{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005383448,0.0002846791,0.0005071686,0.0001168575,0.0002940361,0.00001732325,0.000416758,0.00006242657,0.0002238253],"category_scores_gemma":[0.0004556655,0.000254652,0.0001918437,0.0003123984,0.0001553076,0.000007563238,0.0006151473,0.0001848707,0.000004362551],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006983201,"about_ca_system_score_gemma":0.000353352,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004552089,"about_ca_topic_score_gemma":0.00001532534,"domain_scores_codex":[0.9979811,0.0002711896,0.0003830426,0.0005629661,0.0004021972,0.0003995401],"domain_scores_gemma":[0.9986299,0.000035122,0.0003797858,0.000544606,0.0001465621,0.0002640601],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.005662707,0.002816449,0.7938159,0.0002723066,0.002545536,0.00002067441,0.0005171956,0.001609399,0.135547,0.008262872,0.04737975,0.00155024],"study_design_scores_gemma":[0.006782127,0.001295458,0.2922582,0.000005164886,0.0009596906,0.0000111591,0.0008746101,0.0002050894,0.048945,0.001701972,0.6455223,0.001439181],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928269,0.003410448,0.0004340302,0.0003393879,0.0002722131,0.0005031161,0.001588547,0.00002636333,0.0005990106],"genre_scores_gemma":[0.9938231,0.0006227776,0.002294166,0.0008138402,0.00008721508,0.0001921384,0.000850214,0.00004866925,0.001267875],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5981426,"threshold_uncertainty_score":0.9999906,"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."}}