{"id":"W4200240695","doi":"10.1007/s12630-021-02161-5","title":"Management of difficult and failed intubation in the general surgical population: a historical cohort study in a tertiary care centre","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Anesthesia/Journal canadien d anesthésie","topic":"Airway Management and Intubation Techniques","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":false,"ca_institutions":"Lunenfeld-Tanenbaum Research Institute; University of Toronto; Mount Sinai Hospital","funders":"University of Toronto","keywords":"Medicine; Intubation; Laryngoscopy; Incidence (geometry); Airway; Glottis; Airway management; Endotracheal intubation; Population; Surgery; Anesthesia; Tracheal intubation; Cohort; Larynx; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0009155138,0.0001808461,0.0004684166,0.0006622614,0.000111106,0.00007102029,0.0001972466,0.00009739343,0.000149326],"category_scores_gemma":[0.00005291678,0.0001391802,0.0001107947,0.0006067109,0.00004580581,0.00019738,0.00001099902,0.0004689802,4.861402e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00145512,"about_ca_system_score_gemma":0.0005636317,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.007743472,"about_ca_topic_score_gemma":0.02785579,"domain_scores_codex":[0.9978615,0.0002682705,0.000872994,0.000187554,0.0004850956,0.0003246082],"domain_scores_gemma":[0.9985997,0.00003405844,0.000327697,0.0001826847,0.0004379032,0.0004179672],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005496601,0.0001004237,0.7990422,0.00006392014,0.00005407418,0.1901204,0.003112716,0.00003334904,8.328852e-7,0.0002363189,0.0009516798,0.006229109],"study_design_scores_gemma":[0.001488441,0.0009313945,0.8989898,0.000301294,0.0001543716,0.08649591,0.008858491,0.00003599792,0.000007105526,0.00006063648,0.002541062,0.0001355088],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933839,0.00112333,0.000003898707,0.004269737,0.00007071267,0.0004511607,7.805239e-7,0.000003857026,0.0006926288],"genre_scores_gemma":[0.9986362,0.0003020463,0.0001746205,0.00002772921,0.0001507265,0.00000653869,0.0000155003,0.00001639695,0.0006702238],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1036245,"threshold_uncertainty_score":0.9988641,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008398293158023627,"score_gpt":0.233689582991548,"score_spread":0.2252912898335244,"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."}}