{"id":"W2507809601","doi":"10.1017/cem.2016.361","title":"Device and Medication Preferences of Canadian Physicians for Emergent Endotracheal Intubation in Critically Ill Patients","year":2016,"lang":"en","type":"article","venue":"Canadian Journal of Emergency Medicine","topic":"Airway Management and Intubation Techniques","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa Hospital; CancerCare Manitoba; NSCAD University; University of British Columbia; Vancouver Coastal Health Research Institute; George & Fay Yee Centre for Healthcare Innovation; Vancouver Coastal Health; Winnipeg Regional Health Authority; University of Ottawa; University of Manitoba; Hôpital de l'Enfant-Jésus; Université Laval; Dalhousie University","funders":"","keywords":"Medicine; Intubation; Laryngoscopy; Intensive care unit; Emergency medicine; Medical emergency; Fentanyl; Tracheal intubation; Backup; Intensive care medicine; Anesthesia; Database","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":[0.001006134,0.000209148,0.0003501865,0.001224766,0.001901536,0.001519496,0.0007377909,0.001009638,0.005865836],"category_scores_gemma":[0.01307383,0.0002699492,0.000749634,0.001680172,0.000614414,0.0004654359,0.0005613305,0.001291797,0.0003634137],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009040433,"about_ca_system_score_gemma":0.01010025,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7831107,"about_ca_topic_score_gemma":0.8882189,"domain_scores_codex":[0.998154,0.0001757417,0.0001777424,0.0001641799,0.0008464442,0.0004818064],"domain_scores_gemma":[0.9905882,0.001597633,0.002840327,0.0001392869,0.002762908,0.002071597],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003004539,0.0001109067,0.9874555,0.00006061945,0.0001006617,0.0002216063,0.001948541,0.0001109209,0.0002075724,0.0001728786,0.003499132,0.005811212],"study_design_scores_gemma":[0.00002459207,0.00007240242,0.9925143,0.00008247369,0.00005205803,0.0002990158,0.004453267,0.0003001564,0.00004941293,0.00004873294,0.002071118,0.00003256109],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9877103,0.001016896,0.00007131258,0.002027897,0.00005456141,0.00004368149,0.00111524,0.000004815714,0.007955335],"genre_scores_gemma":[0.9968887,0.0005823292,0.0002438429,0.00106212,0.00003704238,0.00001121906,0.0004773294,0.000006043157,0.0006913353],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2168893,"threshold_uncertainty_score":0.4363331,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07356614152736464,"score_gpt":0.3342235295345187,"score_spread":0.2606573880071541,"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."}}