{"id":"W4393086182","doi":"10.1111/1541-4337.13331","title":"Designing healthier and more sustainable ultraprocessed foods","year":2024,"lang":"en","type":"article","venue":"Comprehensive Reviews in Food Science and Food Safety","topic":"Consumer Attitudes and Food Labeling","field":"Medicine","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canadian Medical Association; Massachusetts Agricultural Experiment Station; U.S. Department of Agriculture","keywords":"Business; Food science; Processed meat; Food processing; Biotechnology; Risk analysis (engineering); Biology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.001422467,0.0002548539,0.0006331459,0.0003779515,0.0003775771,0.0001568884,0.0001541562,0.00007833751,0.000009835768],"category_scores_gemma":[0.0003284721,0.0001985574,0.00006767513,0.001729928,0.0006273952,0.0003827476,0.0001768939,0.0003998874,0.000004850197],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001294154,"about_ca_system_score_gemma":0.0005228401,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001373369,"about_ca_topic_score_gemma":0.00001250311,"domain_scores_codex":[0.9976686,0.00006164815,0.0005383918,0.0007371016,0.0003727324,0.0006215688],"domain_scores_gemma":[0.9987978,0.0001721791,0.00006571956,0.0002994597,0.0003619475,0.0003028788],"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":[0.0003956934,0.0004138336,0.007795474,0.04125379,0.0004442466,0.000287337,0.01464914,0.00001986354,0.03564883,0.03565164,0.0007080617,0.8627321],"study_design_scores_gemma":[0.003877835,0.009049441,0.03131941,0.01395449,0.0006397169,0.001345497,0.009342001,0.004202959,0.003086169,0.002909485,0.9186453,0.001627701],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1485125,0.8437249,0.001071052,0.003287392,0.0001912984,0.001732934,0.000006285552,0.00009743328,0.001376212],"genre_scores_gemma":[0.9551042,0.04166357,0.001877885,0.001166365,0.00005284725,0.00004705089,0.000002841402,0.0000198165,0.00006540495],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9179372,"threshold_uncertainty_score":0.8096935,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05843494875928238,"score_gpt":0.3486922980829351,"score_spread":0.2902573493236527,"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."}}