{"id":"W4307231230","doi":"10.1007/s11306-022-01936-1","title":"Saliva metabolomic profile of COVID-19 patients associates with disease severity","year":2022,"lang":"en","type":"article","venue":"Metabolomics","topic":"Metabolomics and Mass Spectrometry Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":32,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; Christie (Canada)","funders":"Deanship of Scientific Research, King Saud University; King Saud University","keywords":"Saliva; Metabolomics; Kynurenine; Metabolite; Asymptomatic; Coronavirus disease 2019 (COVID-19); Disease; Case-control study; Medicine; Internal medicine; Immunology; Biology; Tryptophan; Bioinformatics; Biochemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002174248,0.0004282697,0.0005012791,0.0005857341,0.0003486179,0.0008235627,0.0001370501,0.0004579567,0.001412765],"category_scores_gemma":[0.0009205815,0.0001244487,0.0004427158,0.0005581203,0.0001655272,0.0002725956,0.0004491604,0.0005509718,0.0002472803],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001796636,"about_ca_system_score_gemma":0.000166888,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009795065,"about_ca_topic_score_gemma":0.001210379,"domain_scores_codex":[0.9997815,0.00004602212,0.00003074154,0.00004577237,0.00005138293,0.00004452389],"domain_scores_gemma":[0.999679,0.00005130949,0.0001257226,0.00001557327,0.0000528164,0.00007569612],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001100464,0.00008933713,0.9753821,0.0000600433,0.0001523976,0.0009707609,0.0002040206,0.00005783363,0.01365454,0.00004254793,0.0004285451,0.007857242],"study_design_scores_gemma":[0.00000928446,0.0002888013,0.9956923,0.00001717417,0.00008307173,0.001989685,0.000316747,0.0002314343,0.000798879,0.00006868981,0.0004933061,0.00001057097],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976782,0.000592575,0.0001637646,0.00008002192,0.00001586146,0.00001253308,0.0006597794,0.00001139029,0.0007860566],"genre_scores_gemma":[0.9983463,0.0002291933,0.0001719675,0.0000519934,0.00001738635,0.00001041268,0.0007600607,0.000003253802,0.0004093559],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001412765,"threshold_uncertainty_score":0.004726231,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00971825105486368,"score_gpt":0.240209486942182,"score_spread":0.2304912358873183,"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."}}