{"id":"W4415244156","doi":"10.1111/anae.70043","title":"Pre‐oxygenation in patients living with obesity","year":2025,"lang":"en","type":"article","venue":"Anaesthesia","topic":"Airway Management and Intubation Techniques","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Supine position; Trendelenburg; Trendelenburg position; Functional residual capacity; Ventilation (architecture); Prone position; Positive airway pressure; Body position; Sitting","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":[0.00009357312,0.00005603184,0.00008906458,0.0001783838,0.00002521932,0.000008848102,0.00004043486,0.00002754899,0.00007836911],"category_scores_gemma":[0.00003231563,0.00004594146,0.00001561746,0.0002432444,0.00001390975,0.0000934999,0.00001523314,0.00005445588,0.0000070875],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005343785,"about_ca_system_score_gemma":0.00002096556,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004302068,"about_ca_topic_score_gemma":0.00002555093,"domain_scores_codex":[0.9995925,0.00001588299,0.0001021687,0.0001088443,0.0001017054,0.00007893054],"domain_scores_gemma":[0.999773,0.00000760915,0.00002879164,0.000122624,0.00005286696,0.00001514385],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002175493,0.0001409983,0.9409019,0.00002530012,0.000007396315,3.525061e-7,0.00007724021,0.000001090221,0.000002229876,0.00194181,0.003639968,0.05323998],"study_design_scores_gemma":[0.0002812984,0.0006582151,0.9934946,0.000217428,0.00001505633,2.360172e-8,0.00002379554,0.0001654479,0.0002445061,0.0001558709,0.004698442,0.00004536707],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9487587,0.00002344918,0.001160338,0.0004351889,0.00000951836,0.0003042846,8.849737e-8,0.00008413048,0.04922435],"genre_scores_gemma":[0.9926571,0.0000754116,0.0003962907,0.0003265945,0.000006480506,0.00001838532,0.00000750313,0.000005024513,0.006507247],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05319461,"threshold_uncertainty_score":0.1873438,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004854183141433494,"score_gpt":0.2367720522201796,"score_spread":0.2319178690787461,"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."}}