{"id":"W4391614597","doi":"10.1186/s12909-023-04912-y","title":"Teaching airway teachers: a post-course quantitative and qualitative survey","year":2024,"lang":"en","type":"article","venue":"BMC Medical Education","topic":"Airway Management and Intubation Techniques","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sinai Health System; University of Toronto","funders":"University of Toronto","keywords":"Airway; Medical education; Certificate; Medicine; Airway management; Teaching method; Psychology; Pedagogy; Surgery; Computer science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.01160505,0.0003399291,0.0006544365,0.001557255,0.001403318,0.001769932,0.0008082034,0.001206812,0.003964258],"category_scores_gemma":[0.02045598,0.0004716495,0.0003975749,0.00125058,0.001202267,0.001653293,0.001850732,0.001312576,0.001361262],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00235826,"about_ca_system_score_gemma":0.00221764,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003421478,"about_ca_topic_score_gemma":0.003923701,"domain_scores_codex":[0.9946495,0.002400909,0.0003605165,0.0003913735,0.0009268202,0.00127093],"domain_scores_gemma":[0.980065,0.009919821,0.002557104,0.0004586046,0.004673766,0.002325595],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0004659172,0.002392609,0.4607309,0.001120585,0.00004166711,0.001125968,0.4639273,0.000239227,0.004884223,0.0004730875,0.004929596,0.05966874],"study_design_scores_gemma":[0.00005580923,0.002197803,0.3677039,0.0004480773,0.00002322106,0.0004441358,0.6174074,0.0007824166,0.00142263,0.0001860216,0.009270485,0.00005807211],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968293,0.00005586385,0.000548467,0.0004429251,0.00001788891,0.0004191204,0.000671035,0.00001619488,0.0009991067],"genre_scores_gemma":[0.9943744,0.0002206042,0.0009365566,0.0006798335,0.00001857825,0.001370926,0.0003872817,0.00001950042,0.001992336],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01160505,"threshold_uncertainty_score":0.06137413,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05241867176641019,"score_gpt":0.4520038969958435,"score_spread":0.3995852252294333,"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."}}