{"id":"W1510494271","doi":"10.1007/bf03017419","title":"Management choices for the difficult airway by anesthesiologists in Canada","year":2002,"lang":"en","type":"article","venue":"Canadian Journal of Anesthesia/Journal canadien d anesthésie","topic":"Airway Management and Intubation Techniques","field":"Medicine","cited_by":92,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Western Hospital; University of Toronto","funders":"","keywords":"Laryngoscopy; Airway; Medicine; Intubation; Airway management; Laryngeal mask airway; Bronchoscopy; Tracheal intubation; Anesthesia; Laryngeal Masks; Surgery","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009259781,0.0003369927,0.0005847286,0.0006325739,0.0004276856,0.0001453218,0.0007221028,0.0001259728,0.0009196117],"category_scores_gemma":[0.0001644555,0.0002368187,0.0002184886,0.0006099422,0.0001612128,0.0002749603,0.0000089676,0.0006283935,0.000005543853],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002241708,"about_ca_system_score_gemma":0.001813796,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4930791,"about_ca_topic_score_gemma":0.8133068,"domain_scores_codex":[0.9972987,0.00008650841,0.0009700874,0.0002373839,0.0005266309,0.0008807219],"domain_scores_gemma":[0.9972733,0.0001700233,0.0005955841,0.000298618,0.0004971978,0.00116523],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001999943,0.00009899451,0.02534443,0.0001664902,0.0003281736,0.1307525,0.0007230737,0.0003229365,0.00001157282,0.0005920858,0.7500638,0.09139593],"study_design_scores_gemma":[0.002181872,0.002397972,0.02531618,0.0004040975,0.0003115578,0.2475497,0.001923189,0.0006488866,0.0001378162,0.0001335181,0.718474,0.0005211453],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9457821,0.009159649,0.0001285933,0.03822165,0.0004071823,0.001206166,0.00001250856,0.00002067211,0.005061522],"genre_scores_gemma":[0.987281,0.00214675,0.0002849576,0.0004509318,0.0003785372,0.00002926577,0.000009231552,0.00005369156,0.009365654],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3202277,"threshold_uncertainty_score":0.9999937,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0136746092845529,"score_gpt":0.2165385537533624,"score_spread":0.2028639444688095,"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."}}