{"id":"W3081828321","doi":"10.5770/cgj.23.463","title":"Using the Clinical Frailty Scale in Allocating Scarce Health Care Resources","year":2020,"lang":"en","type":"article","venue":"Canadian Geriatrics Journal","topic":"Frailty in Older Adults","field":"Medicine","cited_by":886,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Medicine; Scale (ratio); Triage; Clinical judgement; Health care; Gerontology; Judgement; Medical emergency; Intensive care medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009688815,0.0001609982,0.0003930142,0.0002196485,0.000414759,0.000116947,0.0003220881,0.0001418103,0.00007401771],"category_scores_gemma":[0.0009805644,0.0001297852,0.0001535563,0.000740957,0.0001028208,0.00008355095,0.00004550742,0.001427616,0.00001563277],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009016763,"about_ca_system_score_gemma":0.004249219,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02180355,"about_ca_topic_score_gemma":0.1207267,"domain_scores_codex":[0.9976224,0.0002935113,0.0008008269,0.0002720091,0.0003688899,0.0006423755],"domain_scores_gemma":[0.9972483,0.0001236484,0.0002588468,0.0002547607,0.0001967661,0.001917661],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002319541,0.00005687021,0.7283098,0.0003301214,0.0001190414,0.00131693,0.06870834,0.001536793,0.0001177373,0.0000194423,0.06620602,0.1330469],"study_design_scores_gemma":[0.00913918,0.001327085,0.4393223,0.001056618,0.0002693972,0.005012279,0.05654643,0.01291757,0.00008153694,0.0001058285,0.4731472,0.001074588],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8893974,0.005887563,0.0003998227,0.1021195,0.0007114059,0.0004401889,0.00003046946,0.00002537452,0.0009882484],"genre_scores_gemma":[0.9735805,0.0001859092,0.005250832,0.01835534,0.002528943,0.000001714557,0.000007144285,0.00003979179,0.00004983548],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4069411,"threshold_uncertainty_score":0.9847103,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1027268490009613,"score_gpt":0.3679108934178658,"score_spread":0.2651840444169046,"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."}}