{"id":"W2606495089","doi":"10.1186/s13054-017-1672-7","title":"Plasma metabolomics for the diagnosis and prognosis of H1N1 influenza pneumonia","year":2017,"lang":"en","type":"article","venue":"Critical Care","topic":"Metabolomics and Mass Spectrometry Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":87,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Health Sciences Centre; St. Boniface Hospital; University of Calgary","funders":"University of Toronto; McMaster University; Alberta Health Services","keywords":"Medicine; Pneumonia; Intensive care medicine; Metabolomics; Coronavirus disease 2019 (COVID-19); Emergency medicine; Internal medicine; Bioinformatics; Disease; Infectious disease (medical specialty)","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001130586,0.0001140023,0.0001923169,0.00001635136,0.0003904812,0.00006226591,0.0002440171,0.00008695273,0.000004126377],"category_scores_gemma":[0.001814043,0.00008069725,0.0001001037,0.00001727231,0.0004135305,0.000004370479,0.0002449548,0.00005486071,4.802574e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003566203,"about_ca_system_score_gemma":0.00002049606,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001384793,"about_ca_topic_score_gemma":0.00003342454,"domain_scores_codex":[0.999338,0.00001563398,0.0001487995,0.0002338421,0.00007278297,0.0001908938],"domain_scores_gemma":[0.9991555,0.0001350531,0.00005610318,0.0003848026,0.0002150555,0.00005353299],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0004580368,0.0002498506,0.458664,0.001288759,0.0008652008,0.000004572492,0.0007230589,0.000007016503,0.360343,0.09512685,0.003540504,0.07872914],"study_design_scores_gemma":[0.001336562,0.0007488465,0.1475528,0.00002987798,0.0006156677,0.000006336727,0.001642651,0.00007830211,0.6169001,0.001383643,0.2292978,0.0004073673],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9808249,0.01623134,0.0002054227,0.001516018,0.0002226196,0.0003287031,0.0002134303,0.000004641728,0.0004529648],"genre_scores_gemma":[0.9967744,0.001417184,0.001201852,0.0001850265,0.0001476699,0.0002309131,0.000008058384,0.00001359184,0.00002134364],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3111112,"threshold_uncertainty_score":0.3290738,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04475290119227864,"score_gpt":0.3449881119813694,"score_spread":0.3002352107890907,"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."}}