{"id":"W6958082347","doi":"10.60692/32fgz-3ht55","title":"Expert consensus statements for the management of COVID-19-related acute respiratory failure using a Delphi method","year":2021,"lang":"en","type":"article","venue":"Greater South Information System","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Thomas Hospital; McMaster University","funders":"","keywords":"Intubation; Respiratory failure; Delphi method; Noninvasive ventilation; Suction; Acute respiratory failure; Clinical Practice; Ventilation (architecture); Airway management; Respiratory distress","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.2682933,0.002336259,0.001932192,0.0113583,0.003840171,0.003910711,0.003790462,0.003693174,0.01139514],"category_scores_gemma":[0.265942,0.001599589,0.003943393,0.005464359,0.003593124,0.003542366,0.01295347,0.003599048,0.002124996],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006650582,"about_ca_system_score_gemma":0.0204772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001559913,"about_ca_topic_score_gemma":0.001855992,"domain_scores_codex":[0.6706756,0.2712488,0.02649844,0.007180618,0.01776255,0.006633956],"domain_scores_gemma":[0.7036744,0.2075505,0.0124659,0.00842314,0.06319838,0.004687667],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.004572648,0.001443041,0.01260114,0.02489551,0.0009212272,0.002721146,0.3628088,0.01608799,0.01599231,0.04069729,0.03663398,0.480625],"study_design_scores_gemma":[0.004136507,0.007526929,0.0325368,0.03867458,0.001551822,0.003269416,0.3744433,0.08998124,0.02067999,0.1625136,0.2629425,0.001743299],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2658067,0.002343921,0.3743262,0.01117085,0.001490619,0.3031937,0.002611198,0.000501977,0.03855484],"genre_scores_gemma":[0.3212951,0.0011952,0.4596906,0.00213269,0.0002645646,0.2109531,0.001206805,0.00009475875,0.003167116],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2682933,"threshold_uncertainty_score":0.9023247,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.125127105839518,"score_gpt":0.3710447469437315,"score_spread":0.2459176411042135,"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."}}