{"id":"W2577317661","doi":"10.1213/ane.0000000000001764","title":"Is There Anything New About Preoxygenation? Duh, Yeah!","year":2017,"lang":"en","type":"letter","venue":"Anesthesia & Analgesia","topic":"Airway Management and Intubation Techniques","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Accidental; Intubation; Ventilation (architecture); Anesthesia; Airway; Breathing; Work of breathing; Intensive care medicine; Mechanical ventilation","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":[0.00222792,0.0006744055,0.00105756,0.0009547908,0.0006398347,0.002093537,0.001149062,0.003579356,0.007866361],"category_scores_gemma":[0.01226423,0.0002586317,0.001236215,0.0007882794,0.001884589,0.006696945,0.001005784,0.008309077,0.005285795],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001133801,"about_ca_system_score_gemma":0.001280485,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00182779,"about_ca_topic_score_gemma":0.002545116,"domain_scores_codex":[0.9985815,0.0005223956,0.0002390725,0.0001631471,0.0003878317,0.0001060454],"domain_scores_gemma":[0.9937523,0.004090207,0.0005858607,0.0001492063,0.001190621,0.0002319186],"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":[0.0002787761,0.00006422192,0.0008305452,0.01855092,0.0001728415,0.0005488435,0.0006420022,0.00009947968,0.000555747,0.005293749,0.5491381,0.4238248],"study_design_scores_gemma":[0.00004445105,0.0001405718,0.0009702758,0.01051597,0.0001119415,0.002499374,0.0006535106,0.00004718172,0.0002788306,0.003872343,0.9808173,0.00004828706],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"commentary","genre_scores_codex":[0.0002992915,0.8459911,0.0006712928,0.1196094,0.03002161,0.00002329221,0.00006128854,0.00004531684,0.003277428],"genre_scores_gemma":[0.003915973,0.8417925,0.001255632,0.1236876,0.02344358,0.00007310892,0.0001032872,0.00006058151,0.005667698],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.007866361,"threshold_uncertainty_score":0.02631557,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02709745748850726,"score_gpt":0.2929758785284536,"score_spread":0.2658784210399464,"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."}}