{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.006429976,0.0003074646,0.002322781,0.0002197521,0.0000880624,0.000004767869,0.0004890965,0.00009173469,0.000005064866],"category_scores_gemma":[0.009939621,0.0001908597,0.0003803764,0.0004256628,0.001816473,0.00001117794,0.0003063948,0.0003706028,0.000003371768],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006845258,"about_ca_system_score_gemma":0.0001452915,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003499668,"about_ca_topic_score_gemma":0.00007782623,"domain_scores_codex":[0.9960619,0.001102291,0.001724336,0.0004076946,0.0001623018,0.0005415073],"domain_scores_gemma":[0.9940228,0.002306688,0.002296926,0.000500907,0.0007896369,0.00008308059],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008696383,0.0001033114,0.9447265,0.00003008777,0.007507556,0.000005431533,0.0002938687,0.0003799834,0.02983777,0.01152399,0.001502121,0.003219792],"study_design_scores_gemma":[0.005653953,0.01092044,0.7488956,0.0001536862,0.001816332,0.0004265629,0.03898583,0.00009014401,0.04894132,0.03150119,0.1112229,0.001392117],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.879652,0.1176741,0.0001708243,0.001112434,0.0008846169,0.0002973994,0.00001217275,0.000002909406,0.0001935725],"genre_scores_gemma":[0.8542878,0.1406494,0.004198254,0.0004771437,0.0001764905,0.00002039552,0.000002763339,0.00002211907,0.0001656773],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1958309,"threshold_uncertainty_score":0.9984001,"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."}}