{"id":"W4404263896","doi":"10.3390/metabo14110617","title":"Metabolomic Insights into COVID-19 Severity: A Scoping Review","year":2024,"lang":"en","type":"review","venue":"Metabolites","topic":"Metabolomics and Mass Spectrometry Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"University of Calgary","keywords":"Metabolomics; Metabolome; Coronavirus disease 2019 (COVID-19); Glutamine; Medicine; Disease; Biology; Bioinformatics; Amino acid; Internal medicine; Biochemistry; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008847419,0.001134178,0.004139114,0.0004560544,0.0002397071,0.0001377655,0.0008216199,0.0005132433,0.0001447753],"category_scores_gemma":[0.001473478,0.0008249346,0.00162315,0.001003904,0.0001954429,0.000009496014,0.001032094,0.0005198323,0.000336761],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007936113,"about_ca_system_score_gemma":0.001514359,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000322561,"about_ca_topic_score_gemma":0.00005774252,"domain_scores_codex":[0.9955255,0.0005432897,0.001331648,0.001599821,0.0003617088,0.0006379974],"domain_scores_gemma":[0.9975477,0.00009181563,0.0005196977,0.001303768,0.0001116379,0.0004253902],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001230553,0.00009460031,0.000001689928,0.600442,0.003340871,0.00005254551,0.00007314242,2.161307e-7,0.00044623,0.002960576,0.03380508,0.3587708],"study_design_scores_gemma":[0.0001279772,0.00004055424,2.385368e-7,0.0502304,0.006088311,0.00005875826,0.000008278548,4.452712e-7,0.0001177555,0.0004524087,0.9420472,0.0008276525],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000007574846,0.9955094,0.0001612016,0.0001781177,0.001089594,0.002116182,0.0001094006,0.0000950989,0.0007333626],"genre_scores_gemma":[0.000002672252,0.9922073,0.001203352,0.00192439,0.001035092,0.0008346037,0.0008634205,0.0001693199,0.001759882],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9082421,"threshold_uncertainty_score":0.9994202,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04630921093270748,"score_gpt":0.3853069077433659,"score_spread":0.3389976968106584,"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."}}