{"id":"W4408270789","doi":"10.1016/j.tjfa.2025.100033","title":"A systematic review of assessment tools for cognitive frailty: Use, psychometric properties, and clinical utility","year":2025,"lang":"en","type":"review","venue":"The Journal of Frailty & Aging","topic":"Frailty in Older Adults","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Cognition; Gerontology; Systematic review; MEDLINE; Psychiatry","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":[0.01941755,0.001830412,0.009459678,0.01538751,0.0008662789,0.003411968,0.002535738,0.001926299,0.003671731],"category_scores_gemma":[0.1064249,0.001094062,0.008390156,0.01584904,0.001321075,0.003085717,0.002044765,0.001297444,0.0003321021],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005769046,"about_ca_system_score_gemma":0.01691795,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01222879,"about_ca_topic_score_gemma":0.03657654,"domain_scores_codex":[0.9828053,0.006168779,0.00678981,0.001022808,0.00285556,0.0003577113],"domain_scores_gemma":[0.9114544,0.06937165,0.01181755,0.001086111,0.005849847,0.000420499],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001498446,0.000008383222,0.001077484,0.9603648,0.006997657,0.0000752498,0.0002219018,0.00007431697,0.00007622917,0.0001725568,0.001011777,0.0297697],"study_design_scores_gemma":[0.0001422326,0.0001098015,0.005744335,0.9310796,0.05177978,0.0002776574,0.0002100654,0.00007216167,0.0001024141,0.0002793543,0.01017006,0.00003253258],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001199692,0.9969801,0.0002009556,0.0002421341,0.00007116687,0.0004102786,0.0006470314,0.000007423286,0.0002411533],"genre_scores_gemma":[0.01696184,0.979937,0.0009464819,0.0004544766,0.00006362162,0.001067527,0.0004656589,0.000007521475,0.00009600304],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01941755,"threshold_uncertainty_score":0.1026911,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.299912099190452,"score_gpt":0.4711068424562234,"score_spread":0.1711947432657713,"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."}}