{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009257096,0.0008652919,0.001075334,0.001698984,0.0006252325,0.004573584,0.001656817,0.004127681,0.009748373],"category_scores_gemma":[0.01303021,0.0003037954,0.0009291291,0.002139458,0.003208669,0.005457199,0.002171455,0.004533766,0.002618659],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001988891,"about_ca_system_score_gemma":0.004253522,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005196578,"about_ca_topic_score_gemma":0.006695299,"domain_scores_codex":[0.9978995,0.001205513,0.0001029521,0.0001927664,0.0004113045,0.0001879506],"domain_scores_gemma":[0.9748245,0.01786255,0.0005006967,0.0008311122,0.004230862,0.001750186],"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":[0.0004188134,0.0003527618,0.004012461,0.003551724,0.0002249825,0.0002170487,0.0004160371,0.005928503,0.0009756815,0.09263184,0.1347459,0.7565243],"study_design_scores_gemma":[0.0001035746,0.0007218243,0.006791546,0.0104877,0.0001760507,0.0005068609,0.003242954,0.02072982,0.0008632584,0.4606013,0.4956022,0.0001729681],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.004470413,0.7062776,0.02211669,0.2428365,0.003509906,0.00009087448,0.0002213573,0.000349767,0.02012699],"genre_scores_gemma":[0.08037677,0.8297209,0.05209008,0.02256179,0.007716196,0.000236144,0.0004107954,0.00008979406,0.006797496],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9948034,"threshold_uncertainty_score":0.04895675,"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."}}