{"id":"W3016610336","doi":"10.1016/j.ijporl.2020.110059","title":"Pediatric laryngoscopy and bronchoscopy during the COVID-19 pandemic: A four-center collaborative protocol to improve safety with perioperative management strategies and creation of a surgical tent with disposable drapes","year":2020,"lang":"en","type":"article","venue":"International Journal of Pediatric Otorhinolaryngology","topic":"Infection Control and Ventilation","field":"Medicine","cited_by":54,"is_retracted":false,"has_abstract":false,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"","keywords":"Medicine; Perioperative; Protocol (science); Coronavirus disease 2019 (COVID-19); Laryngoscopy; Bronchoscopy; Aerosolization; Pandemic; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Medical emergency; Intensive care medicine; Emergency medicine; Surgery; Intubation; Anesthesia; Pathology; Infectious disease (medical specialty); Inhalation","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":[],"consensus_categories":[],"category_scores_codex":[0.0002647298,0.0001734969,0.0003354395,0.000246017,0.0001070791,0.00007948869,0.0001118641,0.00006722042,0.00005066447],"category_scores_gemma":[0.00006347196,0.0001005123,0.00004916627,0.0002779421,0.00008944667,0.0003693121,0.00006676441,0.0002464708,0.000001031948],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001258463,"about_ca_system_score_gemma":0.0003570486,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002567454,"about_ca_topic_score_gemma":0.00002398221,"domain_scores_codex":[0.9985739,0.0001301268,0.000491327,0.0002290544,0.0004260664,0.0001495414],"domain_scores_gemma":[0.9984644,0.0001351068,0.0004820266,0.00007140716,0.0006318076,0.0002152651],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01610878,0.0001677437,0.9792237,0.0002685632,0.0004164456,0.0002662256,0.001985602,0.0003569699,0.0004487454,0.0005014144,0.00006749608,0.000188269],"study_design_scores_gemma":[0.03599359,0.009814148,0.9320387,0.00007967343,0.0009071058,0.003383772,0.002350444,0.0007540892,0.0002038518,0.00004312536,0.01407039,0.0003611102],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9810224,0.0001129875,0.006271875,0.003659896,0.00009118875,0.008528432,0.00003176383,0.00001649703,0.0002649548],"genre_scores_gemma":[0.9963126,0.0003369829,0.0009755889,0.0004639155,0.0008760305,0.0009603072,0.000006016768,0.00001420438,0.00005434216],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04718504,"threshold_uncertainty_score":0.4098774,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01278682558150336,"score_gpt":0.3005035906075055,"score_spread":0.2877167650260022,"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."}}