{"id":"W3177911292","doi":"10.1136/bmj.n1554","title":"Association of ultra-processed food intake with risk of inflammatory bowel disease: prospective cohort study","year":2021,"lang":"en","type":"article","venue":"BMJ","topic":"Consumer Attitudes and Food Labeling","field":"Medicine","cited_by":356,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut universitaire de cardiologie et de pneumologie de Québec; University of Ottawa; Hamilton Health Sciences; Queen's University; McMaster University; Université Laval; Population Health Research Institute","funders":"Faculty of Community and Health Sciences, University of the Western Cape; Philippine Council for Health Research and Development; Canadian Institutes of Health Research; Independent University, Bangladesh; Servier; Serbian Academy of Sciences and Arts; Uniwersytet Medyczny im. Piastów Slaskich we Wroclawiu; Universiti Kebangsaan Malaysia; AstraZeneca; Ministério da Ciência, Tecnologia e Inovação; AFA Försäkring; Forskningsrådet för Arbetsliv och Socialvetenskap; Hamilton Health Sciences; Svenska Forskningsrådet Formas; International Development Research Centre; Medical Research Council; King Saud University; Indian Council of Medical Research; Universiti Teknologi MARA; National Research Foundation; North-West University; South Africa Netherlands research Programme on Alternatives in Development; Public Health Agency of Canada; Sanofi; Vetenskapsrådet; Heart and Stroke Foundation of Canada; Universidad de La Frontera; Public Health Agency; GlaxoSmithKline; Departamento Administrativo de Ciencia, Tecnología e Innovación (COLCIENCIAS)","keywords":"Inflammatory bowel disease; Prospective cohort study; Medicine; Inflammatory Bowel Diseases; Cohort study; Cohort; Internal medicine; Disease; Environmental health","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003626998,0.0000863601,0.0002601585,0.00003694241,0.0000294573,0.000006988175,0.00003690282,0.00003430211,0.00004368347],"category_scores_gemma":[0.0005582112,0.00007113175,0.00005095444,0.0001736575,0.00002276362,0.00004828804,0.00001601947,0.0001200776,0.000001802109],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006835136,"about_ca_system_score_gemma":0.0003159709,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002525509,"about_ca_topic_score_gemma":0.0003194112,"domain_scores_codex":[0.9989592,0.00004905829,0.0002948251,0.000186605,0.0004074014,0.0001029422],"domain_scores_gemma":[0.9987432,0.00007078091,0.00030377,0.0002354811,0.0005803265,0.00006645462],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003470465,0.0005802101,0.9944669,0.0003080424,0.002262072,0.00002251908,0.0006956523,0.00001518752,0.001045276,0.00002480295,0.00006232851,0.0001699447],"study_design_scores_gemma":[0.001984949,0.000462344,0.9901219,0.0001676882,0.001808002,0.000002374171,0.0007463956,0.00002581951,0.004541787,0.00002644042,0.00003513087,0.00007719531],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971247,0.0006688898,0.00003967102,0.000196433,0.00003827761,0.001030674,0.00002734942,0.00002220615,0.0008517539],"genre_scores_gemma":[0.99941,0.0000324159,0.0001692118,0.0000160164,0.00004514401,0.00007011351,0.00001242211,0.00001313841,0.0002315252],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004345044,"threshold_uncertainty_score":0.2900668,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008934990346952287,"score_gpt":0.2652949334959299,"score_spread":0.2563599431489776,"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."}}