{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008215142,0.0006342729,0.0007276984,0.001375241,0.001803526,0.0009633431,0.0009077706,0.002246984,0.006417471],"category_scores_gemma":[0.004277394,0.0002785483,0.0008720518,0.0002390615,0.0006025588,0.001149419,0.001056402,0.003138258,0.002243306],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005784916,"about_ca_system_score_gemma":0.002165057,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009987411,"about_ca_topic_score_gemma":0.001839883,"domain_scores_codex":[0.9994605,0.00009646354,0.00009358398,0.00004942453,0.000148767,0.0001512408],"domain_scores_gemma":[0.9991794,0.0001040999,0.0001557198,0.00003361205,0.0001098417,0.0004173674],"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":[0.0007129436,0.001431849,0.1139946,0.001742247,0.0001315063,0.3355763,0.002409116,0.003368952,0.01828935,0.004391253,0.09362985,0.424322],"study_design_scores_gemma":[0.0002405712,0.005386486,0.2914986,0.009118708,0.0002399717,0.4776003,0.009166908,0.008304119,0.01086243,0.01474702,0.1723639,0.0004710078],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5239006,0.05561959,0.09320324,0.1187099,0.01328302,0.00652535,0.0005783715,0.002341981,0.185838],"genre_scores_gemma":[0.8258255,0.03870564,0.08572795,0.01670212,0.01135585,0.002764702,0.0009668268,0.0003149877,0.01763647],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006417471,"threshold_uncertainty_score":0.02146864,"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."}}