0.002568969,0.002109825,0.004195614],"category_scores_gemma":[0.05118264,0.001257551,0.03203211,0.009586222,0.0008705963,0.002062668,0.001845234,0.001592383,0.0002697017],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003848188,"about_ca_system_score_gemma":0.006193615,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0077869,"about_ca_topic_score_gemma":0.01488128,"domain_scores_codex":[0.9878516,0.005904201,0.00321558,0.001136701,0.001467268,0.0004245162],"domain_scores_gemma":[0.9738135,0.01894733,0.004366629,0.0007704556,0.001832073,0.0002699694],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.001123514,0.0000321209,0.005991098,0.642427,0.3273018,0.0001170601,0.00009579191,0.0007632483,0.0001321815,0.0002342909,0.001177835,0.02060408],"study_design_scores_gemma":[0.001025566,0.000300772,0.008348951,0.1196805,0.8658336,0.0001848879,0.00006572832,0.0005056393,0.0001541194,0.0005847077,0.003260594,0.00005486268],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00311207,0.9934586,0.000807689,0.0003308261,0.0001257025,0.001000673,0.0009241885,0.00003424647,0.0002059332],"genre_scores_gemma":[0.1647461,0.8168428,0.006711121,0.00134988,0.0004313599,0.007896296,0.00165375,0.00003407523,0.0003346938],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02195891,"threshold_uncertainty_score":0.1161312,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1079460321452792,"score_gpt":0.4194990865994893,"score_spread":0.3115530544542101,"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."}}