{"id":"W7116777402","doi":"10.58931/cibdt.2025.3350","title":"Artificial Intelligence in Inflammatory Bowel Disease (IBD) Diagnostics: Applications and Future Directions","year":2025,"lang":"","type":"article","venue":"Canadian IBD Today","topic":"Inflammatory Bowel Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier de l’Université de Montréal; McGill University Health Centre","funders":"","keywords":"Inflammatory bowel disease; Disease; Applications of artificial intelligence; Quality assessment; Crohn disease; Quality of life (healthcare)","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002456362,0.0004415294,0.0002292088,0.0005807023,0.0005376082,0.0001985603,0.0004033787,0.0004595549,0.0001674843],"category_scores_gemma":[0.0003215036,0.0005682326,0.0001450154,0.0004420948,0.0004629843,0.00002062907,0.0001452242,0.0003855545,0.00007755131],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003750037,"about_ca_system_score_gemma":0.004347326,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002492954,"about_ca_topic_score_gemma":0.2148498,"domain_scores_codex":[0.9972882,0.0001721285,0.0006664162,0.000934045,0.0001421173,0.0007970907],"domain_scores_gemma":[0.9971858,0.00006243715,0.0001107342,0.0009273895,0.0001883473,0.001525296],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006583403,0.0006156613,0.3390016,0.001868402,0.0004891338,0.00205458,0.00109565,0.0006206022,0.0006509329,0.1348289,0.0134884,0.5046278],"study_design_scores_gemma":[0.0001573704,0.00002057554,0.2659905,0.0001292713,0.0001456949,0.000003435022,0.0005014337,0.0005204777,0.0002219176,0.003947745,0.7277266,0.0006349862],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7436269,0.1686976,0.003659333,0.02915727,0.007300384,0.009875927,0.005481919,0.0001665817,0.03203411],"genre_scores_gemma":[0.9810643,0.0134415,0.00009715042,0.00166774,0.001500715,0.0008783244,0.0003171271,0.00005755308,0.0009755529],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7142382,"threshold_uncertainty_score":0.9996769,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004884394778106016,"score_gpt":0.2271056931596828,"score_spread":0.2222212983815768,"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."}}