{"id":"W4387598249","doi":"10.1007/s00415-023-12033-1","title":"High intake of ultra-processed food is associated with dementia in adults: a systematic review and meta-analysis of observational studies","year":2023,"lang":"en","type":"review","venue":"Journal of Neurology","topic":"Consumer Attitudes and Food Labeling","field":"Medicine","cited_by":52,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dementia; Medicine; Observational study; Meta-analysis; Confounding; Confidence interval; Gerontology; Environmental health; Disease; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00121841,0.0002654773,0.01180566,0.0007223636,0.00001419157,0.000004184745,0.0001546577,0.0001323759,0.00003330604],"category_scores_gemma":[0.001631671,0.0001501104,0.001088926,0.001510542,0.00007199168,0.00004735887,0.00003393683,0.0004290915,3.076484e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002130848,"about_ca_system_score_gemma":0.0001972905,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000627385,"about_ca_topic_score_gemma":0.0001479443,"domain_scores_codex":[0.9961267,0.0003910279,0.00273774,0.0002101571,0.000396672,0.0001377703],"domain_scores_gemma":[0.9933493,0.001234646,0.004259679,0.0002031777,0.0009038631,0.00004940325],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.00003209381,0.00007283822,0.0001632818,0.5725256,0.427008,0.00004835125,0.00006082342,0.000002013844,2.909381e-7,0.000009769405,0.00001407474,0.00006291214],"study_design_scores_gemma":[0.0004653478,0.00118768,0.0003217553,0.09579595,0.9018601,0.0001313316,0.00001463142,0.0000028132,2.861645e-7,0.000009349461,0.0001290362,0.00008172634],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001300503,0.9971288,0.000002475148,0.0007384442,0.00002593157,0.0007160762,0.00008293267,0.000003531575,0.000001271396],"genre_scores_gemma":[0.005906535,0.9933066,0.00005876928,0.0006315212,0.000007985966,0.00003791687,0.00001991461,0.00002264997,0.000008049566],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4767296,"threshold_uncertainty_score":0.8070114,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2543344693249324,"score_gpt":0.392651437449851,"score_spread":0.1383169681249186,"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."}}