{"id":"W4391113261","doi":"10.1136/bmjopen-2023-074562","title":"How prices and income influence global patterns in saturated fat intake by age, sex and world region: a cross-sectional analysis of 160 countries","year":2024,"lang":"en","type":"article","venue":"BMJ Open","topic":"Obesity, Physical Activity, Diet","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Institute of Biomedical Sciences, Academia Sinica; Instituto De Saúde Pública, Universidade do Porto; Rijksinstituut voor Volksgezondheid en Milieu; Wageningen University and Research; Anschutz Medical Campus, University of Colorado; University of California, Davis; Egerton University; Universidad de Cuenca; Consortium of International Agricultural Research Centers; Université Cadi Ayyad; Research Institute for Endocrine Sciences, Shahid Beheshti University of Medical Sciences; Universitas Andalas; Institut de Veille Sanitaire; Harokopio University; National Nutrition and Food Technology Research Institute; Addis Ababa University; University of Tabriz; Universidade do Porto; Centre Hospitalier Universitaire Vaudois; Universidad de Chile; University of North Carolina at Chapel Hill; University of Jordan; Robert Koch Institut; Universidade de São Paulo; Hôpitaux Universitaires de Genève; Háskóli Íslands; Universidad de Antioquia; North-West University; Kuwait Institute for Scientific Research; Ahvaz Jundishapur University of Medical Sciences; Shahid Sadoughi University of Medical Sciences; University of Colombo; Universidad de Las Palmas de Gran Canaria; National Health Research Institutes; World Health Organization; University of Tokyo; Universiti Sains Malaysia; Tehran University of Medical Sciences and Health Services; Shahid Beheshti University of Medical Sciences; Universiteit Gent; Rheinische Friedrich-Wilhelms-Universität Bonn; Qatar University; Isfahan University of Medical Sciences; Consejo Nacional de Investigaciones Científicas y Técnicas; Korea University; Universiti Malaya; Eulji University; Universität Wien; Food and Nutrition Research Institute; Ardabil University of Medical Sciences; University of Queensland; Leibniz-Gemeinschaft; King Saud University; Université de Lausanne; Indian Council of Medical Research; University of Aberdeen; Korea Disease Control and Prevention Agency; Hellenic Health Foundation; Universitetet i Bergen; Universidade Federal do Rio de Janeiro; Tribhuvan University; FrieslandCampina; International Fine Particle Research Institute; University of Mauritius; Royal College of Surgeons in Ireland; Universiti Kebangsaan Malaysia; Terveyden ja hyvinvoinnin laitos; King's College London; Teesside University; Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology; University of Otago; Universität Hohenheim; University of Cincinnati; American University of Beirut; University of Alberta; Helsingin Yliopisto; Florida International University; University of Delhi; Università di Catania; Hacettepe Üniversitesi; Washington University in St. Louis; Universiti Putra Malaysia; National and Kapodistrian University of Athens; Mahidol University; Gazi Üniversitesi; Justus Liebig Universität Gießen; King Abdulaziz University; School of Medicine, New York University; Universidad San Francisco de Quito; University of Dhaka; Loyola University Chicago; Institute of Chemistry, Chinese Academy of Sciences; Academia Sinica; Tabriz University of Medical Sciences; Bill and Melinda Gates Foundation","keywords":"Food prices; Developing country; Medicine; Cross-sectional study; Demographic economics; Economics; Food security; Geography; Agriculture; Economic growth","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002394134,0.0003117679,0.0004555742,0.0008158358,0.0002969885,0.0007011056,0.000355611,0.0003898454,0.001924442],"category_scores_gemma":[0.004547484,0.0005524537,0.001440038,0.001959211,0.0005115862,0.0006675505,0.0009631073,0.0004799014,0.0004062972],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002545711,"about_ca_system_score_gemma":0.000207552,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005841154,"about_ca_topic_score_gemma":0.00406803,"domain_scores_codex":[0.9989242,0.0005061719,0.0001164284,0.0002382462,0.0001314262,0.00008348998],"domain_scores_gemma":[0.9964102,0.000903528,0.001703415,0.0005358479,0.0002712064,0.0001758692],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006126417,0.0000160688,0.9982812,0.00001445864,0.0002941084,0.0000297039,0.0001228907,0.0001919893,0.0000842045,0.00002618181,0.0000773262,0.0008005346],"study_design_scores_gemma":[0.000003447468,0.00005074764,0.999221,0.00000755397,0.0000575927,0.00005937048,0.0001738285,0.0002044381,0.00004140263,0.00002359829,0.0001538139,0.00000326602],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981926,0.0002347405,0.0002561255,0.00002657513,0.000003796109,0.000009994988,0.0008964441,0.000003893988,0.0003757985],"genre_scores_gemma":[0.9988062,0.000102642,0.0001832662,0.00001449627,0.000002756745,0.00001305578,0.0007695603,0.00000363322,0.000104454],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005841154,"threshold_uncertainty_score":0.01266158,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03760198141175592,"score_gpt":0.3762298475746006,"score_spread":0.3386278661628447,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). 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