{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001825191,0.0007043378,0.0008938369,0.0006534013,0.0007399744,0.001057976,0.0008695542,0.0009669352,0.001012902],"category_scores_gemma":[0.00214751,0.0006420421,0.0008775532,0.001344511,0.000551997,0.0009982402,0.001216706,0.001229984,0.0002808866],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000685328,"about_ca_system_score_gemma":0.000870842,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004316688,"about_ca_topic_score_gemma":0.004835347,"domain_scores_codex":[0.9987999,0.0003830832,0.0001495994,0.0003007294,0.0001501073,0.0002166012],"domain_scores_gemma":[0.9976011,0.0001983773,0.001298543,0.0002131028,0.0001592085,0.0005297271],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003018994,0.0001240769,0.9988285,0.00002207868,0.00008025803,0.00007163072,0.00009171875,0.0000225233,0.0001115741,0.000009045938,0.00008515075,0.0002515467],"study_design_scores_gemma":[0.00006524152,0.0006173406,0.9982539,0.00002284643,0.00005840119,0.000250327,0.0004337788,0.000128382,0.00002677208,0.000008803096,0.0001279983,0.000006235397],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990566,0.0001602215,0.00004862516,0.00003484754,0.000007245869,0.00005513458,0.0005109106,0.000001242968,0.0001251645],"genre_scores_gemma":[0.9982098,0.0001637816,0.0001184672,0.0001035546,0.00003375288,0.0001135594,0.001183292,0.000002031828,0.00007161516],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004316688,"threshold_uncertainty_score":0.009652674,"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."}}