{"id":"W2986549984","doi":"10.1093/gerona/glz260","title":"Commonly Used Screening Instruments to Identify Frailty Among Community-Dwelling Older People in a General Practice (Primary Care) Setting: A Study of Diagnostic Test Accuracy","year":2019,"lang":"en","type":"article","venue":"The Journals of Gerontology Series A","topic":"Frailty in Older Adults","field":"Medicine","cited_by":67,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Health and Medical Research Council","keywords":"Medicine; Polypharmacy; Gerontology; Primary care; Youden's J statistic; Test (biology); Checklist; Geriatrics; Diagnostic accuracy; Receiver operating characteristic; Family medicine; Internal medicine; Psychology; 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":[0.02825696,0.0006645873,0.0008984014,0.003039505,0.000517411,0.001343674,0.001070227,0.001612318,0.0006293248],"category_scores_gemma":[0.08333861,0.000487445,0.001480698,0.002240994,0.0009427112,0.001204698,0.001559231,0.0008834978,0.000264691],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009588365,"about_ca_system_score_gemma":0.0006586695,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003695986,"about_ca_topic_score_gemma":0.004278786,"domain_scores_codex":[0.9819155,0.009561599,0.002193305,0.001886454,0.00384545,0.0005976747],"domain_scores_gemma":[0.9025207,0.06197117,0.01996643,0.004483654,0.009275858,0.00178217],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002081366,0.00006528157,0.9969358,0.00003793234,0.0002095173,0.00001879989,0.000238286,0.00005832747,0.00004512105,0.00001707204,0.00005566676,0.002110017],"study_design_scores_gemma":[0.00005579873,0.0008035871,0.9964586,0.0000498095,0.0001814347,0.0002387024,0.0002820353,0.0016034,0.00008417574,0.00006608057,0.0001648389,0.00001147804],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975201,0.001085513,0.0005498459,0.00005241273,0.00001870563,0.00008109803,0.0002406208,0.000008709735,0.000442946],"genre_scores_gemma":[0.9990547,0.0001122346,0.0004896299,0.00003416108,0.00001164147,0.00004388642,0.0002151405,0.000002609103,0.00003590089],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02825696,"threshold_uncertainty_score":0.1494389,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05396224024654511,"score_gpt":0.3719995175301973,"score_spread":0.3180372772836522,"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."}}