{"id":"W4394929829","doi":"10.1016/j.clnu.2024.04.016","title":"Ultra-processed foods and human health: An umbrella review and updated meta-analyses of observational evidence","year":2024,"lang":"en","type":"review","venue":"Clinical Nutrition","topic":"Consumer Attitudes and Food Labeling","field":"Medicine","cited_by":112,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Canada; University of Ottawa","funders":"Natural Science Foundation of Sichuan Province; Vlaamse regering; Fonds Wetenschappelijk Onderzoek; Science Fund for Distinguished Young Scholars of Zhejiang Province; National Natural Science Foundation of China; Cancer Research UK","keywords":"Medicine; Observational study; Environmental health; Intensive care medicine; Pathology","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":[0.001729217,0.0003377224,0.00448144,0.0001245003,0.00007466757,0.00004173308,0.0001128475,0.0002789631,0.0001042345],"category_scores_gemma":[0.0006757234,0.0002303708,0.0008051256,0.0004803427,0.0001848146,0.0001385955,0.00004774805,0.0006103081,0.000005794338],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002733464,"about_ca_system_score_gemma":0.0002632891,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002609674,"about_ca_topic_score_gemma":0.00001638344,"domain_scores_codex":[0.9961303,0.0004136593,0.002321939,0.0006926856,0.0002761688,0.0001652205],"domain_scores_gemma":[0.997673,0.0007323769,0.0006691969,0.0003869376,0.000280505,0.0002579761],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001979916,0.0005603649,0.00003768251,0.7954963,0.007452631,0.000007929282,0.000007550426,6.965563e-9,0.00001109319,0.0002237391,0.003309713,0.1928732],"study_design_scores_gemma":[0.000547204,0.001356791,0.00009209439,0.2531045,0.2712048,0.00009129888,0.000007598623,0.000005317002,0.000002296064,0.0003482126,0.4729184,0.0003214079],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003257409,0.9963102,0.000009163637,0.002140082,0.00005889398,0.001296225,0.00009393979,0.00004054097,0.00001834618],"genre_scores_gemma":[0.0004255295,0.9964519,0.001020163,0.000853313,0.000156747,0.0001045318,0.0009043811,0.0000350985,0.00004830963],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5423917,"threshold_uncertainty_score":0.9394248,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8197986694262854,"score_gpt":0.6346436558699207,"score_spread":0.1851550135563648,"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."}}