{"id":"W4392391561","doi":"10.1016/j.jand.2024.02.015","title":"The Association Between Ultra-Processed Food Consumption and Chronic Insomnia in the NutriNet-Santé Study","year":2024,"lang":"en","type":"article","venue":"Journal of the Academy of Nutrition and Dietetics","topic":"Consumer Attitudes and Food Labeling","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Sleep & Circadian Network","funders":"National Institute of Diabetes and Digestive and Kidney Diseases; National Heart, Lung, and Blood Institute; National Institutes of Health; Agence Nationale de la Recherche","keywords":"Medicine; Association (psychology); Insomnia; Environmental health; Psychiatry; Psychology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001438683,0.0002651868,0.0003702387,0.0007663987,0.0004234998,0.0006635174,0.000421168,0.0004956401,0.001356934],"category_scores_gemma":[0.002033549,0.0003045419,0.000678699,0.001056105,0.0002277619,0.0003691688,0.0006362615,0.0004748604,0.0002336363],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000551791,"about_ca_system_score_gemma":0.0004324377,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01750475,"about_ca_topic_score_gemma":0.02228023,"domain_scores_codex":[0.9994487,0.0002240078,0.00005821987,0.00009942939,0.00009834741,0.00007130866],"domain_scores_gemma":[0.9986519,0.0001776073,0.0006426739,0.0001178446,0.0001744852,0.0002355223],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001342703,0.00003232171,0.9989524,0.00002061539,0.0001092457,0.00002396651,0.00006945225,0.000009221047,0.00005905076,0.0000112239,0.0002229911,0.0003551564],"study_design_scores_gemma":[0.0000155608,0.00004891608,0.9996026,0.000008426536,0.00002582086,0.00003614638,0.00006161914,0.00003569352,0.000005863604,0.000006569531,0.000151247,0.000001611469],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964696,0.0006105772,0.00005312547,0.0001152238,0.00001361328,0.00002626019,0.002235783,0.000003203366,0.0004725098],"genre_scores_gemma":[0.9973058,0.0002923157,0.0001117292,0.00008793111,0.0000195645,0.00005143235,0.001843227,0.00000282271,0.0002851406],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01750475,"threshold_uncertainty_score":0.03480572,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03855757504286836,"score_gpt":0.3375884957855859,"score_spread":0.2990309207427175,"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."}}