{"id":"W2911640446","doi":"10.1017/s1368980018003762","title":"Ultra-processed foods: what they are and how to identify them","year":2019,"lang":"en","type":"article","venue":"Public Health Nutrition","topic":"Consumer Attitudes and Food Labeling","field":"Medicine","cited_by":2701,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"Fundação de Amparo à Pesquisa do Estado de São Paulo","keywords":"Environmental health; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008391418,0.001627964,0.001747628,0.003791584,0.004119154,0.01063576,0.002895919,0.01238763,0.007993071],"category_scores_gemma":[0.03785291,0.0008667236,0.00134413,0.002567492,0.01342264,0.0230256,0.004300494,0.01772358,0.005008461],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005217794,"about_ca_system_score_gemma":0.0106431,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01273143,"about_ca_topic_score_gemma":0.01836189,"domain_scores_codex":[0.9905767,0.004561789,0.001304484,0.0008377057,0.001932646,0.0007867326],"domain_scores_gemma":[0.9753723,0.0146692,0.001745502,0.0006904321,0.005835571,0.001687079],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007081759,0.0000395362,0.001156049,0.00299599,0.00003767024,0.0007634016,0.006727391,0.00003860857,0.0001981244,0.03739262,0.8124777,0.1381021],"study_design_scores_gemma":[0.000006195443,0.000020878,0.00118693,0.005640195,0.00001377914,0.0008182705,0.006561687,0.00003553005,0.00007583042,0.01817764,0.9674278,0.00003521485],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.001063125,0.2538491,0.002098809,0.6240799,0.1026661,0.00009596782,0.0003086611,0.0001002282,0.0157382],"genre_scores_gemma":[0.01513026,0.3513048,0.00705933,0.52712,0.07854185,0.0003693851,0.0006799265,0.0002828354,0.01951168],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01273143,"threshold_uncertainty_score":0.04437864,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06801993445431957,"score_gpt":0.3398383565956027,"score_spread":0.2718184221412832,"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."}}