{"id":"W2915293971","doi":"10.1093/aje/kwz028","title":"The Consortium of Metabolomics Studies (COMETS): Metabolomics in 47 Prospective Cohort Studies","year":2019,"lang":"en","type":"article","venue":"American Journal of Epidemiology","topic":"Metabolomics and Mass Spectrometry Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":109,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Eunice Kennedy Shriver National Institute of Child Health and Human Development; National Institute on Minority Health and Health Disparities; National Institute of Child Health and Human Development; National Institute of Arthritis and Musculoskeletal and Skin Diseases; National Institute of Diabetes and Digestive and Kidney Diseases; National Center for Research Resources; National Institute of Allergy and Infectious Diseases; National Cancer Institute; National Human Genome Research Institute; National Institute on Drug Abuse; National Institute of Nursing Research; National Institute of Mental Health; Office of Research on Women's Health; National Heart, Lung, and Blood Institute; National Eye Institute; National Institute on Alcohol Abuse and Alcoholism; Instituto de Salud Carlos III; National Center for Advancing Translational Sciences; Medical Research Council; National Institutes of Health; National Institute of Dental and Craniofacial Research; Public Health England; Hellenic Health Foundation; Deutsche Krebshilfe; World Cancer Research Fund; Home Office; Division of Cancer Epidemiology and Genetics, National Cancer Institute; Center for AIDS Research, University of North Carolina at Chapel Hill; Alzheimer's Society; University of California, San Francisco; World Health Organization; Wellcome Trust; Cancer Research UK; European Regional Development Fund; Bundesministerium für Bildung und Forschung; National Institute on Aging; National Institute for Health and Care Research; National Institute for Health Research Health Protection Research Unit; Associazione Italiana per la Ricerca sul Cancro; Imperial College London; Georgia Clinical and Translational Science Alliance; National Institute of Neurological Disorders and Stroke; British Heart Foundation; Diabetes UK; National Institute on Deafness and Other Communication Disorders; Deutsches Krebsforschungszentrum; European Commission","keywords":"Metabolomics; Medicine; Interquartile range; Disease; Cohort; Bioinformatics; Internal medicine; Biology","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":[0.05301457,0.001495242,0.002244942,0.006360113,0.00189463,0.004548603,0.001582657,0.002089981,0.00377061],"category_scores_gemma":[0.07858988,0.001114706,0.002591564,0.01304364,0.0008480775,0.001311121,0.00941162,0.001621929,0.0009362931],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001499394,"about_ca_system_score_gemma":0.004776163,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007241956,"about_ca_topic_score_gemma":0.007431418,"domain_scores_codex":[0.942121,0.03605745,0.006993813,0.005745366,0.00665031,0.002431952],"domain_scores_gemma":[0.9344822,0.02353312,0.01029876,0.01420025,0.01244515,0.005040638],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006878822,0.0003289155,0.9108841,0.001356611,0.008166268,0.000644423,0.0009323969,0.0009161098,0.001075985,0.002320459,0.02735784,0.03913795],"study_design_scores_gemma":[0.005589905,0.001161808,0.9044165,0.002127329,0.008174993,0.001776856,0.001134978,0.002148136,0.001426297,0.002445197,0.06934077,0.0002571356],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7919525,0.0212976,0.03046118,0.00269121,0.0009054024,0.01090595,0.1304077,0.0007395023,0.01063905],"genre_scores_gemma":[0.7585792,0.008355762,0.04412596,0.002625869,0.001136533,0.02293279,0.1598157,0.0005254041,0.001902817],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05301457,"threshold_uncertainty_score":0.2803712,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02798722003830517,"score_gpt":0.3438076526608426,"score_spread":0.3158204326225374,"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."}}