{"id":"W3081015435","doi":"10.1016/s2213-2600(20)30366-0","title":"Prevalence of phenotypes of acute respiratory distress syndrome in critically ill patients with COVID-19: a prospective observational study","year":2020,"lang":"en","type":"article","venue":"The Lancet Respiratory Medicine","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":267,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Division of Financial Management; National Heart, Lung, and Blood Institute; NIHR Imperial Biomedical Research Centre; Innovate UK; Queen's University; National Institutes of Health; Department of Health and Social Care; China Scholarship Council; National Institute of General Medical Sciences; National Institute for Health and Care Research; Department for Employment and Learning, Northern Ireland; Wellcome Trust; Medical Research Council; Bayer; National Institute on Handicapped Research; Genentech; Queen's University Belfast","keywords":"Medicine; Observational study; Coronavirus disease 2019 (COVID-19); Critically ill; Acute respiratory distress; Critical illness; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Intensive care medicine; ARDS; Severity of illness; Respiratory distress; Prospective cohort study; Distress; Pandemic; Betacoronavirus; MEDLINE; Emergency medicine; Internal medicine; Virology; Outbreak; Lung; Disease; Surgery","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001307538,0.0007533158,0.001041868,0.00102517,0.0008402062,0.00190618,0.001064036,0.001527031,0.001996696],"category_scores_gemma":[0.003993135,0.0008908772,0.001395046,0.001832669,0.0006956696,0.001753716,0.001685258,0.00203065,0.0004197303],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005660413,"about_ca_system_score_gemma":0.0005812495,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005160118,"about_ca_topic_score_gemma":0.005498857,"domain_scores_codex":[0.9979593,0.0004646031,0.0002868083,0.000682043,0.0002522496,0.0003550805],"domain_scores_gemma":[0.9957463,0.0005388919,0.001987942,0.0005112648,0.0004518666,0.000763772],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001245776,0.00002915274,0.9993832,0.000007672037,0.00009196559,0.00002836461,0.00002969738,0.00001118503,0.00008938049,0.00001342586,0.00006432833,0.0001270033],"study_design_scores_gemma":[0.00001371685,0.0001199044,0.9991475,0.00000886523,0.00004142447,0.0001632463,0.0002847313,0.00009376003,0.0000186095,0.00002182158,0.00007932639,0.000006997335],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981218,0.0002908673,0.0001265575,0.0000440569,0.00001730335,0.00001680197,0.001095012,0.000003123153,0.00028449],"genre_scores_gemma":[0.9982628,0.0001163904,0.00009080516,0.00005233074,0.0000183784,0.00002187276,0.001352413,0.000003157621,0.00008187806],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005160118,"threshold_uncertainty_score":0.01026016,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09790989786272312,"score_gpt":0.3476307287276861,"score_spread":0.249720830864963,"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."}}