{"id":"W2925114149","doi":"10.1111/irv.12635","title":"Noninvasive ventilation in critically ill patients with the Middle East respiratory syndrome","year":2019,"lang":"en","type":"article","venue":"Influenza and Other Respiratory Viruses","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":134,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Hospital; University of Toronto; Western University","funders":"","keywords":"Medicine; Chest radiograph; Intubation; Mechanical ventilation; Respiratory failure; Odds ratio; Noninvasive ventilation; Ventilation (architecture); Critically ill; Propensity score matching; Internal medicine; Anesthesia; Lung","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003609729,0.0002847543,0.0003850692,0.0002242974,0.0001028563,0.00005847307,0.0001445581,0.0001655866,0.0003870036],"category_scores_gemma":[0.000133227,0.0001862639,0.00007418925,0.0002676407,0.0001817981,0.0002649123,0.00005413822,0.0002882259,0.0002531351],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005797232,"about_ca_system_score_gemma":0.0001760609,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001739994,"about_ca_topic_score_gemma":0.00006512486,"domain_scores_codex":[0.9981615,0.0001118532,0.0004377411,0.000445119,0.0004547313,0.0003890347],"domain_scores_gemma":[0.9986719,0.00007523165,0.0001447803,0.0005158869,0.0004078601,0.0001843575],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006823388,0.000157821,0.9949314,0.00009969463,0.00004864039,0.0001104477,0.0006097124,0.000006200783,0.002251617,0.000393018,0.0001287803,0.0005803349],"study_design_scores_gemma":[0.003595325,0.001378481,0.3320325,0.0002820514,0.000055566,0.00001609008,0.0006265198,0.000002528671,0.00139666,0.00003571132,0.6603047,0.0002738078],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963329,0.000544481,0.00001995979,0.00002175098,0.0001079185,0.00100141,0.00001983893,0.00005811375,0.001893644],"genre_scores_gemma":[0.6793405,2.03788e-7,0.0000680014,0.3203455,0.00006339204,0.00006666036,6.558753e-7,0.00007189257,0.00004318555],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6628989,"threshold_uncertainty_score":0.7595621,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08336084326704557,"score_gpt":0.3021796303489989,"score_spread":0.2188187870819533,"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."}}