{"id":"W4362601240","doi":"10.1007/s43678-023-00487-1","title":"Intubation practices and outcomes for patients with suspected or confirmed COVID-19: a national observational study by the Canadian COVID-19 Emergency Department Rapid Response Network (CCEDRRN)","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Emergency Medicine","topic":"Infection Control and Ventilation","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; McMaster University; Vancouver Coastal Health Research Institute; Vancouver Coastal Health; London Health Sciences Centre; Lawson Health Research Institute; Western University; Saint John Regional Hospital; Dalhousie University; University of Saskatchewan; Université de Montréal; University of Alberta; Université Laval; University of British Columbia; University of Manitoba","funders":"Biotalent Canada; Ministry of Colleges and Universities; Saskatchewan Health Research Foundation; Canadian Institutes of Health Research; Fondation CHU de Québec; Genome British Columbia","keywords":"Medicine; Intubation; Emergency department; Emergency medicine; Observational study; Coronavirus disease 2019 (COVID-19); Adverse effect; Pandemic; Hypoxemia; Internal medicine; Anesthesia; Disease; Infectious disease (medical specialty); Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0009409515,0.0002972196,0.0005351581,0.0008396999,0.001082228,0.0008036144,0.0009228007,0.0006261623,0.001181127],"category_scores_gemma":[0.003793607,0.0004277707,0.0005205009,0.002377093,0.0004738396,0.0005961804,0.0007630279,0.0009370208,0.0001880858],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005751465,"about_ca_system_score_gemma":0.007231333,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6485324,"about_ca_topic_score_gemma":0.7077044,"domain_scores_codex":[0.9988492,0.0001156597,0.0001278771,0.0002274444,0.0003889811,0.0002908268],"domain_scores_gemma":[0.9967861,0.0002589863,0.001428795,0.0001087268,0.000821583,0.0005958347],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003045495,0.00001765385,0.9993103,0.00001050822,0.00002329719,0.0000285056,0.00009962812,0.00001287652,0.00002283732,0.000005327639,0.0001863462,0.0002523496],"study_design_scores_gemma":[0.000005558891,0.00003094687,0.9993242,0.00001716839,0.00001224987,0.00005458575,0.0003515008,0.00007347277,0.00001004023,0.000003504167,0.0001129986,0.000003633389],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969748,0.0002844128,0.00003136297,0.0001174769,0.000005580232,0.00003109428,0.002034262,0.000002420721,0.0005185925],"genre_scores_gemma":[0.9978271,0.0002224769,0.00006049882,0.00007955749,0.000006993729,0.00002232191,0.001690255,0.00000212492,0.00008857135],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3514676,"threshold_uncertainty_score":0.7070749,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1989381965912311,"score_gpt":0.4239869096681766,"score_spread":0.2250487130769456,"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."}}