{"id":"W3012297787","doi":"10.1136/bmj.m545","title":"What role should the commercial food system play in promoting health through better diet?","year":2020,"lang":"en","type":"article","venue":"BMJ","topic":"Consumer Attitudes and Food Labeling","field":"Medicine","cited_by":95,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Medical Research Council; National Institute for Health and Care Research","keywords":"White paper; Action (physics); Public health; Medicine; Business; Public relations; Environmental health; Political science; Nursing","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":[0.004099384,0.0002215234,0.0005314833,0.0006001999,0.0009831256,0.004015795,0.0006495122,0.004389091,0.01942905],"category_scores_gemma":[0.01113979,0.0001755274,0.0005006653,0.0008313892,0.002797481,0.004473164,0.0008407319,0.002310536,0.001929375],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001566012,"about_ca_system_score_gemma":0.003938565,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02413954,"about_ca_topic_score_gemma":0.03275575,"domain_scores_codex":[0.9986639,0.0006839911,0.00004615878,0.00009444272,0.0002214067,0.0002900137],"domain_scores_gemma":[0.9914343,0.003704906,0.001164919,0.0001810723,0.001296985,0.002217849],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001522048,0.002123248,0.2173986,0.004510848,0.000707253,0.0009578638,0.004940813,0.0003950423,0.002798327,0.04700571,0.1361623,0.581478],"study_design_scores_gemma":[0.0003219116,0.000945818,0.424082,0.01088793,0.0007779445,0.00144407,0.02803428,0.000901695,0.001225797,0.04497519,0.4862258,0.0001774799],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.05295661,0.05854088,0.0004522958,0.8451253,0.002653255,0.00002576156,0.0003244001,0.00002942324,0.03989207],"genre_scores_gemma":[0.6956479,0.1197515,0.002714362,0.1626976,0.007096013,0.00008704873,0.0002174079,0.00006067287,0.01172744],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02413954,"threshold_uncertainty_score":0.06499666,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08516560633483618,"score_gpt":0.3494262353962361,"score_spread":0.2642606290614,"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."}}