{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001085252,0.0001209222,0.0005424531,0.0001086223,0.0001538054,0.000003142623,0.00008741693,0.00001400177,0.0001033901],"category_scores_gemma":[0.0001079281,0.0001017497,0.00009060555,0.0005152129,0.00005958118,0.00002439615,0.0001447688,0.000186582,0.000003983166],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006563211,"about_ca_system_score_gemma":0.00007739277,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008558085,"about_ca_topic_score_gemma":0.0001201813,"domain_scores_codex":[0.9981754,0.0004797375,0.0003724874,0.000219371,0.0005115989,0.0002413928],"domain_scores_gemma":[0.9993395,0.00005337799,0.0002548666,0.0001839389,0.00006542741,0.0001028579],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001008771,0.001639056,0.9873927,0.00003762022,0.0005887856,0.00003849249,0.0002537805,0.0000104176,0.00004211599,0.0003896797,0.008151817,0.0004467512],"study_design_scores_gemma":[0.002824297,0.00069607,0.9829716,0.00005088788,0.00004763492,0.00001231206,0.0005691997,0.000002361683,0.00002057448,0.00001424883,0.01269246,0.00009833662],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9805604,0.01367363,0.000001687792,0.002848494,0.00005069165,0.0003491818,0.0003501911,0.00003975245,0.002126028],"genre_scores_gemma":[0.9968632,0.0006853319,0.00009472736,0.001906898,0.00007185613,0.0000274972,0.0002240636,0.00002189084,0.0001044824],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01630291,"threshold_uncertainty_score":0.4149234,"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."}}