{"id":"W3169939837","doi":"10.1017/jns.2021.30","title":"The burden of excessive saturated fatty acid intake attributed to ultra-processed food consumption: a study conducted with nationally representative cross-sectional studies from eight countries","year":2021,"lang":"en","type":"article","venue":"Journal of Nutritional Science","topic":"Consumer Attitudes and Food Labeling","field":"Medicine","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"Fundação de Amparo à Pesquisa do Estado de São Paulo; University of Cambridge","keywords":"Saturated fatty acid; Environmental health; Fatty acid; Cross-sectional study; Context (archaeology); Medicine; Food science; Saturated fat; Consumption (sociology); Population; Geography; Chemistry; Endocrinology","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":[0.00492082,0.0004233067,0.0005969031,0.0009955259,0.0006474276,0.0009109618,0.0005075776,0.0005453692,0.0004566122],"category_scores_gemma":[0.004925833,0.0009155047,0.00105272,0.002291067,0.0004644735,0.0007091337,0.001088354,0.0004530791,0.0001335091],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004234365,"about_ca_system_score_gemma":0.0005501368,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01060259,"about_ca_topic_score_gemma":0.01258951,"domain_scores_codex":[0.9968831,0.001680794,0.0004468332,0.0005731259,0.0002441677,0.0001718607],"domain_scores_gemma":[0.9954482,0.0008609895,0.001921633,0.000789932,0.0007481112,0.0002311257],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006691722,0.00002956568,0.9980705,0.00004230301,0.0002808921,0.00003699674,0.000296774,0.00004758093,0.0001309338,0.0000162033,0.0000417751,0.0009396184],"study_design_scores_gemma":[0.000008144789,0.0001530712,0.9984943,0.00002477296,0.0001513999,0.0001458799,0.0005935936,0.00008028245,0.0000642642,0.0000088022,0.0002703635,0.000005243743],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985216,0.0003476389,0.0003554508,0.00001737563,0.000004039902,0.00004382206,0.0004790862,0.000002620832,0.0002283255],"genre_scores_gemma":[0.9978467,0.00030663,0.0008737378,0.00005009312,0.000005033094,0.00009591868,0.0007506845,0.000002381312,0.00006888637],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01060259,"threshold_uncertainty_score":0.0260241,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07283718465244067,"score_gpt":0.377708543017737,"score_spread":0.3048713583652963,"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."}}