{"id":"W4295234846","doi":"10.1111/anae.15860","title":"Frailty and emergency surgery: identification and evidence‐based care for vulnerable older adults","year":2022,"lang":"en","type":"review","venue":"Anaesthesia","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Medicine; Polypharmacy; Delirium; Geriatrics; Odds; Multidisciplinary approach; Disease; Medical prescription; Population; MEDLINE; Gerontology; Intensive care medicine; Medical emergency; Nursing; Psychiatry; Logistic regression","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":[0.009959134,0.0006775222,0.001585973,0.004928839,0.001023626,0.003272794,0.002123645,0.002892852,0.003761606],"category_scores_gemma":[0.04843612,0.0004824177,0.002098667,0.002330221,0.0006315401,0.003566543,0.003998809,0.004614592,0.0009736955],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002502464,"about_ca_system_score_gemma":0.01426343,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006421911,"about_ca_topic_score_gemma":0.01815709,"domain_scores_codex":[0.9946498,0.002088654,0.001578094,0.0002424785,0.001207495,0.0002334806],"domain_scores_gemma":[0.97173,0.01148132,0.005469485,0.0006003912,0.006968706,0.003750184],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001239548,0.0004291397,0.007541602,0.04523158,0.0007147167,0.0003923977,0.0005867303,0.000461472,0.0001819298,0.002490107,0.07921808,0.8626283],"study_design_scores_gemma":[0.0005005288,0.0006674307,0.04498098,0.5940174,0.001893737,0.001759897,0.002240884,0.001093803,0.0002367316,0.0103136,0.3421193,0.0001757176],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0027389,0.8908558,0.001715482,0.09595729,0.002319077,0.0004248741,0.0003233851,0.00007945544,0.005585814],"genre_scores_gemma":[0.03301706,0.9315259,0.01628865,0.01413001,0.002487791,0.000822756,0.000763945,0.00001783437,0.0009460287],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.009959134,"threshold_uncertainty_score":0.05266953,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09638089950436234,"score_gpt":0.3622825955850975,"score_spread":0.2659016960807351,"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."}}