{"id":"W4406410182","doi":"10.1111/psyg.13242","title":"The relationship between frailty levels and quality of life in patients over 65 years of age receiving regular hemodialysis treatment","year":2025,"lang":"en","type":"article","venue":"Psychogeriatrics","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Hemodialysis; Medicine; Quality of life (healthcare); Gerontology; Intensive care medicine; Internal medicine; Nursing","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":[0.0006639049,0.0001262118,0.0002590325,0.0007487015,0.000285696,0.0004316305,0.0001295705,0.0002406828,0.001101355],"category_scores_gemma":[0.002642229,0.00008188512,0.0002705253,0.0006163809,0.0001961752,0.0002808325,0.0003130008,0.0004199442,0.0001013546],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002183977,"about_ca_system_score_gemma":0.0002801944,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001205067,"about_ca_topic_score_gemma":0.001744763,"domain_scores_codex":[0.9996685,0.00008242031,0.00005306171,0.00003818711,0.00008921105,0.00006860458],"domain_scores_gemma":[0.9975703,0.0004985223,0.001177788,0.00005689401,0.0002053505,0.0004910371],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006217685,0.000042482,0.9984344,0.00001174464,0.00002347793,0.00003683638,0.00009248504,0.00002154343,0.00008106977,0.000006483328,0.00002378281,0.001163505],"study_design_scores_gemma":[0.000002400466,0.0001152663,0.9995162,0.000005160033,0.00000959351,0.0001176343,0.0001019687,0.00004172436,0.00001830848,0.00001015775,0.00005975456,0.000001740574],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994013,0.0002704347,0.00002865717,0.00002650947,0.00000304977,0.000003647887,0.00006236575,5.225694e-7,0.0002034525],"genre_scores_gemma":[0.9998171,0.00005809831,0.00002918122,0.000009549918,0.000003796554,0.00000285691,0.00005098166,1.757712e-7,0.00002819032],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001205067,"threshold_uncertainty_score":0.003684342,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07054507477810719,"score_gpt":0.3448933156607729,"score_spread":0.2743482408826657,"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."}}