{"id":"W3095666455","doi":"10.1097/sla.0000000000004573","title":"Preoperative Cognitive Evaluations","year":2020,"lang":"en","type":"article","venue":"Annals of Surgery","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute on Aging","keywords":"Medicine; Perioperative; Cognition; Cognitive decline; Population; Cardiac surgery; Elective surgery; Risk assessment; Disease; Intensive care medicine; Surgery; Dementia; Internal medicine; Psychiatry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007653087,0.001647937,0.001181602,0.002453889,0.001696134,0.001018332,0.001005741,0.0009462454,0.03478517],"category_scores_gemma":[0.005987364,0.0002531298,0.0008983689,0.001140381,0.0003082793,0.001761678,0.0008677404,0.001469311,0.01034048],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001093992,"about_ca_system_score_gemma":0.002628318,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009566241,"about_ca_topic_score_gemma":0.01307666,"domain_scores_codex":[0.9993076,0.00009668813,0.000153267,0.00009449971,0.000211367,0.0001365878],"domain_scores_gemma":[0.9977487,0.0002267481,0.0002795793,0.0001115136,0.001221775,0.0004116647],"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":[0.001783763,0.001337864,0.2874813,0.001503719,0.0003578447,0.009760974,0.001225741,0.001574837,0.001427021,0.002099458,0.3258504,0.365597],"study_design_scores_gemma":[0.0005455133,0.003011992,0.4698251,0.009518028,0.0006013982,0.05515509,0.003058562,0.003778594,0.003785857,0.01248029,0.437536,0.0007034829],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.3051456,0.0679053,0.02102656,0.03379826,0.004406212,0.007435117,0.04849848,0.001787873,0.5099965],"genre_scores_gemma":[0.7945317,0.04792811,0.02174321,0.01343485,0.002408683,0.004837468,0.03230179,0.0003321675,0.08248204],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.03478517,"threshold_uncertainty_score":0.116368,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4158656014692082,"score_gpt":0.4259293151701933,"score_spread":0.01006371370098508,"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."}}