{"id":"W4388979158","doi":"10.1016/j.cjca.2023.11.020","title":"Association and Prognostic Value of Multidomain Frailty Defined by Cumulative Deficit and Phenotype Models in Patients With Heart Failure","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Cardiology","topic":"Frailty in Older Adults","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Novartis Pharma; Otsuka Pharmaceutical; Japan Heart Foundation; Novartis Pharmaceuticals Corporation","keywords":"Medicine; Heart failure; Association (psychology); Phenotype; Internal medicine; Value (mathematics); Cardiology; Gerontology; Statistics; Genetics; Gene","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.002224804,0.0009383793,0.001002183,0.0008815696,0.0006114895,0.001693609,0.0008079823,0.001209523,0.001974208],"category_scores_gemma":[0.006671475,0.0003126766,0.001451873,0.0008612432,0.000480748,0.001060926,0.001342797,0.002131104,0.0002510855],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005219011,"about_ca_system_score_gemma":0.0007866578,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009562713,"about_ca_topic_score_gemma":0.01070437,"domain_scores_codex":[0.9991448,0.0003018405,0.0001015243,0.0001622799,0.0001147941,0.000174795],"domain_scores_gemma":[0.9967119,0.001041406,0.0007459237,0.0003336177,0.0003885336,0.0007786275],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004735093,0.00005970644,0.9975994,0.00000803174,0.000246245,0.00003629885,0.00004420517,0.0002458419,0.0000490643,0.00004823104,0.0001098515,0.001079453],"study_design_scores_gemma":[0.00003662893,0.0002473294,0.9939455,0.00001753449,0.0002446753,0.0001399684,0.0003078317,0.004538381,0.00002880299,0.0003369171,0.0001387973,0.0000177178],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982351,0.0004407924,0.000171302,0.0001905345,0.00003245288,0.000005711211,0.0003423802,0.000005871435,0.0005757298],"genre_scores_gemma":[0.9993936,0.00007846012,0.00007709982,0.00002531406,0.00002796891,0.000003944623,0.0002877667,0.000001515746,0.0001042801],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009562713,"threshold_uncertainty_score":0.01901406,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0127360173656264,"score_gpt":0.230264567140205,"score_spread":0.2175285497745786,"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."}}