{"id":"W1973529232","doi":"10.1371/journal.pone.0013953","title":"Metabolic Footprint of Diabetes: A Multiplatform Metabolomics Study in an Epidemiological Setting","year":2010,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Metabolomics and Mass Spectrometry Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":561,"is_retracted":false,"has_abstract":true,"ca_institutions":"Chenomx (Canada)","funders":"Münchner Zentrum für Gesundheitswissenschaften; Bundesministerium für Bildung und Forschung","keywords":"Metabolomics; Metabolome; Diabetes mellitus; Population; Biology; Bioinformatics; Medicine; Physiology; Computational biology; Endocrinology; Environmental health","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":[0.001164273,0.0002173305,0.0006913439,0.0001204208,0.00005406035,0.00001223825,0.0003049599,0.0001662383,0.00001490668],"category_scores_gemma":[0.001163876,0.0001812878,0.00009929688,0.0001707583,0.00009629695,0.00000573842,0.000277356,0.000313352,0.00000209993],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004256717,"about_ca_system_score_gemma":0.00002846787,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001980544,"about_ca_topic_score_gemma":0.0004924487,"domain_scores_codex":[0.9983512,0.0001133391,0.0005121692,0.0004711064,0.0001718077,0.0003804252],"domain_scores_gemma":[0.9989957,0.00006553139,0.0001890266,0.0005374124,0.0001160192,0.00009629648],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0000230641,0.001801297,0.4027948,0.00001116595,0.0002095175,5.02282e-7,0.00005864844,0.000003623209,0.59404,0.0003647416,0.000001066148,0.0006915716],"study_design_scores_gemma":[0.0009218733,0.0006075297,0.4511969,0.000007559097,0.0001378264,3.18849e-7,0.0002427048,0.0002726113,0.5457745,0.0005132715,0.00009559519,0.0002293303],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985144,0.0005944088,0.00001956767,0.00005748358,0.00006796657,0.0005098293,0.00001770297,0.0000144152,0.0002042471],"genre_scores_gemma":[0.9861991,0.0002206464,0.0131817,0.00007676189,0.000159757,0.00009171698,0.00002519721,0.00002144868,0.00002365676],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04840209,"threshold_uncertainty_score":0.7392702,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04441179301224372,"score_gpt":0.2788498737099307,"score_spread":0.234438080697687,"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."}}