{"id":"W3094237064","doi":"10.1097/cce.0000000000000272","title":"Metabolomics Profiling of Critically Ill Coronavirus Disease 2019 Patients: Identification of Diagnostic and Prognostic Biomarkers","year":2020,"lang":"en","type":"article","venue":"Critical Care Explorations","topic":"Metabolomics and Mass Spectrometry Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":121,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Lawson Health Research Institute; The Metabolomics Innovation Centre; Vector Institute; Western University","funders":"","keywords":"Coronavirus; Medicine; Disease; Internal medicine; Severity of illness; Pneumonia; Intensive care unit; Gastroenterology; Coronavirus disease 2019 (COVID-19); Infectious disease (medical specialty)","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":[0.0002975105,0.000314809,0.0003994935,0.0004108395,0.0002085991,0.0004483972,0.0001479304,0.0003308582,0.0006493203],"category_scores_gemma":[0.0006064793,0.00008529281,0.0002147865,0.0004006243,0.0001278974,0.0001943209,0.000249961,0.0002294201,0.0001290379],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002288206,"about_ca_system_score_gemma":0.0002625275,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006000549,"about_ca_topic_score_gemma":0.000997801,"domain_scores_codex":[0.9998195,0.0000471339,0.00002454561,0.00004481355,0.00003238452,0.00003159553],"domain_scores_gemma":[0.9997544,0.00004374038,0.0001032987,0.00001041119,0.00004291802,0.00004525798],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003496237,0.00026865,0.8869764,0.0001466671,0.0001569078,0.0007389683,0.0001315156,0.000436135,0.08597876,0.00005570431,0.0003505574,0.02126339],"study_design_scores_gemma":[0.00004421526,0.001725749,0.9824209,0.00002512905,0.00008044801,0.0008405494,0.0001844366,0.001726073,0.01230633,0.00008559685,0.0005481259,0.00001241164],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981428,0.0006691892,0.0005268158,0.00007831292,0.000007337671,0.00002737862,0.0002998687,0.000009159781,0.0002389985],"genre_scores_gemma":[0.9980659,0.0002531876,0.0009328871,0.00007160546,0.00001305906,0.00002107209,0.0005087403,0.000002076455,0.0001314694],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006493203,"threshold_uncertainty_score":0.002172232,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02881853301467198,"score_gpt":0.3025522140424686,"score_spread":0.2737336810277966,"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."}}