{"id":"W4402126601","doi":"10.1016/j.lana.2024.100859","title":"Ultra-processed foods and cardiovascular disease: analysis of three large US prospective cohorts and a systematic review and meta-analysis of prospective cohort studies","year":2024,"lang":"en","type":"review","venue":"The Lancet Regional Health - Americas","topic":"Consumer Attitudes and Food Labeling","field":"Medicine","cited_by":75,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Pan American Health Organization; National Institutes of Health; Fundación México en Harvard; Consejo Nacional de Ciencia y Tecnología","keywords":"Medicine; Prospective cohort study; Hazard ratio; Funnel plot; Meta-analysis; Cohort study; Publication bias; Internal medicine; Stroke (engine); Nurses' Health Study; Cohort; Confidence interval","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","metaepi_broad"],"consensus_categories":[],"category_scores_codex":[0.002659197,0.0005919372,0.02262352,0.0005398201,0.0001384874,0.00002486301,0.0001632529,0.0000791374,0.00001001391],"category_scores_gemma":[0.0002995205,0.0003033154,0.002960789,0.003701741,0.0005555635,0.00004591637,0.0001324207,0.0004124948,5.507154e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001222532,"about_ca_system_score_gemma":0.0003498896,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002450608,"about_ca_topic_score_gemma":0.0001571203,"domain_scores_codex":[0.9959133,0.0004865399,0.001489384,0.0009469995,0.0007914056,0.0003723179],"domain_scores_gemma":[0.9963985,0.0006114663,0.001184271,0.001127099,0.0004468847,0.0002317419],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.00001759797,0.0000357363,0.001988581,0.473901,0.5233861,0.000009618969,0.0001743298,0.000001303867,6.329703e-9,0.0001457079,0.00002728174,0.000312798],"study_design_scores_gemma":[0.0001793474,0.0001360512,0.003919056,0.03844786,0.9550979,0.00005299603,0.0000924154,0.00005889167,1.667533e-8,0.00004737544,0.001743374,0.0002247689],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00007407866,0.9920777,0.0000478103,0.0008919758,0.00001372965,0.006260834,0.0005852047,0.00003004773,0.00001861115],"genre_scores_gemma":[0.006882151,0.991012,0.00008069842,0.0004936196,0.00003296664,0.001323478,0.00009969326,0.00003958318,0.00003585199],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4354531,"threshold_uncertainty_score":0.9999419,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1748573211478702,"score_gpt":0.4364467106304281,"score_spread":0.2615893894825578,"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."}}