{"id":"W2029773935","doi":"10.1097/eja.0b013e32831bc6b0","title":"Audit of a systematic approach to laryngoscopy for predicted difficult intubation under general anaesthesia","year":2009,"lang":"en","type":"letter","venue":"European Journal of Anaesthesiology","topic":"Airway Management and Intubation Techniques","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital","funders":"","keywords":"Laryngoscopy; Medicine; Video laryngoscope; Intubation; Laryngoscopes; General anaesthesia; Airway management; Anesthesia; Airway; Tracheal intubation; Audit; Cricoid pressure","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01271447,0.0002481984,0.0003587746,0.002491917,0.0007289925,0.0008270765,0.0007757395,0.0007343604,0.001236757],"category_scores_gemma":[0.09965307,0.0004709245,0.0002592482,0.001404762,0.0007460343,0.0006942009,0.001155836,0.001240119,0.0004558205],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001673748,"about_ca_system_score_gemma":0.006021889,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004850747,"about_ca_topic_score_gemma":0.00837326,"domain_scores_codex":[0.9734889,0.008944171,0.007318597,0.0007077038,0.00894805,0.0005926303],"domain_scores_gemma":[0.7763714,0.04169301,0.09327336,0.005649201,0.07589047,0.007122596],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00065026,0.0005526891,0.7471864,0.00523803,0.0001260778,0.008203122,0.007820341,0.0006182456,0.007720141,0.0003542074,0.04354436,0.1779863],"study_design_scores_gemma":[0.00006553659,0.002414769,0.9213877,0.005311992,0.00009409276,0.01061421,0.003295826,0.001544663,0.002590181,0.0001397618,0.05243648,0.0001049281],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9034928,0.02499705,0.007466824,0.03285487,0.003597552,0.006284192,0.002446147,0.000756334,0.01810426],"genre_scores_gemma":[0.9654742,0.01050149,0.01216887,0.006770671,0.001084346,0.0007952963,0.000787538,0.00007981528,0.002337734],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01271447,"threshold_uncertainty_score":0.06724137,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03186828573872495,"score_gpt":0.2685817117534621,"score_spread":0.2367134260147372,"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."}}