{"id":"W2626627673","doi":"10.1016/s2213-2600(17)30213-8","title":"Geo-economic variations in epidemiology, patterns of care, and outcomes in patients with acute respiratory distress syndrome: insights from the LUNG SAFE prospective cohort study","year":2017,"lang":"en","type":"article","venue":"The Lancet Respiratory Medicine","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":126,"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; Università degli Studi di Milano","keywords":"Medicine; ARDS; Intensive care unit; Intensive care medicine; Epidemiology; Observational study; Intensive care; Emergency medicine; Cohort; Lung; Internal medicine","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":[0.001310168,0.0002642356,0.0003609854,0.001030589,0.0006342823,0.001149234,0.0007848043,0.000791991,0.001780904],"category_scores_gemma":[0.005415669,0.0003531816,0.001016317,0.003579066,0.0004345201,0.001043129,0.001793817,0.001102778,0.0002821895],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006266524,"about_ca_system_score_gemma":0.0006755395,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03740277,"about_ca_topic_score_gemma":0.0413115,"domain_scores_codex":[0.9987908,0.0005004518,0.0001408993,0.0001977751,0.000121676,0.0002484654],"domain_scores_gemma":[0.9968265,0.0005908094,0.001302312,0.0005357161,0.0003064596,0.0004381897],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009545879,0.00003402786,0.9981393,0.00000877021,0.0002079582,0.00006198355,0.0001117279,0.00009071542,0.00004345191,0.00009969898,0.0003862313,0.0007206604],"study_design_scores_gemma":[0.000007150911,0.00001960743,0.9989988,0.000007276014,0.00003993699,0.00005718185,0.000395963,0.0001597859,0.000008911461,0.00009329619,0.0002065008,0.000005599597],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951486,0.0003973732,0.0001957896,0.0004461137,0.00002002776,0.00001005439,0.003216902,0.00000469597,0.0005603783],"genre_scores_gemma":[0.9974917,0.0002249186,0.0001354805,0.00008293844,0.00001956689,0.00001335636,0.001902958,0.000004580272,0.000124432],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03740277,"threshold_uncertainty_score":0.07437015,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02833066824473598,"score_gpt":0.3222462206768085,"score_spread":0.2939155524320726,"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."}}