{"id":"W4414429491","doi":"10.58931/cibdt.2025.3243","title":"Deprescribing Advanced Therapies in Inflammatory Bowel Diseas","year":2025,"lang":"en","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":"Dr. Everett Chalmers Regional Hospital; Queen's University","funders":"Canadian Association of Gastroenterology","keywords":"Deprescribing; Inflammatory Bowel Diseases; Polypharmacy; Inflammatory bowel disease; MEDLINE; Beers Criteria","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":[],"consensus_categories":[],"category_scores_codex":[0.0001115654,0.0001593356,0.00009542762,0.0001967764,0.00009993272,0.00004032485,0.0002461792,0.0001322,0.00005532167],"category_scores_gemma":[0.0001146886,0.0001806693,0.00006983164,0.0001021144,0.00007468923,0.000008374211,0.00004914268,0.00009937394,0.0000237274],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001305545,"about_ca_system_score_gemma":0.001001185,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001992598,"about_ca_topic_score_gemma":0.175295,"domain_scores_codex":[0.9989453,0.00006306617,0.0001880899,0.0003235832,0.00006900584,0.0004109764],"domain_scores_gemma":[0.9991946,0.000007713327,0.00003029977,0.0004349908,0.00004815585,0.0002842713],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002864902,0.00004123015,0.9204327,0.0001271509,0.0001282252,0.0007308056,0.0003653839,0.0008399126,0.04492809,0.005864829,0.01205704,0.01419811],"study_design_scores_gemma":[0.0007859388,0.00001219921,0.8775991,0.0000664145,0.00001123134,0.000001379745,0.0001814007,0.00005552382,0.002730372,0.0004314373,0.1178387,0.0002863127],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9854047,0.001400748,0.00003206128,0.0003837683,0.0002681799,0.0002707377,0.00003548345,0.00001770085,0.01218665],"genre_scores_gemma":[0.9963633,0.00004588221,0.00006893877,0.00145074,0.00007164224,0.00007119742,0.00005641808,0.00002201466,0.001849887],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1733024,"threshold_uncertainty_score":0.8397537,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004075951414333882,"score_gpt":0.2141628364277599,"score_spread":0.210086885013426,"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."}}