{"id":"W3146037491","doi":"10.3389/fnut.2021.601526","title":"Ultra-Processed Food Consumption Among Chilean Preschoolers Is Associated With Diets Promoting Non-communicable Diseases","year":2021,"lang":"en","type":"article","venue":"Frontiers in Nutrition","topic":"Consumer Attitudes and Food Labeling","field":"Medicine","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Carolina Population Center, University of North Carolina at Chapel Hill; National Institute of Diabetes and Digestive and Kidney Diseases; Universidad de Chile; International Development Research Centre; Bloomberg Philanthropies","keywords":"Nutrient; Medicine; Environmental health; Food science; Saturated fat; Polyunsaturated fatty acid; Vitamin; Micronutrient; Vitamin C; Biology; Cholesterol; Internal medicine; Biochemistry; Fatty acid","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001382165,0.000175077,0.0004055437,0.0001313266,0.0001426644,0.00007072389,0.00008886357,0.0001201941,0.00004190337],"category_scores_gemma":[0.0001766504,0.0001750844,0.00007831884,0.000378926,0.00008979993,0.0002836434,0.00002639401,0.0003381915,0.000002303643],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001647299,"about_ca_system_score_gemma":0.00009204613,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001914099,"about_ca_topic_score_gemma":0.00009023311,"domain_scores_codex":[0.9987237,0.00007380077,0.0002875429,0.0003403458,0.0002650158,0.0003096165],"domain_scores_gemma":[0.9992182,0.00004369551,0.0001233863,0.0002982108,0.0001772682,0.0001392749],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002993537,0.001451955,0.9892522,0.001970527,0.0005557253,0.00007588201,0.0006750369,0.00001173554,0.002836309,0.000002557606,0.001638866,0.00122986],"study_design_scores_gemma":[0.02235051,0.001250963,0.8934708,0.02229824,0.001846064,0.00005631384,0.002582999,0.009361766,0.04488496,0.0005196594,0.000440163,0.0009375525],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9842994,0.01337834,0.0006911417,0.0003674331,0.0001475339,0.000676449,0.00005114692,0.0000981732,0.0002903544],"genre_scores_gemma":[0.9948148,0.00167867,0.002661323,0.0001526659,0.00004389481,0.0001069965,0.0004546154,0.00003263864,0.00005436431],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09578138,"threshold_uncertainty_score":0.7139736,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01266650016831694,"score_gpt":0.2376279214425781,"score_spread":0.2249614212742611,"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."}}