{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008656704,0.0002530748,0.0007356664,0.000311797,0.0003305045,0.0003304591,0.0003256341,0.0009253946,0.002550311],"category_scores_gemma":[0.004126476,0.00008599024,0.0007361234,0.0003590705,0.0002393639,0.000517579,0.000334069,0.001499856,0.0002166667],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002050575,"about_ca_system_score_gemma":0.0003577592,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004576223,"about_ca_topic_score_gemma":0.0007891125,"domain_scores_codex":[0.9994648,0.0002371241,0.00009129723,0.00005746431,0.00008718417,0.00006214534],"domain_scores_gemma":[0.9981105,0.0009090962,0.0005530788,0.00004084542,0.0001009579,0.0002855684],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.03664646,0.003007137,0.4554161,0.01138125,0.001559172,0.01378363,0.0008131621,0.0005506946,0.00589924,0.0005631116,0.03821588,0.4321642],"study_design_scores_gemma":[0.006453016,0.04744926,0.8555897,0.007480334,0.002856905,0.03630813,0.001791718,0.00194403,0.003318796,0.001688141,0.03490102,0.0002188885],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.741384,0.2052042,0.0009839708,0.04098278,0.00734703,0.0002202242,0.0004749527,0.00004379754,0.003359131],"genre_scores_gemma":[0.946143,0.03711092,0.001284091,0.00842164,0.00571383,0.0002819101,0.0003539136,0.00001465622,0.0006760447],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002550311,"threshold_uncertainty_score":0.00853163,"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."}}