{"id":"W2791645909","doi":"10.1001/jamasurg.2018.0213","title":"From Preoperative Assessment to Preoperative Optimization of Frailty","year":2018,"lang":"en","type":"letter","venue":"JAMA Surgery","topic":"Frailty in Older Adults","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Medicine; Stressor; Vulnerability (computing); Frailty syndrome; Frailty Index; Intensive care medicine; Preoperative care; MEDLINE; Emergency medicine; Gerontology; Surgery; Psychiatry","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":[0.001431018,0.0004599515,0.0007436154,0.0006547509,0.001894179,0.001736326,0.00086699,0.008521892,0.005119861],"category_scores_gemma":[0.0177076,0.0002962699,0.000710797,0.0005139511,0.001460518,0.003077508,0.001661282,0.02008172,0.002740133],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002714846,"about_ca_system_score_gemma":0.0030888,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003140652,"about_ca_topic_score_gemma":0.007759828,"domain_scores_codex":[0.9986845,0.0003648314,0.0002469849,0.0001384456,0.0003919901,0.0001732038],"domain_scores_gemma":[0.994642,0.002467549,0.0002968351,0.0002006231,0.001357145,0.001035874],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001421274,0.0001664015,0.007332162,0.000216944,0.00002946425,0.008264407,0.0003182412,0.000347788,0.0007250859,0.004377555,0.8304931,0.1475868],"study_design_scores_gemma":[0.0004232905,0.0009346014,0.0203483,0.00668128,0.00008403094,0.03690944,0.002485583,0.002654675,0.001264978,0.06603447,0.8619714,0.0002080147],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002375515,0.01002466,0.0005303282,0.9692917,0.01096026,0.00002225693,0.00005128449,0.00005167317,0.00669231],"genre_scores_gemma":[0.0527512,0.02118486,0.002057382,0.8224156,0.0961345,0.00009284166,0.00017481,0.0000518866,0.005136921],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.008521892,"threshold_uncertainty_score":0.01969767,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03897018334278361,"score_gpt":0.3135916464729745,"score_spread":0.2746214631301909,"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."}}