{"id":"W4410068781","doi":"10.3390/nu17091583","title":"Dietary Patterns and Major Depression: Results from 15,262 Participants (International ALIMENTAL Study)","year":2025,"lang":"en","type":"article","venue":"Nutrients","topic":"Nutritional Studies and Diet","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"Cancer Council Queensland; PA Research Foundation","keywords":"Depression (economics); Medicine; Odds ratio; Confidence interval; Confounding; Multivariate analysis; Food group; Food frequency questionnaire; Demography; Risk factor; Environmental health; Internal medicine","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":[0.001479086,0.0003928019,0.0004164941,0.0008767701,0.0004657502,0.0005378061,0.000440889,0.0005401892,0.001588959],"category_scores_gemma":[0.001459268,0.0004226606,0.0007380029,0.001819752,0.0001804778,0.0004163391,0.0007282944,0.000502961,0.0004767932],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002674331,"about_ca_system_score_gemma":0.0002824291,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01283814,"about_ca_topic_score_gemma":0.01552174,"domain_scores_codex":[0.9995259,0.0001309581,0.00007461789,0.0001126099,0.00009434538,0.00006158698],"domain_scores_gemma":[0.9991285,0.00009786884,0.0003917861,0.00008029646,0.0001268395,0.0001747537],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001851488,0.00005447431,0.9980738,0.00002500725,0.0001202046,0.00002552663,0.0001497283,0.00001901548,0.0001631601,0.00000484376,0.0002551949,0.0009238427],"study_design_scores_gemma":[0.00001258574,0.00005300141,0.9995053,0.000006837357,0.00003757252,0.00004297047,0.0001526781,0.00002033676,0.00001964999,0.000003078595,0.0001438796,0.000002078303],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921324,0.0004313036,0.0001583795,0.00005577695,0.000008817312,0.00005853228,0.006557509,0.00000740224,0.000589776],"genre_scores_gemma":[0.9920963,0.0003396054,0.0003601939,0.00009101043,0.00001504438,0.0001592952,0.006140996,0.000007595352,0.0007899653],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01283814,"threshold_uncertainty_score":0.02552682,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0344356083216016,"score_gpt":0.3262143749585613,"score_spread":0.2917787666369597,"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."}}