{"id":"W4322622390","doi":"10.2337/dc22-1993","title":"Ultra-Processed Food Consumption and Risk of Type 2 Diabetes: Three Large Prospective U.S. Cohort Studies","year":2023,"lang":"en","type":"article","venue":"Diabetes Care","topic":"Consumer Attitudes and Food Labeling","field":"Medicine","cited_by":220,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"National Institute of Diabetes and Digestive and Kidney Diseases; National Cancer Institute; National Heart, Lung, and Blood Institute; Fonds de Recherche du Québec - Santé","keywords":"Medicine; Hazard ratio; Prospective cohort study; Type 2 diabetes; Cohort study; Nurses' Health Study; Meta-analysis; Environmental health; Diabetes mellitus; Refined grains; Proportional hazards model; Cohort; Lower risk; Confidence interval; Internal medicine; Whole grains; Food science; Endocrinology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.008786992,0.001493052,0.001641943,0.002045395,0.0008668825,0.001702975,0.0008592387,0.0009061845,0.001251775],"category_scores_gemma":[0.01321495,0.001040634,0.01049634,0.004193123,0.0004538145,0.0004375467,0.001273236,0.0009287847,0.0001372066],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000746073,"about_ca_system_score_gemma":0.001444839,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01560151,"about_ca_topic_score_gemma":0.02997821,"domain_scores_codex":[0.9950949,0.002436726,0.0008691351,0.0008949825,0.0005297592,0.0001744598],"domain_scores_gemma":[0.9872407,0.005936898,0.003203799,0.001459945,0.001767257,0.0003913929],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008228976,0.0001774916,0.7504874,0.006310193,0.2152335,0.0004418898,0.0003372651,0.0007823516,0.0009337538,0.0001338726,0.001354224,0.01557906],"study_design_scores_gemma":[0.002378677,0.001145187,0.7113036,0.002619333,0.2776341,0.000650113,0.0003124338,0.0006934545,0.0004353142,0.0002705299,0.002466564,0.00009075041],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7691779,0.2183634,0.002849972,0.0006262747,0.0002436234,0.0004745946,0.007394508,0.00005801509,0.0008116342],"genre_scores_gemma":[0.9680529,0.02483272,0.003109286,0.0004797309,0.00008456544,0.0004137233,0.002822788,0.00001654248,0.0001877444],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01560151,"threshold_uncertainty_score":0.04647058,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02417724563976112,"score_gpt":0.2877708550807993,"score_spread":0.2635936094410382,"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."}}