{"id":"W7106529917","doi":"10.1016/j.anclin.2025.10.005","title":"The Physiologic Difficult Airway","year":2025,"lang":"en","type":"article","venue":"Anesthesiology Clinics","topic":"Airway Management and Intubation Techniques","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Mount Sinai Hospital","funders":"","keywords":"Airway; Airway management; Intubation; Ventilation (architecture); Tracheal intubation; Hemodynamics","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":[0.0003412464,0.0001032674,0.0002178385,0.00005081214,0.000208381,0.000009931431,0.0001758539,0.0001588631,0.000113276],"category_scores_gemma":[0.0005040725,0.00005724609,0.00009775863,0.0002016539,0.0002341266,0.00002359087,0.00006003537,0.0001967158,0.0001123611],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001618303,"about_ca_system_score_gemma":0.00004980693,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001920285,"about_ca_topic_score_gemma":0.00000155579,"domain_scores_codex":[0.999189,0.00007988499,0.0002917196,0.0001979324,0.00005966098,0.0001817903],"domain_scores_gemma":[0.9989164,0.000485399,0.00008110296,0.0003778696,0.0001134633,0.00002577898],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003312143,0.0002211554,0.05763848,0.00004257039,0.0001251315,0.000005386154,0.00004428975,0.000003118849,0.0003028069,0.06600791,0.4447571,0.4305209],"study_design_scores_gemma":[0.0003702196,0.001594908,0.1364889,0.00002959885,0.00006351679,0.000001131226,0.0001056642,0.0001998414,0.000836642,0.009255688,0.8509716,0.00008231941],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9055682,0.001074458,0.0003230242,0.01283104,0.0003084945,0.0005589586,4.889811e-7,0.0004056966,0.0789296],"genre_scores_gemma":[0.8162468,0.01018064,0.0003451605,0.007288928,0.0001545682,0.00009955516,0.00003433499,0.00001373868,0.1656363],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4304385,"threshold_uncertainty_score":0.2334428,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01434821112004816,"score_gpt":0.3231810956752266,"score_spread":0.3088328845551784,"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."}}