{"id":"W3165243225","doi":"10.1503/cmaj.202661","title":"Diagnosis and management of acute respiratory distress syndrome","year":2021,"lang":"en","type":"review","venue":"Canadian Medical Association Journal","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":55,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Sinai Health System; University of Ottawa; University Health Network","funders":"","keywords":"ARDS; Acute respiratory distress; Medicine; Diffuse alveolar damage; Pulmonary edema; Intensive care medicine; Respiratory distress; Edema; Respiratory failure; Lung; Respiratory system; Anesthesia; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0005435448,0.001123508,0.001531443,0.002001123,0.0002899012,0.001097846,0.001072177,0.001185665,0.005036749],"category_scores_gemma":[0.002080645,0.0001964779,0.0005816064,0.000939417,0.0004433619,0.0008790349,0.000728495,0.002996575,0.002868594],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006554021,"about_ca_system_score_gemma":0.00125211,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001617075,"about_ca_topic_score_gemma":0.002076792,"domain_scores_codex":[0.999521,0.0001024363,0.00007446462,0.00006180107,0.0002021914,0.00003803186],"domain_scores_gemma":[0.9993775,0.0002359809,0.0001101938,0.00001165771,0.0001954321,0.00006927557],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003317446,0.00004938984,0.0003346714,0.008150169,0.00006651836,0.0003189587,0.00003515084,0.0002528233,0.0003372963,0.00151178,0.065051,0.9238589],"study_design_scores_gemma":[0.00007101431,0.0001688813,0.005070989,0.0433934,0.0002984481,0.009396534,0.000262827,0.000381788,0.0004251397,0.006332033,0.9341381,0.00006078667],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000928109,0.9955031,0.0003905063,0.001168619,0.0009670527,0.00001292607,0.00002954393,0.00001340166,0.001822005],"genre_scores_gemma":[0.001754299,0.9936918,0.000716934,0.0009226445,0.002024898,0.00001727907,0.00008474121,0.000003413697,0.0007839908],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005036749,"threshold_uncertainty_score":0.01684958,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03056564084789492,"score_gpt":0.3173420856106046,"score_spread":0.2867764447627096,"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."}}