{"id":"W7133004069","doi":"","title":"A Comparison of the Product (Re)formulation Actions and Commitments of the Top Packaged Food and Beverage Companies in Canada","year":2021,"lang":"","type":"dissertation","venue":"TSpace","topic":"Consumer Attitudes and Food Labeling","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Obesity Canada; Canadian Institutes of Health Research; University of Toronto; Canadian Nutrition Society","keywords":"Product (mathematics); Quality (philosophy); Commit; Food products; Food industry; Food supply; Food packaging; Food quality","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002590835,0.0003714444,0.0004408166,0.003457614,0.003074428,0.003016038,0.001475071,0.0004624078,0.001982569],"category_scores_gemma":[0.007398271,0.0004015907,0.0007615068,0.007059689,0.001137335,0.0009571025,0.001824724,0.0009359649,0.0001514524],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05659532,"about_ca_system_score_gemma":0.06131126,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9927342,"about_ca_topic_score_gemma":0.9965544,"domain_scores_codex":[0.9948921,0.0003228514,0.0002515722,0.0004366151,0.003016887,0.001080038],"domain_scores_gemma":[0.989051,0.000758136,0.001563462,0.0002566922,0.006746091,0.001624704],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006545575,0.0001401421,0.9153271,0.0004868305,0.0004271001,0.0002436253,0.0115143,0.0007581864,0.001318221,0.001768403,0.005769224,0.06159227],"study_design_scores_gemma":[0.000007647269,0.00004179054,0.9899349,0.00006786975,0.00004198256,0.00002055893,0.005572567,0.000328062,0.0001878645,0.00002784251,0.003746568,0.00002239192],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.984112,0.00138688,0.0002077018,0.0007888892,0.00002022389,0.0001054318,0.004319692,0.00002033108,0.00903888],"genre_scores_gemma":[0.9935627,0.001013468,0.0005434091,0.0001669795,0.000003965239,0.00002730122,0.002932998,0.00001111271,0.001738189],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05659532,"threshold_uncertainty_score":0.4106297,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04970360477440231,"score_gpt":0.3539766648226872,"score_spread":0.3042730600482849,"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."}}