{"id":"W22474035","doi":"10.1007/s12630-014-0183-0","title":"A survey of Canadian anesthesiologists’ preferences in difficult intubation and “cannot intubate, cannot ventilate” situations","year":2014,"lang":"en","type":"article","venue":"Canadian Journal of Anesthesia/Journal canadien d anesthésie","topic":"Airway Management and Intubation Techniques","field":"Medicine","cited_by":62,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Western Hospital; University of Toronto; University Health Network","funders":"University of Toronto","keywords":"Intubation; Anesthesia; Medicine; Medical emergency","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002659227,0.0003213628,0.0007923028,0.004085096,0.0002650749,0.0001337402,0.0003978226,0.0002764274,0.0003269291],"category_scores_gemma":[0.001235825,0.000285597,0.0001222353,0.001602935,0.0003228602,0.0004175253,0.000009969163,0.0006944267,0.000003914484],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007127466,"about_ca_system_score_gemma":0.004343653,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5326229,"about_ca_topic_score_gemma":0.8638943,"domain_scores_codex":[0.9970663,0.0003541664,0.001231157,0.0002592108,0.0004022752,0.0006869424],"domain_scores_gemma":[0.9954594,0.0001422561,0.000817194,0.0002517557,0.001510336,0.001819065],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000492943,0.0001993792,0.8088524,0.0003542645,0.0003148327,0.02598247,0.006273507,0.0005707212,0.0001445851,0.003417519,0.02774354,0.1256538],"study_design_scores_gemma":[0.001199065,0.006243293,0.9043236,0.0006683622,0.0001446374,0.06943582,0.0007190247,0.0004508536,0.0002085463,0.0007465084,0.01540797,0.0004522601],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927531,0.0004706238,0.00003270825,0.00360103,0.0001140085,0.0003057352,0.00001098101,0.00001055237,0.002701211],"genre_scores_gemma":[0.9982538,0.0006330163,0.0002334249,0.00007213935,0.0001382425,0.000006177824,0.00005130811,0.0000358791,0.0005760384],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3312714,"threshold_uncertainty_score":0.9999596,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02607586817540616,"score_gpt":0.2425695920585338,"score_spread":0.2164937238831276,"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."}}