{"id":"W4390495206","doi":"10.1186/s12875-023-02225-z","title":"Perspectives on the representation of frailty in the electronic frailty index","year":2024,"lang":"en","type":"article","venue":"BMC Primary Care","topic":"Frailty in Older Adults","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of British Columbia Hospital","funders":"Canadian Institutes of Health Research; Canadian Nurses Foundation","keywords":"Delphi method; Context (archaeology); Gerontology; Medicine; Standardization; Index (typography); Vulnerability (computing); Scale (ratio); Psychology; Computer science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.07909869,0.0006176894,0.0004532447,0.003150193,0.007926639,0.007722162,0.001640685,0.002578979,0.002670716],"category_scores_gemma":[0.08097813,0.0005155101,0.0007333576,0.002361537,0.01313645,0.004849877,0.008098823,0.004349533,0.0002552572],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01972193,"about_ca_system_score_gemma":0.01712754,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1086187,"about_ca_topic_score_gemma":0.1099461,"domain_scores_codex":[0.9329731,0.0497122,0.003513836,0.001060978,0.008394839,0.00434505],"domain_scores_gemma":[0.9030388,0.06710514,0.004067521,0.002025069,0.02065971,0.00310389],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001553873,0.00007339368,0.048856,0.0009491342,0.00003461801,0.002168323,0.8210702,0.0005591573,0.003034689,0.01795895,0.0095932,0.09554704],"study_design_scores_gemma":[0.00002228026,0.000186868,0.04710245,0.002732915,0.00005730259,0.002114628,0.8350834,0.001165847,0.001786853,0.007681974,0.1018931,0.0001722773],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.6965169,0.006660683,0.01902548,0.1952208,0.0008173083,0.0008555353,0.0002974185,0.00005242229,0.08055356],"genre_scores_gemma":[0.9734625,0.003088853,0.01070222,0.009661876,0.0001856869,0.0003039163,0.00009419594,0.00001929939,0.002481415],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.1086187,"threshold_uncertainty_score":0.4183188,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0329019199042974,"score_gpt":0.3147621570964417,"score_spread":0.2818602371921443,"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."}}