{"id":"W4410300004","doi":"10.1089/respcare.12889","title":"Pediatric Airway Management and Intubation Support Competency Assessment Tool","year":2025,"lang":"en","type":"article","venue":"Respiratory Care","topic":"Airway Management and Intubation Techniques","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Clinical Evaluative Sciences; SickKids Foundation; The Wilson Centre; Hospital for Sick Children","funders":"","keywords":"Medicine; Intubation; Airway management; Airway; Competency assessment; Intensive care medicine; Anesthesia; Medical education","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":[],"consensus_categories":[],"category_scores_codex":[0.0001639624,0.0001349498,0.0001789397,0.0003883602,0.0001130771,0.00003495077,0.00007533416,0.00006995232,0.0006108037],"category_scores_gemma":[0.00001399878,0.0001283846,0.00005546907,0.0003029449,0.0000322021,0.0001182966,0.0001108405,0.000120756,0.00001927242],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001690248,"about_ca_system_score_gemma":0.0001104082,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001639723,"about_ca_topic_score_gemma":0.000001487486,"domain_scores_codex":[0.9990303,0.00003366524,0.0002801007,0.0002719423,0.000235093,0.0001489003],"domain_scores_gemma":[0.9994389,0.00001529211,0.00006615435,0.0002839593,0.0001496348,0.00004603121],"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":[0.00005055501,0.0001297132,0.2479548,0.00266266,0.000122684,0.00001475792,0.0002996516,0.000002758711,0.0002901152,0.06984466,0.2127924,0.4658352],"study_design_scores_gemma":[0.0015731,0.002328373,0.3114342,0.0001253223,0.000413134,3.547039e-7,0.001336589,0.00003088991,0.002854565,0.0005483948,0.6790765,0.000278555],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3021942,0.001179531,0.005743634,0.0006212356,0.0002241147,0.001574008,0.000006541061,0.0004368476,0.6880199],"genre_scores_gemma":[0.9724278,0.001546578,0.002705656,0.002215646,0.0001872242,0.0002331408,0.0001025864,0.0000258525,0.02055552],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6702335,"threshold_uncertainty_score":0.6687872,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009338924559074544,"score_gpt":0.3013909359906321,"score_spread":0.2920520114315576,"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."}}