{"id":"W3136025872","doi":"10.1213/ane.0000000000005479","title":"Association of Obstructive Sleep Apnea With Difficult Intubation: Prospective Multicenter Observational Cohort Study","year":2021,"lang":"en","type":"article","venue":"Anesthesia & Analgesia","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Scarborough Hospital; Toronto Western Hospital; University of Toronto; University Health Network","funders":"","keywords":"Medicine; Obstructive sleep apnea; Intubation; Prospective cohort study; Polysomnography; Airway; Perioperative; Body mass index; Continuous positive airway pressure; Anesthesia; Sleep apnea; Observational study; Apnea; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0003895882,0.0002522765,0.0005687025,0.0001488589,0.0001267839,0.00004071055,0.0001265695,0.0001273287,0.000359884],"category_scores_gemma":[0.0004034775,0.0002118648,0.0001125659,0.001106916,0.0001108679,0.0002415783,0.00004096253,0.0003373318,0.0000309865],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005865216,"about_ca_system_score_gemma":0.0001503349,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006506091,"about_ca_topic_score_gemma":0.00007480221,"domain_scores_codex":[0.9969348,0.0002536108,0.0004583239,0.0005907505,0.001418756,0.0003437389],"domain_scores_gemma":[0.995677,0.000226841,0.0003276255,0.0004375416,0.003190555,0.0001404463],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004879015,0.001259304,0.9923229,0.00004803535,0.001348332,0.0004086312,0.001036041,0.00002886022,0.001461162,0.0005243438,0.00006727033,0.001007186],"study_design_scores_gemma":[0.003106511,0.0008563834,0.9851314,0.00003298333,0.0005450753,0.0001426457,0.002748357,0.0008152238,0.006295632,0.00005252388,0.00007575363,0.0001974769],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995415,0.00004077163,0.0002576965,0.001866447,0.00003136213,0.001515516,0.000005361542,0.00005176583,0.0008160615],"genre_scores_gemma":[0.9969736,0.000004729238,0.001477886,0.0001080574,0.0001221964,0.0001710062,0.0001386462,0.00004037463,0.0009635328],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007191498,"threshold_uncertainty_score":0.8639597,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01454075755779159,"score_gpt":0.2721282812221086,"score_spread":0.257587523664317,"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."}}