{"id":"W3111732688","doi":"10.3390/diagnostics10121053","title":"Diagnosis and Management of Acute Respiratory Distress Syndrome in a Time of COVID-19","year":2020,"lang":"en","type":"review","venue":"Diagnostics","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lawson Health Research Institute; Western University","funders":"","keywords":"ARDS; Medicine; Intensive care medicine; Respiratory failure; Pneumonia; Mechanical ventilation; Respiratory distress; Diffuse alveolar damage; Intubation; Acute respiratory distress; Lung; Anesthesia; 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":[0.0005907146,0.0005529592,0.0008753622,0.0008687642,0.00148715,0.00151886,0.000542665,0.001329635,0.002902902],"category_scores_gemma":[0.002843906,0.0002292228,0.0007121844,0.0003918796,0.0004375456,0.001413991,0.001362774,0.002671984,0.0009994092],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007960458,"about_ca_system_score_gemma":0.001649767,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001665425,"about_ca_topic_score_gemma":0.001683822,"domain_scores_codex":[0.9993266,0.0001530032,0.0001363569,0.00008638211,0.0001199656,0.0001776421],"domain_scores_gemma":[0.9992306,0.0000807276,0.0001312817,0.00002010648,0.000161274,0.0003760426],"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":[0.001433198,0.001254184,0.4523292,0.001899172,0.0002445326,0.1712737,0.003050998,0.001775162,0.01520445,0.004095559,0.04835385,0.2990859],"study_design_scores_gemma":[0.0003395311,0.00378286,0.5346704,0.01187838,0.0004629876,0.2694216,0.01588215,0.006307777,0.006153865,0.01212144,0.1386152,0.0003636684],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.6163548,0.1467481,0.03991648,0.08645775,0.008719942,0.001987583,0.001191652,0.000760845,0.09786276],"genre_scores_gemma":[0.9208062,0.03766143,0.01465415,0.01374009,0.007162591,0.0004392635,0.0009792366,0.00006432763,0.004492667],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.002902902,"threshold_uncertainty_score":0.009711146,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0606552739887373,"score_gpt":0.3558883372565527,"score_spread":0.2952330632678154,"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."}}