{"id":"W7034487632","doi":"","title":"Ultra-Processed Foods Consumption, Depression, and the Risk of Diabetes and its Complications in a Population-Based Sample","year":2024,"lang":"en","type":"dissertation","venue":"eScholarship@McGill (McGill)","topic":"Mobile and Web Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"McGill University; Heart and Stroke Foundation of Canada","keywords":"Diabetes mellitus; Sample (material); Population; Disease; Epidemiology; Risk factor","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008442315,0.0003908174,0.0005156621,0.0003824258,0.0007484283,0.0001843884,0.0007596968,0.000307449,0.00001370377],"category_scores_gemma":[0.0007873817,0.0003196334,0.0001240871,0.0008126713,0.00008787263,0.0004886527,0.0001041661,0.0007015112,0.00001789032],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007892003,"about_ca_system_score_gemma":0.00006013971,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004883349,"about_ca_topic_score_gemma":0.001571234,"domain_scores_codex":[0.9972139,0.0003225479,0.0008070008,0.0009442769,0.0003961682,0.0003161053],"domain_scores_gemma":[0.996262,0.001925528,0.0005505624,0.0008069077,0.0003097506,0.0001452442],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00007260155,0.0003169326,0.04674612,0.002323757,0.0002504532,0.000001696578,0.0001613994,0.0003553051,0.009655911,0.8824978,0.000006953142,0.0576111],"study_design_scores_gemma":[0.003410427,0.00009043553,0.5519705,0.001610166,0.0005362149,0.000006451332,0.0001603728,0.02527105,0.03801374,0.375367,0.002221316,0.001342288],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993856,0.002489801,0.0000542188,0.00008844592,0.0001525888,0.001245826,0.000864698,0.0001555311,0.001092933],"genre_scores_gemma":[0.9961454,0.0005470761,0.001497581,0.0001341778,0.000009891684,0.001000008,0.0005493233,0.00004537423,0.00007113935],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5071307,"threshold_uncertainty_score":0.9999256,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01383772420060417,"score_gpt":0.2518724670060725,"score_spread":0.2380347428054683,"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."}}