{"id":"W3017005464","doi":"10.1016/j.chest.2020.01.041","title":"Patterns of Use of Adjunctive Therapies in Patients With Early Moderate to Severe ARDS","year":2020,"lang":"en","type":"article","venue":"CHEST Journal","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":55,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Health Network; Sunnybrook Health Science Centre; Mount Sinai Hospital; University of Toronto; St. Michael's Hospital","funders":"European Society of Intensive Care Medicine","keywords":"ARDS; Medicine; Extracorporeal membrane oxygenation; Prone position; Intensive care medicine; Mechanical ventilation; Pneumonia; Respiratory failure; Observational study; Adjunctive treatment; Prospective cohort study; Ventilation (architecture); Emergency medicine; Anesthesia; 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":[0.0004746045,0.0001599377,0.0004602418,0.001035416,0.0003542068,0.0008261163,0.0002884878,0.0004738744,0.002334025],"category_scores_gemma":[0.004448405,0.0001439805,0.0005338429,0.001260494,0.0002528148,0.0006014425,0.0005032888,0.0008427355,0.0002565009],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003486498,"about_ca_system_score_gemma":0.0005020564,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003031588,"about_ca_topic_score_gemma":0.00502029,"domain_scores_codex":[0.9992715,0.0001512892,0.0001667113,0.0001051922,0.0001490055,0.0001563385],"domain_scores_gemma":[0.9961852,0.001189907,0.001785569,0.0001249215,0.000275107,0.0004392328],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002204859,0.00003806616,0.9955077,0.00002236572,0.00005719451,0.00009702364,0.0001052869,0.00004553135,0.0002836768,0.00004311047,0.00007802576,0.003501611],"study_design_scores_gemma":[0.000004401187,0.0001437411,0.9980708,0.00003295609,0.0000273138,0.0005553587,0.0005363299,0.0001736524,0.00008493261,0.00004956674,0.0003158519,0.000005121726],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955314,0.001286903,0.0001631257,0.0002230149,0.00001444866,0.00001366831,0.0004560426,0.000007551881,0.002303879],"genre_scores_gemma":[0.9989197,0.0004070288,0.0001388603,0.00007731576,0.00001468611,0.000006573438,0.0002418295,0.000002943459,0.0001910766],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003031588,"threshold_uncertainty_score":0.007808089,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03621393055945983,"score_gpt":0.2401458544177849,"score_spread":0.203931923858325,"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."}}