{"id":"W2913102475","doi":"10.1097/aln.0000000000002555","title":"Preparation for and Management of “Failed” Laryngoscopy and/or Intubation","year":2019,"lang":"en","type":"article","venue":"Anesthesiology","topic":"Airway Management and Intubation Techniques","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"University of Texas MD Anderson Cancer Center; Dalhousie University","keywords":"Medicine; Laryngoscopy; Intubation; Airway management; Airway; Tracheal intubation; Anesthesia; Airway obstruction; Hypoxia (environmental); Ventilation (architecture); Tracheal tube; Supraglottic airway; Oxygenation; Surgery","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":[0.0001179895,0.0000527284,0.0001404054,0.00006281518,0.00001500161,0.00000279601,0.00002094551,0.00005185787,0.0001580022],"category_scores_gemma":[0.000009632087,0.00003992246,0.00001477719,0.00003821221,0.00003102516,0.00005656198,0.00001831193,0.00001870384,0.000004785906],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000582761,"about_ca_system_score_gemma":0.000005114205,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003824081,"about_ca_topic_score_gemma":0.000001039449,"domain_scores_codex":[0.9996274,0.00001336885,0.000130619,0.0001300794,0.00003647562,0.00006211237],"domain_scores_gemma":[0.9997554,0.00003570586,0.00005846389,0.0001006253,0.00003413394,0.00001565525],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006196353,0.0002981823,0.3800566,0.005433474,0.0003186153,0.000003714237,0.001263209,0.000003642645,0.006697831,0.2103749,0.02709717,0.3622562],"study_design_scores_gemma":[0.003986752,0.05070258,0.7251819,0.0004260449,0.0003179561,0.00001175183,0.0006241811,0.003495177,0.02881568,0.01028418,0.1758368,0.0003170014],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940887,0.0001068341,0.0008418293,0.0002469863,0.00001776452,0.0009371762,5.161641e-7,0.00003579613,0.003724383],"genre_scores_gemma":[0.9866333,0.002282846,0.004220353,0.0001206619,0.00001579544,0.00008215342,0.00003307782,0.0000068112,0.006604985],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3619393,"threshold_uncertainty_score":0.1730013,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01637223505585831,"score_gpt":0.3161165285568746,"score_spread":0.2997442935010162,"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."}}