{"id":"W4220712961","doi":"10.7554/elife.71332","title":"Urinary metabolic biomarkers of diet quality in European children are associated with metabolic health","year":2022,"lang":"en","type":"article","venue":"eLife","topic":"Nutritional Studies and Diet","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"AstraZeneca (Canada)","funders":"National Institute of Diabetes and Digestive and Kidney Diseases; Instituto de Salud Carlos III; Horizon 2020; Medical Research Council; National Institutes of Health; National Cancer Institute; Seventh Framework Programme; Centre Hospitalier Universitaire de Poitiers; Norges Forskningsråd; Departament de Salut, Generalitat de Catalunya; Helse- og Omsorgsdepartementet; Ministerio de Economía y Competitividad; National Institute for Health and Care Research; Generalitat de Catalunya; Fundação de Amparo à Pesquisa do Estado de São Paulo; National Institute of Environmental Health Sciences; Institut National de la Santé et de la Recherche Médicale; European Regional Development Fund; European Commission; Ministerio de Ciencia, Innovación y Universidades; Imperial College London; Department of Health and Social Care; Wellcome Trust","keywords":"Mediterranean diet; Insulin resistance; Metabolite; Metabolomics; Urinary system; Medicine; Obesity; Biology; Physiology; Environmental health; Endocrinology; Internal medicine; Bioinformatics","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":[0.001130495,0.0004066888,0.0004974877,0.001004858,0.0002937636,0.0006995225,0.0002684306,0.0004403231,0.000915633],"category_scores_gemma":[0.002367615,0.0002411033,0.0003867604,0.001593618,0.0003069519,0.0003550859,0.0006252475,0.0003300394,0.0001061488],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002876763,"about_ca_system_score_gemma":0.0001825787,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00592112,"about_ca_topic_score_gemma":0.007435394,"domain_scores_codex":[0.9992861,0.0002552387,0.00007885087,0.0001837679,0.0000966939,0.00009937018],"domain_scores_gemma":[0.9987689,0.0002106664,0.0006842309,0.0001221335,0.0001295487,0.00008455561],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001079502,0.00001025358,0.9962398,0.00001514658,0.00009831945,0.00004527327,0.00008398688,0.00005249228,0.0009624875,0.00002184511,0.000051263,0.002311252],"study_design_scores_gemma":[0.000001955416,0.00002347132,0.9993989,0.000003846099,0.0000193579,0.0001209381,0.00006742044,0.00004214322,0.0001853975,0.00001175824,0.0001227213,0.000002069199],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982871,0.0005247565,0.0003202724,0.00003189055,0.000004252272,0.0000042581,0.0004806987,0.000006603722,0.0003400561],"genre_scores_gemma":[0.9985809,0.0002304137,0.0005281316,0.00003004537,0.000005364711,0.000008807365,0.0004297575,0.00000545394,0.0001811137],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00592112,"threshold_uncertainty_score":0.01177335,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02978856882974417,"score_gpt":0.3025377063645611,"score_spread":0.2727491375348169,"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."}}