{"id":"W4391563601","doi":"10.1186/s12877-024-04724-9","title":"A novel scale for triage assessment of frailty in the emergency department (ED-FraS): a prospective videotaped study","year":2024,"lang":"en","type":"article","venue":"BMC Geriatrics","topic":"Frailty in Older Adults","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"National Taiwan University; National Taiwan University Hospital; National Health Research Institutes; Ministry of Science and Technology, Taiwan","keywords":"Medicine; Emergency department; Triage; Prospective cohort study; Emergency medicine; Pediatrics; Psychiatry; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.00249666,0.0003465649,0.0003051024,0.001082207,0.0003206215,0.0005012292,0.0003139096,0.0003549864,0.001460213],"category_scores_gemma":[0.01049882,0.0002165333,0.0004430632,0.0004935756,0.0003099585,0.0007825952,0.0005592718,0.0004775458,0.0003302047],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003820886,"about_ca_system_score_gemma":0.0004452721,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002154748,"about_ca_topic_score_gemma":0.003065429,"domain_scores_codex":[0.9991228,0.0003830892,0.00009754411,0.0001360311,0.0001876749,0.00007286873],"domain_scores_gemma":[0.9947184,0.001633437,0.001439709,0.0002974016,0.001473724,0.0004374469],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007550456,0.0009357192,0.9875699,0.00004525608,0.0000622369,0.0001253669,0.0007750356,0.0001095102,0.0006901353,0.00003712343,0.00027359,0.008621174],"study_design_scores_gemma":[0.0001910527,0.004139637,0.9914061,0.00002514299,0.00004793339,0.000354673,0.001233039,0.001747803,0.0003152635,0.00003194478,0.0004827791,0.00002464366],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989881,0.00003960439,0.0003410628,0.00001102958,0.000007267462,0.0001866307,0.0002179218,0.000002936757,0.000205424],"genre_scores_gemma":[0.9972945,0.0000801694,0.001328114,0.00002610697,0.00002300039,0.0004560293,0.0005436143,0.000003238276,0.0002452185],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00249666,"threshold_uncertainty_score":0.01320374,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04462026536885125,"score_gpt":0.3695759346696352,"score_spread":0.324955669300784,"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."}}