{"id":"W4416959635","doi":"10.1213/xaa.0000000000002110","title":"Comparison of Endotracheal Intubation Performance Using Video Laryngoscopy With and Without AI-Based Visual Assistance: A Manikin Pilot Study","year":2025,"lang":"en","type":"article","venue":"A&A Practice","topic":"Airway Management and Intubation Techniques","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Université de Montréal; McGill University Health Centre","funders":"","keywords":"Laryngoscopy; Endotracheal intubation; Intubation; Video recording; Laryngoscopes","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00209325,0.0004795019,0.0007077755,0.0003730018,0.000334989,0.0003633217,0.0004420931,0.0005055011,0.001726306],"category_scores_gemma":[0.00485898,0.0002617575,0.0002788175,0.0001253516,0.0006612808,0.0007200595,0.0006009163,0.0004920487,0.0003711066],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002065857,"about_ca_system_score_gemma":0.0005527278,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003745309,"about_ca_topic_score_gemma":0.0005253401,"domain_scores_codex":[0.9990006,0.0004176206,0.00008631697,0.0001555305,0.0002051779,0.0001347025],"domain_scores_gemma":[0.9969895,0.001192268,0.000220909,0.0002135589,0.0005240681,0.0008597467],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.1565441,0.1270763,0.0596986,0.001796885,0.000300155,0.00118076,0.009473677,0.002853682,0.4932382,0.0005046814,0.0004332722,0.1468996],"study_design_scores_gemma":[0.002897299,0.8752889,0.09527417,0.00002917539,0.0001249798,0.0004439868,0.001199971,0.002267347,0.02146075,0.00009042161,0.0008650612,0.00005787556],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993074,0.00003316735,0.0003570848,0.000006352585,0.000008146301,0.000145234,0.000008792649,0.00000372475,0.0001302025],"genre_scores_gemma":[0.9966388,0.00008318084,0.00231382,0.00003560124,0.00002922072,0.0003548126,0.00004720749,0.000004085602,0.0004931372],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00209325,"threshold_uncertainty_score":0.01107031,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04676030639184463,"score_gpt":0.4248153688606039,"score_spread":0.3780550624687593,"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."}}