{"id":"W4410177027","doi":"10.1111/jocn.17793","title":"A Mixed Methods Study of Risk Factors for Frailty in Peritoneal Dialysis Patients","year":2025,"lang":"en","type":"article","venue":"Journal of Clinical Nursing","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Polypharmacy; Montreal Cognitive Assessment; Comorbidity; Population; Social support; Gerontology; Hospital Anxiety and Depression Scale; Anxiety; Physical therapy; Cognition; Internal medicine; Cognitive impairment; Psychiatry; Environmental health; Psychology","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":[0.02652159,0.0006283907,0.001239538,0.002298367,0.001668298,0.001520007,0.001102654,0.001071063,0.002294033],"category_scores_gemma":[0.02145604,0.0005254634,0.001715977,0.002019412,0.0007120031,0.000863807,0.001374328,0.0006305303,0.00029191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001606796,"about_ca_system_score_gemma":0.002355163,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002628682,"about_ca_topic_score_gemma":0.003539082,"domain_scores_codex":[0.9798886,0.01515331,0.001546237,0.001175091,0.001658503,0.000578196],"domain_scores_gemma":[0.985894,0.007809585,0.003155499,0.001205492,0.001528501,0.0004069505],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.001925259,0.00244741,0.8872597,0.002739969,0.002001525,0.0009485204,0.0325481,0.000628649,0.001169482,0.002759628,0.00184154,0.06373025],"study_design_scores_gemma":[0.001280367,0.01328302,0.8933544,0.003016155,0.001649298,0.001846565,0.05501762,0.009731333,0.001763029,0.005222344,0.01359642,0.0002395139],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9664915,0.004155938,0.0179157,0.0005582272,0.0001172459,0.007866881,0.001231054,0.00002703177,0.001636389],"genre_scores_gemma":[0.9518111,0.001301049,0.02384796,0.0008877333,0.00008457608,0.02018232,0.0007066856,0.000008737886,0.001169781],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02652159,"threshold_uncertainty_score":0.1402612,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08328316494605824,"score_gpt":0.4964200792424738,"score_spread":0.4131369142964156,"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."}}