{"id":"W4220753258","doi":"10.1016/j.tacc.2022.03.003","title":"Preoxygenation in the Covid-19 era: Worth a second look?","year":2022,"lang":"en","type":"article","venue":"Trends in Anaesthesia and Critical Care","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Lakeridge Health; Trillium Health Centre","funders":"","keywords":"Medicine; Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Virology; Internal medicine; Infectious disease (medical specialty)","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":[0.01070831,0.0007351057,0.002116216,0.0007846181,0.001893208,0.008121139,0.002424608,0.009805682,0.02876043],"category_scores_gemma":[0.02080299,0.0003507011,0.001655309,0.0006815383,0.002942323,0.01546915,0.003931574,0.02098968,0.006393617],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003468267,"about_ca_system_score_gemma":0.01089458,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004411355,"about_ca_topic_score_gemma":0.0187897,"domain_scores_codex":[0.9962628,0.0008275988,0.0005141222,0.0004819061,0.001020958,0.0008925158],"domain_scores_gemma":[0.9802689,0.006237442,0.001768269,0.0007584077,0.004555287,0.006411631],"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":[0.001172859,0.0003582259,0.004228174,0.003347773,0.0001783492,0.001216284,0.0006325496,0.0001864238,0.0009916056,0.02482635,0.5382819,0.4245795],"study_design_scores_gemma":[0.0002462198,0.0007325738,0.009122935,0.01034964,0.000204499,0.001730618,0.004543987,0.0002543379,0.0004315291,0.02056836,0.9516459,0.0001694168],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002625199,0.2591224,0.000732167,0.6957448,0.0320654,0.00002931904,0.0002341177,0.0001121412,0.009334412],"genre_scores_gemma":[0.04827717,0.4164291,0.004590966,0.398273,0.1203668,0.0001580233,0.0006794913,0.0002445632,0.01098094],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02876043,"threshold_uncertainty_score":0.09621322,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04046328515406457,"score_gpt":0.3391903266032131,"score_spread":0.2987270414491486,"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."}}