{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005335453,0.001349749,0.004021151,0.01709013,0.0006540755,0.003039229,0.001378894,0.001923882,0.003815287],"category_scores_gemma":[0.02243974,0.0006465174,0.004091319,0.01413939,0.0007752473,0.002276153,0.001659359,0.001062425,0.0005717212],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002336333,"about_ca_system_score_gemma":0.007914286,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004590237,"about_ca_topic_score_gemma":0.007137738,"domain_scores_codex":[0.9973925,0.0005772825,0.001105387,0.0003092408,0.0004939049,0.0001216273],"domain_scores_gemma":[0.9824986,0.0121977,0.002900089,0.0002441932,0.001972187,0.0001871088],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0002391247,0.00003358977,0.001610729,0.7331785,0.003208256,0.0002563277,0.0003091698,0.0002539981,0.0005846581,0.001196239,0.007524985,0.2516044],"study_design_scores_gemma":[0.00004494425,0.0001503425,0.005871325,0.8413583,0.01807476,0.0009559343,0.0004711643,0.0001762583,0.000527176,0.001504434,0.1308015,0.00006382283],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003143443,0.998382,0.0001219859,0.0004262672,0.0001198407,0.0000541101,0.0002622581,0.000005581898,0.0003136726],"genre_scores_gemma":[0.002845111,0.9960606,0.0002799927,0.0003128574,0.0001061948,0.00009010282,0.0002205995,0.000002620908,0.00008190471],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01709013,"threshold_uncertainty_score":0.0282169,"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."}}