{"id":"W4415146824","doi":"10.1093/ibd/izaf197","title":"IBD Prediction Is Possible, but How Far Are We from Implementing It?","year":2025,"lang":"en","type":"article","venue":"Inflammatory Bowel Diseases","topic":"Microscopic Colitis","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lunenfeld-Tanenbaum Research Institute; University of Toronto","funders":"Canadian Institutes of Health Research; Vetenskapsrådet; Crohn's and Colitis Foundation; Crohn's and Colitis Canada; Leona M. and Harry B. Helmsley Charitable Trust","keywords":"Disease; Inflammatory bowel disease; Risk stratification; Microbiome; Ulcerative colitis; Biomarker discovery; Identification (biology); Proteomics; Clinical trial","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00007627691,0.0002505672,0.0003126329,0.0001967456,0.0002166689,0.0001174596,0.0001580662,0.0001137084,0.001566316],"category_scores_gemma":[0.0001771237,0.0002543836,0.0001873592,0.000166942,0.00008698682,0.0002086812,0.0001743364,0.0001717267,0.0000594265],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001810292,"about_ca_system_score_gemma":0.0003626009,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001371608,"about_ca_topic_score_gemma":0.0001310447,"domain_scores_codex":[0.9983123,0.00005357502,0.0003954574,0.0004697835,0.000329868,0.0004390449],"domain_scores_gemma":[0.998754,0.00009053469,0.0001649101,0.0005983737,0.0001471941,0.0002449827],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001418372,0.00008940254,0.8723347,0.0005178496,0.0002201745,0.0002083611,0.0002624959,0.000001055258,0.003379272,0.0001057467,0.1188255,0.003913623],"study_design_scores_gemma":[0.001554624,0.00002823714,0.8689845,0.001050472,0.0003775513,0.000003843254,0.001077455,0.0001697215,0.002704898,0.0004762411,0.1234051,0.0001673974],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9826367,0.003388112,0.0002283062,0.008215865,0.0005902678,0.0007054881,0.001848426,0.0003404247,0.00204639],"genre_scores_gemma":[0.9860366,0.0005444806,0.0001569992,0.003013411,0.0006167655,0.0001396463,0.000248757,0.00003972596,0.009203619],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007157229,"threshold_uncertainty_score":0.9999908,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01403889201001586,"score_gpt":0.2748798761466161,"score_spread":0.2608409841366002,"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."}}