{"id":"W3162997584","doi":"10.1213/ane.0000000000005595","title":"A Systematic Review and Meta-Analysis of Preoperative Frailty Instruments Derived From Electronic Health Data","year":2021,"lang":"en","type":"review","venue":"Anesthesia & Analgesia","topic":"Frailty in Older Adults","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; Queen's University; University of Ottawa","funders":"","keywords":"Medicine; Odds ratio; Confidence interval; MEDLINE; Meta-analysis; Odds; Perioperative; Random effects model; Electronic data; Emergency medicine; Internal medicine; Database; Surgery; 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":[0.03412193,0.003702879,0.02241656,0.01475344,0.000884434,0.004995961,0.002956733,0.00274125,0.003479011],"category_scores_gemma":[0.08722366,0.001816811,0.04274701,0.01239424,0.00101067,0.003208608,0.002490779,0.002477294,0.0003451486],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00497405,"about_ca_system_score_gemma":0.007966467,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007383029,"about_ca_topic_score_gemma":0.01610182,"domain_scores_codex":[0.9678695,0.01738467,0.008822974,0.002089509,0.003192414,0.0006410328],"domain_scores_gemma":[0.9439965,0.04315598,0.007434207,0.001475205,0.003570525,0.0003675331],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.001044411,0.00002665661,0.002409487,0.5406256,0.4407232,0.000100886,0.00009893888,0.0005025326,0.0001154035,0.0001830961,0.0005337085,0.01363594],"study_design_scores_gemma":[0.0004671428,0.0001836953,0.002384736,0.06974255,0.9246885,0.00008357863,0.00004941237,0.000192644,0.000104807,0.0002666809,0.001808981,0.00002728511],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003054352,0.9937816,0.0009237566,0.0002547005,0.000177205,0.0007646214,0.0007153712,0.00002592251,0.0003024742],"genre_scores_gemma":[0.1050756,0.8832465,0.005234723,0.001030937,0.0002793641,0.003535441,0.001290837,0.00003304084,0.0002735649],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.03412193,"threshold_uncertainty_score":0.1804562,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1203617867286281,"score_gpt":0.3843993914872528,"score_spread":0.2640376047586247,"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."}}