{"id":"W4409624865","doi":"10.1017/s1368980025000588","title":"Nutritional portrait of processed foods purchased in Québec (Canada), 2016–2022","year":2025,"lang":"en","type":"article","venue":"Public Health Nutrition","topic":"Consumer Attitudes and Food Labeling","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Symbol (formal); Food science; Sugar; Business; Added sugar; Quality (philosophy); Agricultural science; Toxicology; Chemistry; Environmental science; Computer science; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0002650723,0.0002825928,0.0001217934,0.001570103,0.001145764,0.0008269204,0.0004901217,0.0002717079,0.007424594],"category_scores_gemma":[0.0005964004,0.0001152441,0.0003427718,0.003441039,0.0004920353,0.0003121619,0.0002927442,0.0003123411,0.0004799615],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01906571,"about_ca_system_score_gemma":0.006030601,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.982183,"about_ca_topic_score_gemma":0.9931574,"domain_scores_codex":[0.9998145,0.00002210636,0.00000513338,0.00003587252,0.00008560171,0.00003689634],"domain_scores_gemma":[0.999455,0.00005441207,0.00006752802,0.0000208897,0.0003467293,0.00005535591],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009605071,0.0001310877,0.7216288,0.0006407758,0.0003324224,0.001715408,0.009208231,0.03685754,0.009198879,0.008987,0.08659516,0.1237441],"study_design_scores_gemma":[0.00002128613,0.00009811914,0.8967218,0.0001606436,0.0000518313,0.0002246188,0.008828253,0.01284708,0.0007963231,0.0004726303,0.07971101,0.00006648406],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8824568,0.001324467,0.002556463,0.001574737,0.0000580026,0.0001226505,0.06400778,0.0001922385,0.04770691],"genre_scores_gemma":[0.9650347,0.0007710714,0.004295774,0.0002328719,0.00000845344,0.00004368879,0.01754555,0.00003684713,0.01203115],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01906571,"threshold_uncertainty_score":0.1383321,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02775370082537901,"score_gpt":0.3071355372930901,"score_spread":0.2793818364677111,"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."}}