{"id":"W4282920772","doi":"10.3390/nu14102165","title":"Comment on Muzzioli et al. Are Front-of-Pack Labels a Health Policy Tool? Nutrients 2022, 14, 771","year":2022,"lang":"en","type":"review","venue":"Nutrients","topic":"Consumer Attitudes and Food Labeling","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Front (military); Nutrition facts label; Narrative; Nutrition Labeling; Labelling; Publishing; Political science; Medicine; Sociology; Food science; Chemistry; Art; Engineering; Social science; Literature; Law; Mechanical engineering","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":[0.02031826,0.001630407,0.003524313,0.002697514,0.002622261,0.004109929,0.007504051,0.03370988,0.01513071],"category_scores_gemma":[0.09954042,0.001289566,0.003990388,0.003194244,0.003636415,0.006561949,0.003209102,0.03352483,0.01737456],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006005656,"about_ca_system_score_gemma":0.01122008,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01483139,"about_ca_topic_score_gemma":0.01705369,"domain_scores_codex":[0.9870785,0.002966996,0.002626766,0.001393011,0.005123208,0.0008115874],"domain_scores_gemma":[0.9512849,0.02514925,0.004223527,0.001022748,0.01622411,0.002095459],"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":[0.0000377832,0.000004648372,0.00003872184,0.0007112587,0.00002282215,0.00006416281,0.00006763798,0.00001089925,0.00004446798,0.0003659379,0.9961569,0.002474732],"study_design_scores_gemma":[0.0001632264,0.00005184191,0.0005480179,0.003511592,0.0001677883,0.0004888051,0.0002591231,0.00006133407,0.0002751577,0.001918981,0.9924886,0.00006553076],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00007009004,0.01080805,0.0001101347,0.8903514,0.09683408,0.00005400938,0.0007633509,0.0000682962,0.0009406025],"genre_scores_gemma":[0.0006510245,0.009416185,0.0001498316,0.9454334,0.04064098,0.0001599643,0.0001782629,0.00004643457,0.003323993],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03370988,"threshold_uncertainty_score":0.1074545,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09188048913707376,"score_gpt":0.4061876887192791,"score_spread":0.3143071995822054,"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."}}