{"id":"W2754079122","doi":"10.1513/annalsats.201612-1042oc","title":"Management of Acute Respiratory Distress Syndrome and Refractory Hypoxemia. A Multicenter Observational Study","year":2017,"lang":"en","type":"article","venue":"Annals of the American Thoracic Society","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":85,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Paul's Hospital; Vancouver General Hospital; Island Health; University Health Network; University of Alberta; Université de Montréal; University of Ottawa; Dalhousie University; Queen's University; Centre Hospitalier de l’Université de Montréal; Université Laval; Juravinski Hospital; Hôpital du Sacré-Cœur de Montréal; Mount Sinai Hospital; Health Sciences Centre; University of British Columbia; Sinai Health System; Centre Hospitalier Universitaire de Sherbrooke; St. Michael's Hospital; Sunnybrook Health Science Centre; University of Toronto; Impact; Université de Sherbrooke; McMaster University; St. Joseph’s Healthcare Hamilton; Hamilton General Hospital; Centre hospitalier universitaire de Québec","funders":"","keywords":"Medicine; Hypoxemia; ARDS; Refractory (planetary science); Mechanical ventilation; Anesthesia; Cardiology; Internal medicine; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004962139,0.0006611295,0.0009781334,0.001077307,0.0009038364,0.001289608,0.001031123,0.001165576,0.001224466],"category_scores_gemma":[0.008459711,0.0008017687,0.001047712,0.002383806,0.0008071274,0.001714466,0.001000593,0.001152668,0.0002719995],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007919216,"about_ca_system_score_gemma":0.001185627,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005004043,"about_ca_topic_score_gemma":0.004980098,"domain_scores_codex":[0.994697,0.002631289,0.0007874017,0.0009919179,0.0005562197,0.0003362586],"domain_scores_gemma":[0.9912254,0.001188942,0.005078397,0.0005897881,0.0007294913,0.001187926],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003499481,0.0001596196,0.9984109,0.00004132123,0.0001937496,0.00006657379,0.0001432239,0.00001981788,0.00007397275,0.0000186444,0.0001242185,0.0003979226],"study_design_scores_gemma":[0.0002699501,0.0008835867,0.9963449,0.00005701394,0.0001816746,0.0005737779,0.0009327486,0.0003002128,0.00004377535,0.00003512691,0.0003609678,0.00001636737],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980581,0.0007230042,0.0001410277,0.0001194055,0.00001755884,0.0001017378,0.0005914406,0.000002624509,0.0002449991],"genre_scores_gemma":[0.9983381,0.0002643646,0.0002898536,0.0001658478,0.00006276917,0.0001407965,0.0006855053,0.000002364516,0.00005029758],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005004043,"threshold_uncertainty_score":0.02624267,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2003820178883116,"score_gpt":0.444757807119117,"score_spread":0.2443757892308054,"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."}}