{"id":"W4365444348","doi":"10.1017/s1368980023000617","title":"Ultra-processed foods: a concept in need of revision to avoid targeting healthful and sustainable plant-based foods","year":2023,"lang":"en","type":"letter","venue":"Public Health Nutrition","topic":"Consumer Attitudes and Food Labeling","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"Ontario Ministry of Research and Innovation; Banting and Best Diabetes Centre, University of Toronto; Physicians' Services Incorporated Foundation; Physicians Committee for Responsible Medicine; Loblaw Companies Limited; International Sweeteners Association; University of Toronto; Alberta Pulse Growers Commission; International Nut and Dried Fruit Council; Glycemic Index Foundation; Society for Endocrinology; European Food Safety Authority; U.S. Department of Agriculture; Diabetes Canada; Soy Nutrition Institute; Dairy Farmers of Canada; Canadian Institutes of Health Research; National Honey Board; Danone; Almond Board of California; United Soybean Board; General Mills","keywords":"Action (physics); Food science; Business; Computer science; Chemistry","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":[0.008549156,0.0007479036,0.0009599238,0.0005888703,0.006548472,0.006320084,0.00283211,0.07748057,0.008237458],"category_scores_gemma":[0.02298333,0.0006232535,0.0008980057,0.0006095251,0.008514386,0.008795967,0.002565541,0.07103544,0.004562621],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005207604,"about_ca_system_score_gemma":0.01099373,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00952181,"about_ca_topic_score_gemma":0.02090482,"domain_scores_codex":[0.9925051,0.002226749,0.0008815958,0.0009128237,0.002580944,0.000892849],"domain_scores_gemma":[0.9844155,0.009254379,0.0007309009,0.0005029259,0.002968921,0.002127422],"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":[0.00004042709,0.00006660788,0.0004053791,0.0001061591,0.000006617749,0.001864647,0.0009559751,0.00004435933,0.0005849281,0.0258789,0.9574018,0.01264427],"study_design_scores_gemma":[0.00005864433,0.00005710382,0.0008408657,0.0003601905,0.00001329434,0.002844034,0.001946537,0.0002497818,0.0002785322,0.02057583,0.9727169,0.00005833804],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002245791,0.0005572755,0.0001135875,0.9912797,0.005373963,0.000006813779,0.00001031145,0.00001367554,0.002420048],"genre_scores_gemma":[0.002872827,0.0006372994,0.0005282898,0.9775784,0.01024246,0.00002526066,0.000009582702,0.00002328909,0.008082615],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.07748057,"threshold_uncertainty_score":0.04521281,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.042874690175674,"score_gpt":0.320603432211132,"score_spread":0.2777287420354579,"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."}}