{"id":"W3193234835","doi":"10.1111/pan.14272","title":"Lessons from COVID‐19: A reflection on the strengths and weakness of early consensus recommendations for pediatric difficult airway management during a respiratory viral pandemic using a modified Delphi method","year":2021,"lang":"en","type":"article","venue":"Pediatric Anesthesia","topic":"Airway Management and Intubation Techniques","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children","funders":"","keywords":"Medicine; Pandemic; Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Delphi method; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Airway management; Airway; Intensive care medicine; Respiratory system; Virology; Pathology; Surgery; Internal medicine; Disease; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005646923,0.0002170734,0.0003372022,0.0003420678,0.0003262447,0.00003812269,0.000105206,0.0001323182,0.00009229627],"category_scores_gemma":[0.0004098385,0.0001784786,0.0001196904,0.000642454,0.00004359756,0.00006707526,0.0000582083,0.000198029,0.000001729803],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001196848,"about_ca_system_score_gemma":0.0001525845,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008428879,"about_ca_topic_score_gemma":0.000008500159,"domain_scores_codex":[0.9982809,0.0002518654,0.0005137165,0.0004491424,0.0002678405,0.0002364704],"domain_scores_gemma":[0.9981452,0.0008338927,0.0003445886,0.000350643,0.0002015192,0.0001241156],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01471575,0.006908439,0.4685369,0.01169606,0.00326815,0.0006168594,0.02023278,0.003231179,0.01763741,0.1133139,0.1398825,0.1999601],"study_design_scores_gemma":[0.06184826,0.0167319,0.6079893,0.00125119,0.03938998,0.0005624204,0.03749247,0.05449628,0.03641412,0.03309377,0.1024861,0.008244233],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9746953,0.0004972417,0.01897914,0.004227606,0.00004533294,0.0009925177,0.00002403545,0.0001585092,0.00038032],"genre_scores_gemma":[0.9811833,0.002869828,0.01361594,0.000505536,0.0004900391,0.0002530041,0.0000680033,0.00005007518,0.0009643163],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1917158,"threshold_uncertainty_score":0.7278147,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08884892189634808,"score_gpt":0.3840011701556461,"score_spread":0.295152248259298,"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."}}