{"id":"W3171301645","doi":"10.1016/j.jtumed.2021.05.002","title":"Difficult tracheal extubation due to endotracheal tube malfunction: A challenge during the COVID-19 pandemic","year":2021,"lang":"en","type":"article","venue":"Journal of Taibah University Medical Sciences","topic":"Airway Management and Intubation Techniques","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Pandemic; Medicine; Coronavirus disease 2019 (COVID-19); Endotracheal tube; Intubation; Endotracheal intubation; Tracheal tube; Tracheal intubation; Airway management; Cuff; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Intensive care medicine; Complication; Airway; 2019-20 coronavirus outbreak; Personal protective equipment; Anesthesia; Surgery; Virology; Disease; Internal medicine","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001742243,0.00008495314,0.0002249987,0.0001913013,0.0004244014,0.00002875976,0.0002968687,0.00009085732,0.002673164],"category_scores_gemma":[0.001958735,0.00005566964,0.0001206196,0.0007021012,0.0002548351,0.0002707367,0.000096339,0.0003587843,0.000007064874],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003166371,"about_ca_system_score_gemma":0.0006045488,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000306022,"about_ca_topic_score_gemma":0.00008008913,"domain_scores_codex":[0.9980065,0.0001417559,0.0003657984,0.0001712279,0.001128534,0.0001861669],"domain_scores_gemma":[0.9986974,0.0001615629,0.0003152978,0.00009853056,0.0002161637,0.0005110661],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003321256,0.003884561,0.1701644,0.001274135,0.0008934663,0.007201989,0.01976022,0.0008449961,0.009409414,0.03248069,0.1907527,0.5600122],"study_design_scores_gemma":[0.006947983,0.00903228,0.1527325,0.0004653292,0.0004772535,0.004715411,0.03298955,0.002099318,0.002527834,0.0009229957,0.7865106,0.0005789481],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8600138,0.0002064336,0.01386579,0.1167898,0.0002541642,0.0001651956,0.0000017176,0.00005293617,0.008650132],"genre_scores_gemma":[0.9933259,0.001051855,0.0004430697,0.0008938099,0.0003932703,4.966275e-7,0.000001939819,0.000003364068,0.003886324],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.595758,"threshold_uncertainty_score":0.9982385,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06686796729298024,"score_gpt":0.3143747954829155,"score_spread":0.2475068281899352,"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."}}