{"id":"W2092647008","doi":"10.1016/j.jclinane.2010.06.009","title":"A survey of airway training among U.S. and Canadian Anesthesiology residency programs","year":2011,"lang":"en","type":"article","venue":"Journal of Clinical Anesthesia","topic":"Airway Management and Intubation Techniques","field":"Medicine","cited_by":50,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto General Hospital; University of Toronto","funders":"","keywords":"Medicine; Anesthesiology; Telephone survey; Competence (human resources); Residency training; Airway management; Intubation; Medical education; Documentation; Airway; Graduate medical education; Academic year; Supraglottic airway; Family medicine; Anesthesia; Psychology; Continuing education; Accreditation","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003687898,0.0001115854,0.0007180038,0.0002335452,0.00003128548,0.000006783205,0.0001469419,0.0001955271,0.0002955184],"category_scores_gemma":[0.0009951522,0.00008084555,0.0001591269,0.0001683329,0.0003894024,0.0001340094,0.00001121182,0.0003176361,0.000002584859],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001667086,"about_ca_system_score_gemma":0.0006143977,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007041556,"about_ca_topic_score_gemma":0.004986036,"domain_scores_codex":[0.9979076,0.000283122,0.001307971,0.0001170584,0.0001930917,0.0001911514],"domain_scores_gemma":[0.9980716,0.000220432,0.0007627303,0.0001612983,0.000427065,0.0003569023],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002533052,0.0001069576,0.8618691,0.00002562241,0.00004931972,0.00009310182,0.000634284,3.242029e-8,0.000001587994,0.0001725889,0.001175669,0.1356185],"study_design_scores_gemma":[0.000505325,0.006961497,0.9882258,0.0001810472,0.00008318188,0.0001118589,0.0002301968,0.00001786699,0.0000699173,0.00063158,0.002903971,0.00007780534],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944791,0.0002376024,0.00003635722,0.0006776006,0.00003442999,0.0001872192,2.382772e-7,0.00001487496,0.004332543],"genre_scores_gemma":[0.9966547,0.0004938507,0.001732642,0.0001920226,0.00008846252,0.000002234676,0.000002850177,0.00001443988,0.000818752],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1355406,"threshold_uncertainty_score":0.9995707,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1810471404811203,"score_gpt":0.361806315370146,"score_spread":0.1807591748890257,"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."}}