{"id":"W4391036856","doi":"10.1016/j.msard.2024.105457","title":"What is the role of diet for multiple sclerosis? Why epidemiological studies don't give the full answer","year":2024,"lang":"en","type":"editorial","venue":"Multiple Sclerosis and Related Disorders","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"SickKids Foundation; University of Toronto; Hospital for Sick Children","funders":"","keywords":"Multiple sclerosis; Medicine; Epidemiology; Disease; Vitamin D and neurology; Immune system; Immunology; Environmental health; Gerontology; 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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.02955129,0.005303427,0.01104108,0.0056779,0.004999897,0.01249877,0.007481604,0.0343291,0.008187891],"category_scores_gemma":[0.08792273,0.002818683,0.004345193,0.003058844,0.005159043,0.008614806,0.002722799,0.04000836,0.008296286],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004538178,"about_ca_system_score_gemma":0.006119892,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004247478,"about_ca_topic_score_gemma":0.009230509,"domain_scores_codex":[0.9847718,0.004614955,0.002946507,0.001410673,0.005622338,0.00063383],"domain_scores_gemma":[0.8808509,0.07266146,0.005011623,0.002154927,0.03247088,0.006850239],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001018136,0.00001956926,0.00006869789,0.001179365,0.0001833709,0.00009834496,0.00003089572,0.00002823505,0.00004675131,0.0004570147,0.9924286,0.005357289],"study_design_scores_gemma":[0.0007434254,0.0001328433,0.0009757308,0.004836701,0.001229551,0.000538932,0.0003124678,0.0005598936,0.0002073508,0.006008154,0.9843103,0.0001448062],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00001858974,0.009753675,0.00007367897,0.04047052,0.9492924,0.00001287158,0.00003490399,0.00002885924,0.0003144045],"genre_scores_gemma":[0.0002616298,0.006769371,0.0001150726,0.05061316,0.9402449,0.00002666238,0.00001836073,0.00002899981,0.001921895],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.9704487,"threshold_uncertainty_score":0.1562841,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06078328678314149,"score_gpt":0.3166874655476032,"score_spread":0.2559041787644617,"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."}}