{"id":"W4392808637","doi":"10.1038/s43016-024-00946-7","title":"Health burden from food systems is highly unequal across income groups","year":2024,"lang":"en","type":"article","venue":"Nature Food","topic":"Agriculture Sustainability and Environmental Impact","field":"Environmental Science","cited_by":28,"is_retracted":false,"has_abstract":false,"ca_institutions":"Carleton University","funders":"Southern University of Science and Technology; Department of Education of Guangdong Province; Guangdong Science and Technology Department; Ministry of Science and Technology of the People's Republic of China; National Natural Science Foundation of China","keywords":"Consumption (sociology); Food processing; Agriculture; Environmental health; Production (economics); Psychological intervention; Population; Food systems; Population health; China; Agricultural economics; Business; Economics; Geography; Food security; Medicine; Food science; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003322431,0.0003270562,0.0003307456,0.00002531031,0.0002806676,0.0002206191,0.0004164056,0.0005005593,0.0004585858],"category_scores_gemma":[0.0000269489,0.000237488,0.000158346,0.0004432596,0.0001750123,0.0004765926,0.000381526,0.001022504,0.0007716278],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001251815,"about_ca_system_score_gemma":0.00002407206,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001870745,"about_ca_topic_score_gemma":0.0005629272,"domain_scores_codex":[0.9974594,0.0001114953,0.0003416235,0.000731763,0.0006635737,0.0006921748],"domain_scores_gemma":[0.9990903,0.00009167349,0.00007800682,0.000426726,0.000005039046,0.0003082917],"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":[0.0006988523,0.002373394,0.1612462,0.003618474,0.002997367,0.0006485961,0.2056294,0.02427469,0.01145742,0.01890921,0.4208652,0.1472812],"study_design_scores_gemma":[0.001426635,0.004660477,0.3778346,0.0004511551,0.00009718852,0.00009137665,0.01362944,0.001664967,0.001500859,0.009812166,0.5869377,0.001893396],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9818896,0.008786542,0.0001266761,0.005350938,0.001128991,0.000524955,0.0008922182,0.0002378222,0.001062238],"genre_scores_gemma":[0.9977882,0.00005554477,0.000101227,0.0007649329,0.0005218799,0.00002759389,0.0001009636,0.00003381474,0.0006058439],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2165885,"threshold_uncertainty_score":0.9917971,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00625872307599628,"score_gpt":0.254056331937797,"score_spread":0.2477976088618007,"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."}}