{"id":"W3217809264","doi":"10.1016/j.archger.2021.104586","title":"Early identification of frailty: Developing an international delphi consensus on pre-frailty","year":2021,"lang":"en","type":"article","venue":"Archives of Gerontology and Geriatrics","topic":"Frailty in Older Adults","field":"Medicine","cited_by":68,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"First Health Programme; National Institute on Aging; European Commission","keywords":"Gerontology; Delphi method; Psychological intervention; Cognition; Medicine; Quality of life (healthcare); Frailty Index; Psychology; Psychiatry; Computer science; Psychotherapist","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.2470808,0.001308014,0.002402263,0.006030804,0.005844533,0.00492295,0.00406632,0.004007439,0.002527493],"category_scores_gemma":[0.2013954,0.001266685,0.003865579,0.00242049,0.004506953,0.006335196,0.02149379,0.008566195,0.0007536878],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01259747,"about_ca_system_score_gemma":0.06502687,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007320065,"about_ca_topic_score_gemma":0.008386907,"domain_scores_codex":[0.8422948,0.1012032,0.02907277,0.003939842,0.01410409,0.009385441],"domain_scores_gemma":[0.8321009,0.0774055,0.009029264,0.005052913,0.06553168,0.01087985],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0008462569,0.001295874,0.08490213,0.01619525,0.0008071155,0.00133662,0.3945808,0.002940156,0.005382312,0.02713611,0.04094886,0.4236286],"study_design_scores_gemma":[0.0008415242,0.001673979,0.09486622,0.06088828,0.001141185,0.002485669,0.537811,0.01461321,0.003979841,0.06311909,0.2175139,0.001066155],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4382916,0.0193497,0.2522925,0.1496951,0.006855484,0.07041974,0.001379661,0.0005508625,0.06116534],"genre_scores_gemma":[0.6703784,0.007352652,0.2641741,0.01333905,0.0005830847,0.04002199,0.001319189,0.0002125828,0.00261906],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2470808,"threshold_uncertainty_score":0.9284834,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05082943180871365,"score_gpt":0.3362583490675015,"score_spread":0.2854289172587879,"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."}}