{"id":"W2767387972","doi":"10.1016/j.emc.2017.08.006","title":"Airway Management in Trauma","year":2017,"lang":"en","type":"review","venue":"Emergency Medicine Clinics of North America","topic":"Airway Management and Intubation Techniques","field":"Medicine","cited_by":112,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; Queen Elizabeth II Health Sciences Centre","funders":"","keywords":"Medicine; Airway management; Polytrauma; Airway; Intensive care medicine; Endotracheal tube; Major trauma; Intubation; Anesthesia; Medical emergency; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006453071,0.0006185956,0.00377491,0.001083634,0.000072174,0.000002637111,0.0008040169,0.0002263712,0.00720264],"category_scores_gemma":[0.000500902,0.0004748897,0.000806763,0.0007966018,0.0003665495,0.00009937856,0.0002245727,0.0006935556,0.0001270647],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008398887,"about_ca_system_score_gemma":0.0001066615,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006972598,"about_ca_topic_score_gemma":0.0000319118,"domain_scores_codex":[0.994886,0.0001198362,0.003196398,0.0007134381,0.0006620828,0.0004222719],"domain_scores_gemma":[0.9955102,0.00009899984,0.002364659,0.001651783,0.0001759542,0.0001984334],"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":[0.00001991885,0.0002183891,0.0004599052,0.01565263,0.0003429514,0.00001155263,0.00005105187,2.026158e-7,2.05241e-9,0.00004368962,0.08910636,0.8940933],"study_design_scores_gemma":[0.000553184,0.002189743,0.0009277592,0.01222742,0.001987486,9.724519e-7,0.00003708699,0.00001267339,5.953522e-8,0.00004902889,0.9816679,0.0003466559],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001431107,0.8237258,0.0001830914,0.0002141579,0.001042516,0.001883715,0.00001673379,0.00009172684,0.172828],"genre_scores_gemma":[0.00001021925,0.9537347,0.0004513693,0.00003458378,0.0004933559,0.0002340629,0.0005578327,0.00008587824,0.04439801],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8937467,"threshold_uncertainty_score":0.9997703,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1634399359664076,"score_gpt":0.4643590166941652,"score_spread":0.3009190807277575,"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."}}