{"id":"W4312056701","doi":"10.1016/j.ajcnut.2022.10.014","title":"Ultra-processed foods and mortality: analysis from the Prospective Urban and Rural Epidemiology study","year":2022,"lang":"en","type":"article","venue":"American Journal of Clinical Nutrition","topic":"Consumer Attitudes and Food Labeling","field":"Medicine","cited_by":53,"is_retracted":false,"has_abstract":false,"ca_institutions":"Population Health Research Institute; Université Laval; Queen's University; McMaster University; St. Paul's Hospital; Simon Fraser University","funders":"","keywords":"Medicine; Hazard ratio; Epidemiology; Demography; Proportional hazards model; Nutritional epidemiology; Cohort study; Prospective cohort study; Mortality rate; Observational study; Risk of mortality; Environmental health; Confidence interval; Internal medicine","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":[0.002374952,0.00009890199,0.0009913497,0.00008434712,0.0001560081,0.00001494795,0.00008903965,0.00002368568,0.00003781588],"category_scores_gemma":[0.001029241,0.00006614339,0.0002277978,0.0004729409,0.0003644567,0.00006308578,0.00004609924,0.0006281012,1.797681e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002247815,"about_ca_system_score_gemma":0.00005158455,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003341271,"about_ca_topic_score_gemma":0.00005437991,"domain_scores_codex":[0.9976559,0.0007702402,0.001012775,0.0001980276,0.0002308886,0.0001321345],"domain_scores_gemma":[0.9963496,0.002446139,0.0007419367,0.0001583235,0.0001481577,0.0001558686],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001046962,0.0008634371,0.9833215,0.000008064005,0.003684415,0.00002392471,0.0005064561,0.000004538414,0.00004597687,0.00001632306,0.00005244534,0.010426],"study_design_scores_gemma":[0.003128433,0.006180407,0.9732291,0.00002828432,0.005452244,0.00004787448,0.01069716,0.0001596544,0.000003701524,0.0008066085,0.00019549,0.00007110165],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915491,0.003977649,0.0001531449,0.003918456,0.00008358341,0.0002725183,0.00002231385,0.000007127604,0.00001613818],"genre_scores_gemma":[0.997387,0.0006090612,0.0005303291,0.001135196,0.0003025973,0.00001643184,0.000009674903,0.00000742669,0.000002285416],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0103549,"threshold_uncertainty_score":0.2728822,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06806513957525814,"score_gpt":0.4216168626388927,"score_spread":0.3535517230636346,"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."}}