{"id":"W4412840060","doi":"10.31125/globnursinsights.1743962","title":"Assessment of Frailty in Elderly Individuals with Heart Failure","year":2025,"lang":"en","type":"article","venue":"Global Nursing Insights","topic":"Frailty in Older Adults","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Heart failure; Medicine; Gerontology; Psychology; Internal medicine; Cardiology; Intensive care 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":[0.0009643937,0.0002104572,0.0002541307,0.0008705076,0.0003666846,0.0003687524,0.0001651465,0.000280207,0.0009483077],"category_scores_gemma":[0.002026102,0.0001381836,0.0002309912,0.0004352966,0.0001694882,0.0004111681,0.0003939754,0.000361498,0.000147126],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001497116,"about_ca_system_score_gemma":0.0002283688,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00139598,"about_ca_topic_score_gemma":0.002887139,"domain_scores_codex":[0.9997025,0.00008402504,0.00005337739,0.0000339101,0.00008710756,0.00003898802],"domain_scores_gemma":[0.9992599,0.0001064271,0.0003500982,0.00002259899,0.0001170693,0.0001438802],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005451723,0.00007600331,0.997437,0.00001953342,0.00002245968,0.00003575105,0.0001683387,0.00001803869,0.0001299089,0.000005355653,0.0000669131,0.001966047],"study_design_scores_gemma":[0.00000401693,0.0002686869,0.9991222,0.00001431487,0.00000883876,0.0002249828,0.0001781026,0.00004235389,0.00002535156,0.00001152465,0.00009705179,0.000002568096],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999014,0.0003161411,0.00006133716,0.00003863387,0.000006189512,0.00002046806,0.0001365912,0.000001944243,0.0004047293],"genre_scores_gemma":[0.9993592,0.0001382854,0.0001565501,0.00003872551,0.000008726606,0.00002044509,0.000145834,4.607178e-7,0.0001318706],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00139598,"threshold_uncertainty_score":0.00510025,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01366747523001712,"score_gpt":0.327059074798998,"score_spread":0.3133915995689809,"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."}}