{"id":"W3169208941","doi":"10.1016/j.chest.2021.05.049","title":"Routine Frailty Screening in Critical Illness","year":2021,"lang":"en","type":"article","venue":"CHEST Journal","topic":"Frailty in Older Adults","field":"Medicine","cited_by":77,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University; Nova Scotia Health Authority","funders":"Health Research Council of New Zealand; Shire; Austin Medical Research Foundation; QEII Foundation; Dalhousie Medical Research Foundation; Canadian Institutes of Health Research; Alzheimer Society; Novartis; Jackson Laboratory; Roche","keywords":"Medicine; Critical illness; Intensive care medicine; Gerontology; Critically ill","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003551862,0.000125233,0.0002831065,0.00009805401,0.000102485,0.00006475726,0.00009219131,0.000108356,0.001164081],"category_scores_gemma":[0.002623693,0.0001142505,0.0001015094,0.0002774305,0.00008812628,0.0001460066,0.00005869366,0.0009358891,0.00005468208],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007711583,"about_ca_system_score_gemma":0.0002263016,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008780813,"about_ca_topic_score_gemma":0.00002800964,"domain_scores_codex":[0.9986526,0.00007013696,0.000361195,0.0001922679,0.000352239,0.0003716015],"domain_scores_gemma":[0.9990002,0.000181491,0.00004332673,0.0002133461,0.0002502618,0.0003113915],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005643211,0.001829931,0.6585395,0.0009421684,0.0002621757,0.05181022,0.006122803,0.0001271659,0.02894085,0.002048332,0.02533763,0.2234749],"study_design_scores_gemma":[0.007077944,0.0001665595,0.8548465,0.00201999,0.0001163859,0.02865409,0.002825378,0.001080468,0.02749514,0.001227546,0.07403085,0.0004590892],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9089693,0.002084554,0.01657549,0.06069365,0.001102787,0.0001185454,0.000006288095,0.00006494044,0.01038445],"genre_scores_gemma":[0.9811804,0.00006939899,0.01501541,0.001124446,0.0008675029,0.000002598785,0.00000842049,0.00002467695,0.001707114],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2230158,"threshold_uncertainty_score":0.999749,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06999019446920919,"score_gpt":0.3645178090196579,"score_spread":0.2945276145504487,"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."}}