{"id":"W4295338777","doi":"10.1186/s13054-022-04155-1","title":"Respiratory support in patients with severe COVID-19 in the International Severe Acute Respiratory and Emerging Infection (ISARIC) COVID-19 study: a prospective, multinational, observational study","year":2022,"lang":"en","type":"article","venue":"Critical Care","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital; University of Toronto; University of British Columbia","funders":"Medical Research Council; University of Cape Town; Public Health England; Horizon 2020 Framework Programme; Norges Forskningsråd; University of Liverpool; Canadian Institutes of Health Research; Imperial College London; National Institute of General Medical Sciences; National Institute for Health and Care Research; National Heart, Lung, and Blood Institute; National Institute for Health Research Health Protection Research Unit; All-India Institute of Medical Sciences; Wellcome Trust; Health Research Board; Bill and Melinda Gates Foundation","keywords":"Medicine; Mechanical ventilation; Prospective cohort study; Logistic regression; Emergency medicine; Pandemic; Coronavirus disease 2019 (COVID-19); Internal medicine; Intensive care medicine; Infectious disease (medical specialty); Disease","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001352834,0.0002694528,0.0003409772,0.0004825554,0.0005291938,0.00007290373,0.0002405199,0.00007916058,0.0006704752],"category_scores_gemma":[0.001788488,0.0002241875,0.00005848658,0.0007013985,0.0001164013,0.0003273323,0.0002775584,0.0007123969,0.000003887229],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001623058,"about_ca_system_score_gemma":0.001674299,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001633935,"about_ca_topic_score_gemma":0.0007629188,"domain_scores_codex":[0.9962602,0.0005076485,0.0005593829,0.0007215525,0.001618203,0.0003330313],"domain_scores_gemma":[0.9984356,0.0003655374,0.0001021984,0.0003419815,0.0004406461,0.0003140998],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00108122,0.002213475,0.9812213,0.0001068727,0.0000656464,0.000688755,0.0125953,0.0001263158,0.0000163125,0.000687112,0.0009405887,0.0002571335],"study_design_scores_gemma":[0.01079618,0.004264058,0.9239604,0.00001129662,0.0001118769,0.00003808547,0.04019597,0.00002465691,0.000003163111,0.0001765565,0.0201541,0.0002636021],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942712,0.0000468751,0.00005636372,0.001564525,0.0002409564,0.00312288,0.0001830657,0.00006488635,0.0004492084],"genre_scores_gemma":[0.9784549,5.663078e-7,0.00006474191,0.01989868,0.00009063904,0.001201516,0.0002004769,0.0000328971,0.00005552559],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05726081,"threshold_uncertainty_score":0.9142101,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08689564440486,"score_gpt":0.3847572106079035,"score_spread":0.2978615662030435,"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."}}