{"id":"W3138211593","doi":"10.1186/s13054-021-03491-y","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":"Critical Care","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":194,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sinai Health System; St. Michael's Hospital; University of Toronto; McMaster University","funders":"National Institutes of Health; Bundesministerium für Bildung und Forschung; Department of Health and Social Care; MSD Italia; National Institute for Health and Care Research; Sanofi; Pfizer; AstraZeneca; Deutsche Forschungsgemeinschaft; Eli Lilly and Company; Bristol-Myers Squibb","keywords":"Medicine; ARDS; Intensive care medicine; Intubation; Respiratory failure; Ventilation (architecture); Hypoxemia; Anesthesia; Intensive care; Lung; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.2751765,0.002227362,0.001865566,0.01119026,0.004061723,0.004121284,0.003805282,0.003748096,0.01205816],"category_scores_gemma":[0.2760963,0.001538914,0.00393201,0.005340441,0.003469274,0.003728933,0.0129458,0.003747626,0.002166203],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007030239,"about_ca_system_score_gemma":0.02243479,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00161993,"about_ca_topic_score_gemma":0.00203025,"domain_scores_codex":[0.6563768,0.2832289,0.02831859,0.007169879,0.01805231,0.006853568],"domain_scores_gemma":[0.6951395,0.2109424,0.01289033,0.008707255,0.06732846,0.004992173],"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":[0.004224846,0.001487895,0.01267044,0.02438908,0.0008692667,0.002789313,0.3607227,0.01498868,0.01498933,0.04426899,0.04067374,0.4779256],"study_design_scores_gemma":[0.003891616,0.006904652,0.0314051,0.03932747,0.001435857,0.003177653,0.3786717,0.08154562,0.01889804,0.1586638,0.2744358,0.001642688],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2503878,0.002308724,0.3628778,0.01263091,0.001597537,0.3239329,0.002728518,0.0005002393,0.04303557],"genre_scores_gemma":[0.3207687,0.001205153,0.4520077,0.002398823,0.000284851,0.2185811,0.001200883,0.00009637395,0.003456457],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2751765,"threshold_uncertainty_score":0.8938364,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1439337277808409,"score_gpt":0.4905502626599341,"score_spread":0.3466165348790932,"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."}}