{"id":"W4414123111","doi":"10.3390/metabo15090608","title":"Metabolomics and Cytokine Signatures in COVID-19: Uncovering Immunometabolism in Pathogenesis","year":2025,"lang":"en","type":"article","venue":"Metabolites","topic":"Metabolomics and Mass Spectrometry Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"University of Miami","keywords":"Metabolomics; Inflammation; Pathogenesis; Cytokine; Phenotype; Metabolic pathway; Metabolome; Clinical significance","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007272799,0.0003106526,0.0006071218,0.0006127389,0.00009111583,0.00006459415,0.0002541799,0.0001896693,0.00002315533],"category_scores_gemma":[0.0009904735,0.0002934046,0.0001064742,0.0008007805,0.0001186174,0.00001459429,0.0003679538,0.0001841513,0.000001127149],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003222725,"about_ca_system_score_gemma":0.0001575546,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002462298,"about_ca_topic_score_gemma":0.0004308854,"domain_scores_codex":[0.9981765,0.0001542845,0.0004701949,0.0006268378,0.0001214725,0.0004507408],"domain_scores_gemma":[0.9992807,0.00007454622,0.00009375175,0.0003970276,0.0000463799,0.0001076107],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0001987149,0.000122384,0.05836406,0.00008365734,0.0001601887,0.00001626608,0.0001216037,0.0006294166,0.9221532,0.01250014,0.0002005321,0.005449877],"study_design_scores_gemma":[0.003695794,0.00006041539,0.4145145,0.00003695471,0.0001346045,0.000007629386,0.0005253513,0.0001113792,0.1716209,0.006131521,0.4024551,0.0007058409],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.81224,0.1854859,0.0004458393,0.0003823235,0.0002473632,0.0002486694,0.00005785027,0.00001459545,0.0008774629],"genre_scores_gemma":[0.965638,0.03004978,0.002200234,0.001378924,0.00009251238,0.00008839559,0.00004167623,0.00002357736,0.0004868421],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7505322,"threshold_uncertainty_score":0.9999518,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00765796647633946,"score_gpt":0.2618000925294784,"score_spread":0.254142126053139,"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."}}