{"id":"W4398748283","doi":"10.1093/ibd/izae085","title":"Challenges in IBD Research 2024: Environmental Triggers","year":2024,"lang":"en","type":"review","venue":"Inflammatory Bowel Diseases","topic":"Inflammatory Bowel Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Mount Sinai Hospital","funders":"","keywords":"Workgroup; Environmental epidemiology; Environmental health; Disease; Inflammatory bowel disease; Epidemiology; Medicine; Ulcerative colitis; Psychological intervention; Vedolizumab; Pathology; Computer science","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":[0.14815,0.00129862,0.003223324,0.003491468,0.004762734,0.01384532,0.003777525,0.01327632,0.01722306],"category_scores_gemma":[0.1460403,0.0009330453,0.00398342,0.003910454,0.007065367,0.01643124,0.01229337,0.02025684,0.006896097],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005574203,"about_ca_system_score_gemma":0.03822725,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006075832,"about_ca_topic_score_gemma":0.01339258,"domain_scores_codex":[0.9284905,0.04556817,0.005995711,0.004317412,0.01193562,0.003692684],"domain_scores_gemma":[0.6640565,0.2294992,0.009749957,0.01633157,0.05548392,0.02487884],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000290797,0.000176121,0.007043297,0.004567919,0.0003349205,0.0002517609,0.002610853,0.0004063438,0.0008052336,0.02890015,0.5703886,0.384224],"study_design_scores_gemma":[0.00007342058,0.0002639713,0.003514578,0.008992598,0.0002056284,0.0002360652,0.003671693,0.0002358674,0.0003088122,0.04440346,0.9380021,0.00009183885],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.001448672,0.07831305,0.003143936,0.8768424,0.03498153,0.0001023806,0.0006958715,0.0001153034,0.004356801],"genre_scores_gemma":[0.02784983,0.1668291,0.02484487,0.6566314,0.1085722,0.0009034878,0.002567761,0.000405693,0.01139572],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.14815,"threshold_uncertainty_score":0.7835014,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06333244077149677,"score_gpt":0.3449374217388714,"score_spread":0.2816049809673746,"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."}}