{"id":"W2972870669","doi":"10.1136/jech-2019-ssmabstracts.36","title":"OP36 Trans fatty acid biomarkers and incident type 2 diabetes: pooled analysis of 10 prospective cohort studies in the fatty acids and outcomes research consortium (FORCE)","year":2019,"lang":"en","type":"article","venue":"Oral Presentations","topic":"Metabolomics and Mass Spectrometry Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Medical Research Council","keywords":"Type 2 diabetes; Medicine; Prospective cohort study; Odds ratio; Internal medicine; European Prospective Investigation into Cancer and Nutrition; Diabetes mellitus; Endocrinology","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":[0.0006825446,0.000120855,0.0003472725,0.000241605,0.0001148005,0.00002857115,0.0001269814,0.00005721574,0.00002643724],"category_scores_gemma":[0.0003037535,0.00008376312,0.00007288181,0.0007196034,0.0003930073,0.00001079256,0.0001378587,0.00009458816,0.000001224568],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001235894,"about_ca_system_score_gemma":0.00002615767,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008346176,"about_ca_topic_score_gemma":0.0005304151,"domain_scores_codex":[0.9988235,0.0002065612,0.0002369301,0.0003132324,0.0002086559,0.0002111252],"domain_scores_gemma":[0.9992716,0.000139434,0.00006761218,0.0002542039,0.0002336004,0.00003354821],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004661792,0.00004475743,0.8968822,0.00002138619,0.003235113,6.15349e-7,0.0008676994,0.00001288877,0.0984518,0.0001904016,0.0001821973,0.00006428466],"study_design_scores_gemma":[0.0004620981,0.000175609,0.974966,0.000004091254,0.0005870441,4.408657e-7,0.005747024,0.00008237841,0.01754202,0.000221585,0.0001168411,0.0000948263],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952107,0.003027644,0.00003805994,0.0003457928,0.00004835847,0.0005926641,0.00004657419,0.000003321895,0.0006868574],"genre_scores_gemma":[0.9976324,0.001649188,0.0002168524,0.00004575736,0.00001038206,0.00006131268,0.00006067086,0.000007141409,0.0003162616],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08090977,"threshold_uncertainty_score":0.3415761,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03935900905392984,"score_gpt":0.3768140890047903,"score_spread":0.3374550799508604,"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."}}