{"id":"W4417474577","doi":"10.1053/j.gastro.2025.09.042","title":"Prediction and Prevention of Inflammatory Bowel Disease: A Call to Action","year":2025,"lang":"en","type":"article","venue":"Gastroenterology","topic":"Inflammatory Bowel Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Mount Sinai Hospital; Lunenfeld-Tanenbaum Research Institute","funders":"Genentech; Universidade do Porto; Vifor Pharma; Universitair Medisch Centrum Groningen; University of Toronto; Bristol-Myers Squibb; Rijksuniversiteit Groningen; University of Alberta; Cincinnati Children's Hospital Medical Center; Celltrion; Leona M. and Harry B. Helmsley Charitable Trust; Les Laboratories Pierre Fabre; Cedars-Sinai Medical Center; McGill University Health Centre; McGill University; F. Hoffmann-La Roche; University of Chicago Medicine; Hebrew University of Jerusalem; Tillotts Pharma; Amsterdam University Medical Centers; Gilead Sciences; Celgene; Icahn School of Medicine at Mount Sinai; Pfizer; Biogen; Assistance publique-Hôpitaux de Paris; Massachusetts General Hospital; Sanofi; Amgen; AstraZeneca; Chinese University of Hong Kong; Eli Lilly and Company","keywords":"Call to action; Action (physics); Inflammatory bowel disease; Inflammatory Bowel Diseases; MEDLINE","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04577692,0.002412377,0.008978854,0.00405182,0.003093976,0.01346844,0.006064534,0.02377632,0.01079007],"category_scores_gemma":[0.08807775,0.00133398,0.003580527,0.001762481,0.01141549,0.02048996,0.006308763,0.03475967,0.003001624],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005719995,"about_ca_system_score_gemma":0.01477853,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01294373,"about_ca_topic_score_gemma":0.01045387,"domain_scores_codex":[0.9800483,0.009670874,0.002254372,0.001717777,0.005282276,0.001026385],"domain_scores_gemma":[0.8619513,0.09309524,0.005807322,0.004601681,0.02337841,0.01116604],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001860822,0.002251646,0.03468842,0.004841769,0.001560383,0.0006347107,0.0009796604,0.003097099,0.001390222,0.04738034,0.3546404,0.5466745],"study_design_scores_gemma":[0.001218419,0.002118638,0.05345162,0.0255529,0.002159128,0.001514018,0.005791791,0.007510153,0.001062338,0.3422733,0.5562284,0.001119348],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001671401,0.1569066,0.006143505,0.8220218,0.009206422,0.00005553151,0.0001775707,0.0002218153,0.003595375],"genre_scores_gemma":[0.09008063,0.3208549,0.04560453,0.4426641,0.09440938,0.0005582477,0.0006648799,0.0002492096,0.004914119],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04577692,"threshold_uncertainty_score":0.2420944,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007002787496184134,"score_gpt":0.2455675229551186,"score_spread":0.2385647354589344,"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."}}