{"id":"W2497273593","doi":"10.4187/respcare.05091","title":"Preoxygenation in Critically Ill Patients Requiring Intubation: Difficult Questions, No Easy Answers","year":2016,"lang":"en","type":"letter","venue":"Respiratory Care","topic":"Airway Management and Intubation Techniques","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; University of Toronto; University Health Network","funders":"","keywords":"Medicine; Critically ill; Intensive care medicine; Intubation; Airway management; Critical illness; Adverse effect; Airway; Intensive care; Anesthesia","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001745205,0.0003561144,0.00041215,0.0006244754,0.00008676131,0.00005321349,0.0002020562,0.0007825912,0.0008113094],"category_scores_gemma":[0.001785114,0.0002750174,0.0001363475,0.0002720429,0.00009733263,0.0003207869,0.0000881809,0.0008468186,0.0002399407],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009465882,"about_ca_system_score_gemma":0.0001726085,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008123734,"about_ca_topic_score_gemma":0.000005591487,"domain_scores_codex":[0.9975042,0.0001635222,0.0006512251,0.000577221,0.0007192678,0.000384536],"domain_scores_gemma":[0.9942746,0.0000691095,0.0001909888,0.0005379914,0.00484671,0.0000806133],"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":[0.00003193646,0.00002841469,0.005983495,0.0007966861,0.00002823936,0.00001865864,0.0001128456,3.717798e-7,0.0001052402,0.00008580385,0.9412512,0.05155713],"study_design_scores_gemma":[0.0008288379,0.001271853,0.007129973,0.001432126,0.0000601219,1.967419e-7,0.0000498203,0.000002805312,0.0004850154,0.00003718759,0.9883443,0.0003578168],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01888823,0.001969807,0.003118257,0.4916409,0.003437475,0.009731292,0.0005025308,0.002621588,0.4680899],"genre_scores_gemma":[0.007385661,0.0005864469,0.0006412066,0.9324993,0.008333628,0.0008239063,0.003396129,0.0002668054,0.04606691],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.4408584,"threshold_uncertainty_score":0.9999702,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01423110595355096,"score_gpt":0.2751729212767515,"score_spread":0.2609418153232005,"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."}}