{"id":"W4318476488","doi":"10.3390/metabo13020201","title":"Association between Circulating Amino Acids and COVID-19 Severity","year":2023,"lang":"en","type":"article","venue":"Metabolites","topic":"COVID-19 Clinical Research Studies","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"Génome Québec","keywords":"Amino acid; Medicine; Logistic regression; Odds ratio; Internal medicine; Phenylalanine; Severity of illness; Body mass index; Diabetes mellitus; Endocrinology; Biology; Biochemistry","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.002291433,0.0001278978,0.0004761524,0.0001648933,0.0002051247,0.00003806849,0.00007377151,0.0001085822,0.00008533797],"category_scores_gemma":[0.1421004,0.0001095879,0.0001017907,0.0006676011,0.00009151049,0.00008362896,0.0002442541,0.0002800408,0.0001164016],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002124821,"about_ca_system_score_gemma":0.0001951258,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001836475,"about_ca_topic_score_gemma":0.000006803621,"domain_scores_codex":[0.9981507,0.000165654,0.0003188193,0.0003372613,0.0006077589,0.0004197922],"domain_scores_gemma":[0.9889366,0.01017743,0.0001039908,0.0002354764,0.0001464599,0.0004000636],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001274943,0.00001695422,0.9883229,0.0003259072,0.0002402407,0.0000175671,0.0003147926,0.000004899068,0.001061379,0.0001166818,0.001327037,0.008238892],"study_design_scores_gemma":[0.0007353408,0.00003759167,0.9000472,0.00001747186,0.0001987516,3.805055e-7,0.00007616849,0.0005067223,0.0002283555,0.00148462,0.09657332,0.00009408208],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9767005,0.0005344346,0.0003297927,0.02098992,0.00007399448,0.0003631721,0.0000720629,0.0003330319,0.0006030494],"genre_scores_gemma":[0.9933243,0.0006920088,0.0002856112,0.002036153,0.000436252,0.00003219834,0.00005715893,0.00001646746,0.003119872],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.139809,"threshold_uncertainty_score":0.8651261,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09302164396530886,"score_gpt":0.43915608331727,"score_spread":0.3461344393519611,"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."}}