{"id":"W3204401612","doi":"10.1016/j.cjca.2021.09.027","title":"The Crying Need for Validated Consensus Frailty Measurement Standards: Will the Real Frailty Please Stand Up?","year":2021,"lang":"en","type":"letter","venue":"Canadian Journal of Cardiology","topic":"Frailty in Older Adults","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo; Research Institute for Aging","funders":"","keywords":"Medicine; Gerontology; Crying; Value (mathematics); Psychiatry; Computer science; Machine learning","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.02114537,0.0006499518,0.002136321,0.00136801,0.00670553,0.005829417,0.00282775,0.06730057,0.006468305],"category_scores_gemma":[0.1151889,0.001088115,0.001806341,0.001083858,0.00508519,0.006464723,0.003485327,0.06580877,0.004277818],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01038263,"about_ca_system_score_gemma":0.02673627,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03646901,"about_ca_topic_score_gemma":0.05737728,"domain_scores_codex":[0.9766309,0.006535825,0.004326018,0.002159387,0.007737724,0.002610143],"domain_scores_gemma":[0.8861296,0.05849173,0.004791858,0.001996772,0.02827776,0.02031238],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003049811,0.00004211489,0.001473025,0.0000682127,0.00001619925,0.00110026,0.0004054335,0.00005597549,0.0001324554,0.003827243,0.9772418,0.01560687],"study_design_scores_gemma":[0.0001456704,0.00008760589,0.003879227,0.001296326,0.00005545061,0.003051791,0.003031309,0.001052368,0.000213841,0.02074548,0.9662417,0.0001991657],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001845852,0.0003103962,0.0001094321,0.9928422,0.00595256,0.000004440236,0.00001767032,0.000009179498,0.000569567],"genre_scores_gemma":[0.004359931,0.0006894532,0.0009815431,0.9689013,0.02304556,0.00003907776,0.00004472783,0.00002954812,0.001908756],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9788547,"threshold_uncertainty_score":0.1118287,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07860342954179746,"score_gpt":0.3003027956378636,"score_spread":0.2216993660960662,"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."}}