{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00131547,0.0005335639,0.0003935884,0.0009144394,0.0003153717,0.0006249722,0.000207073,0.0006003578,0.0009851255],"category_scores_gemma":[0.001619512,0.0001147188,0.000235115,0.0004280883,0.0002874109,0.0003047469,0.0003555467,0.0006161368,0.0002418728],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000372777,"about_ca_system_score_gemma":0.0003739414,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008423059,"about_ca_topic_score_gemma":0.001210984,"domain_scores_codex":[0.9997172,0.0001412554,0.00001995719,0.00004075866,0.00005442794,0.00002642119],"domain_scores_gemma":[0.9993941,0.0002517299,0.0001493548,0.00002679207,0.00009676522,0.0000812875],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00243907,0.0003476335,0.8835528,0.0002534447,0.0003214802,0.0004157108,0.0001786045,0.0009709992,0.04437469,0.0002338003,0.001229196,0.06568255],"study_design_scores_gemma":[0.00004484679,0.001132081,0.9768016,0.0001198136,0.0002230822,0.001000348,0.0002735753,0.004333165,0.01316061,0.0009530329,0.001924109,0.0000337925],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9753847,0.01498048,0.004096456,0.001998256,0.0001274419,0.00008441072,0.0008932864,0.00006285016,0.002372084],"genre_scores_gemma":[0.9936514,0.001999717,0.003547018,0.000266977,0.00009309881,0.00002596914,0.0001760025,0.000004256839,0.0002355893],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00131547,"threshold_uncertainty_score":0.006956995,"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."}}