{"id":"W4414805275","doi":"10.1016/j.tjfa.2025.100088","title":"Frailty assessment utilization around the globe–a systematic review","year":2025,"lang":"en","type":"article","venue":"The Journal of Frailty & Aging","topic":"Frailty in Older Adults","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Institute of Aging; National Institutes of Health","keywords":"Healthy aging; MEDLINE; Older people; Frailty Index; Measure (data warehouse); Physical activity","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003609041,0.0002283487,0.0008333392,0.0001249964,0.0002726194,0.00007131615,0.0006230564,0.00006329511,0.00008787926],"category_scores_gemma":[0.001229668,0.0001109771,0.0002701833,0.0006368628,0.0001216102,0.0002038741,0.0001129107,0.0007642024,0.0000210242],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003209505,"about_ca_system_score_gemma":0.000385223,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003982634,"about_ca_topic_score_gemma":0.00001502883,"domain_scores_codex":[0.9969065,0.000600064,0.001226383,0.0001354976,0.0008512583,0.0002803209],"domain_scores_gemma":[0.9969118,0.0008063876,0.0008705576,0.0008146585,0.0005048171,0.00009179288],"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":[0.0003741739,0.001069419,0.01086,0.6424494,0.006198095,0.0003464887,0.006697414,0.0007253498,0.007281843,0.007512777,0.2816579,0.03482715],"study_design_scores_gemma":[0.004616072,0.0005787939,0.0406932,0.8986445,0.01541529,0.00390589,0.004274377,0.004497321,0.001346015,0.003919655,0.02154498,0.0005638779],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.08505514,0.4309015,0.1066428,0.3311301,0.003952581,0.008304745,0.00001817991,0.0002164813,0.03377849],"genre_scores_gemma":[0.9632955,0.01532027,0.0008298893,0.01555473,0.0004810519,0.00002356207,0.000006207333,0.00003537302,0.0044534],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8782403,"threshold_uncertainty_score":0.4525514,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05920763696902185,"score_gpt":0.3797166702337709,"score_spread":0.3205090332647491,"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."}}