{"id":"W2006230647","doi":"10.1016/j.jneb.2006.07.010","title":"Developing Ratings for Food Products: Lessons Learned From Media Rating Systems","year":2007,"lang":"en","type":"review","venue":"Journal of Nutrition Education and Behavior","topic":"Consumer Attitudes and Food Labeling","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Rating system; Rating scale; Psychology; Business; Environmental health; Medicine; Environmental economics; Developmental psychology; Economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006143106,0.0002410669,0.001129548,0.0004023889,0.0001262525,0.0001094582,0.00008504579,0.0002287449,0.00001100458],"category_scores_gemma":[0.000461635,0.0001959155,0.0002415297,0.0002452526,0.00002924421,0.0001282573,0.00001596361,0.0004292015,0.000001527649],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002233856,"about_ca_system_score_gemma":0.001433154,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007183765,"about_ca_topic_score_gemma":0.000004991122,"domain_scores_codex":[0.9980609,0.00006163874,0.001195109,0.0002463975,0.0002617816,0.0001741843],"domain_scores_gemma":[0.9972203,0.0003238455,0.001178479,0.0001383809,0.0009810989,0.0001578614],"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":[0.00001385124,0.001343003,0.00002602524,0.01520463,0.0001764174,0.000003859398,0.0001939041,1.207944e-8,0.00005023877,0.000129283,0.0003792948,0.9824795],"study_design_scores_gemma":[0.000954326,0.0002516395,0.000110351,0.04818573,0.006583634,0.0007045983,0.001253146,9.676713e-7,0.00002429919,0.00003352881,0.9416741,0.0002237322],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001511334,0.9934979,0.0004345372,0.001049546,0.002028059,0.001383487,0.0000736838,0.00001443035,0.000007014751],"genre_scores_gemma":[0.0006507197,0.9699218,0.02600286,0.00006182249,0.002652642,0.0003104439,0.0003025947,0.00004363385,0.00005352682],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9822558,"threshold_uncertainty_score":0.7989203,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2614066474685524,"score_gpt":0.4498521397451963,"score_spread":0.188445492276644,"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."}}