{"id":"W3047550207","doi":"10.1111/ajag.12829","title":"FRAIL scale: Predictive validity and diagnostic test accuracy","year":2020,"lang":"en","type":"article","venue":"Australasian Journal on Ageing","topic":"Frailty in Older Adults","field":"Medicine","cited_by":81,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Resthaven Incorporated","keywords":"Youden's J statistic; Receiver operating characteristic; Scale (ratio); Medicine; Predictive validity; Positive predicative value; Test (biology); Statistics; Gerontology; Predictive value; Internal medicine; Mathematics; Clinical psychology; Cartography","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0001867355,0.0002357897,0.0003417647,0.00008253573,0.0001933049,0.0001212579,0.0001349926,0.0001141129,0.0003268829],"category_scores_gemma":[0.0128032,0.000201902,0.0001081125,0.0002138558,0.0001148522,0.000293317,0.00004809299,0.001213153,0.0001185663],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000849436,"about_ca_system_score_gemma":0.00009579131,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004035795,"about_ca_topic_score_gemma":0.000002110054,"domain_scores_codex":[0.998407,0.0000764428,0.0003923404,0.000307844,0.0004316675,0.0003846741],"domain_scores_gemma":[0.9965913,0.002047306,0.0001874459,0.0001698845,0.0001001002,0.0009040007],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004578571,0.0005236018,0.7985241,0.0003529907,0.0002466838,0.01930334,0.006151106,0.000173004,0.00484365,0.00002856572,0.04572548,0.1236697],"study_design_scores_gemma":[0.003241197,0.004030705,0.9727547,0.00138142,0.0002641636,0.003039633,0.0005955907,0.0004951989,0.002183664,0.0001635895,0.01155307,0.0002971394],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9586703,0.0001073501,0.0005444255,0.03742304,0.0002824779,0.0003366604,0.0000238323,0.0001060376,0.002505935],"genre_scores_gemma":[0.9951933,0.0002260402,0.0007066652,0.002377022,0.00116598,0.000004943119,0.00000578621,0.00003735047,0.0002829221],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1742306,"threshold_uncertainty_score":0.9955124,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0373176625226545,"score_gpt":0.2935108916929937,"score_spread":0.2561932291703392,"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."}}