{"id":"W4312103443","doi":"10.1093/geroni/igac059.094","title":"EARLY DETECTION AND MANAGEMENT OF FRAILTY IN PRIMARY CARE: VALIDATION OF THE EFI-CGA WITH ELECTRONIC HEALTH RECORDS","year":2022,"lang":"en","type":"article","venue":"Innovation in Aging","topic":"Frailty in Older Adults","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nova Scotia Health Authority; Fraser Health","funders":"","keywords":"Intraclass correlation; Medicine; Gerontology; Internal medicine; Psychometrics; Clinical psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03303234,0.0004519053,0.0008194618,0.004607232,0.0009171722,0.002074677,0.001394768,0.0007410376,0.001324889],"category_scores_gemma":[0.08169137,0.0003838392,0.0009117525,0.003497019,0.0006957385,0.001364381,0.002096448,0.0006487377,0.0004685817],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002571235,"about_ca_system_score_gemma":0.003102737,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05733513,"about_ca_topic_score_gemma":0.06823342,"domain_scores_codex":[0.9793141,0.009014619,0.004022308,0.001440922,0.005332797,0.0008752107],"domain_scores_gemma":[0.9089393,0.03280879,0.01916882,0.006441092,0.0308073,0.001834658],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002787132,0.0001722495,0.9837986,0.000158656,0.0001375022,0.00004035095,0.0006480283,0.0002116435,0.0001686961,0.00004998778,0.0006833911,0.01365214],"study_design_scores_gemma":[0.000037004,0.000205175,0.9976736,0.0001016795,0.00004321988,0.00006438626,0.0003159401,0.0008555844,0.0001346598,0.00002786377,0.0005323148,0.000008658051],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9844505,0.0007191305,0.00274708,0.0004148653,0.00005820173,0.001890466,0.005039177,0.00007759219,0.004602911],"genre_scores_gemma":[0.986393,0.0002732958,0.008476612,0.0001673168,0.00006273692,0.001162652,0.003058068,0.000009971024,0.0003962867],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05733513,"threshold_uncertainty_score":0.1746938,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01589008878927453,"score_gpt":0.2697837214657454,"score_spread":0.2538936326764709,"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."}}