{"id":"W3155581274","doi":"10.1213/ane.0000000000005298","title":"Airway Management in Surgical Patients With Obstructive Sleep Apnea","year":2021,"lang":"en","type":"review","venue":"Anesthesia & Analgesia","topic":"Airway Management and Intubation Techniques","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Western Hospital; University of Toronto; London Health Sciences Centre; Western University","funders":"","keywords":"Medicine; Obstructive sleep apnea; Airway; Intubation; Airway management; Perioperative; Anesthesia; Intensive care medicine; Ventilation (architecture); Sleep apnea; Anesthesiology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002149332,0.0006277174,0.002061704,0.0006920601,0.00006346283,0.00005174582,0.0002740061,0.0003259751,0.0009429344],"category_scores_gemma":[0.000008598518,0.0004669613,0.0004555065,0.001128852,0.00009707739,0.0001366672,0.0000811475,0.0004745669,0.0000921777],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002508269,"about_ca_system_score_gemma":0.0000747583,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001313636,"about_ca_topic_score_gemma":0.000002823893,"domain_scores_codex":[0.9971986,0.0001876233,0.0007674307,0.000788294,0.000619568,0.0004384717],"domain_scores_gemma":[0.9986002,0.00005989665,0.0003465348,0.0006980934,0.0001504236,0.0001448847],"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":[0.0000377161,0.0002419246,0.0008768354,0.004236736,0.0004369569,0.001063196,0.00003788816,2.890897e-7,7.648446e-10,0.002520479,0.001857844,0.9886901],"study_design_scores_gemma":[0.0007767386,0.0006076813,0.00178852,0.006814821,0.001537221,0.00005559035,0.00005839331,0.000006487543,6.340858e-7,0.00001995166,0.987843,0.0004909062],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004004601,0.9641141,0.00007225621,0.0001239102,0.00002788219,0.002400696,0.000002427623,0.0001874803,0.03267077],"genre_scores_gemma":[0.0001259263,0.9922473,0.0006283091,0.00006901922,0.00008886177,0.0003541004,0.0008454075,0.0001078323,0.005533288],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9881992,"threshold_uncertainty_score":0.9999703,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01586467701861447,"score_gpt":0.2841240499393988,"score_spread":0.2682593729207843,"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."}}