{"id":"W4407285672","doi":"10.1093/jcag/gwae059.198","title":"A198 BIO-EXPERIENCED ULCERATIVE COLITIS PATIENTS REQUIRING ADMISSION HAVE A TWO-FOLD RISK OF COLECTOMY AS COMPARED TO BIO-NAÏVE PATIENTS","year":2025,"lang":"en","type":"article","venue":"Journal of the Canadian Association of Gastroenterology","topic":"Microscopic Colitis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Ulcerative colitis; Colectomy; Medicine; Fold (higher-order function); Gastroenterology; Internal medicine; General surgery; Disease; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0002743317,0.0002122825,0.0002692757,0.0007229049,0.0005356994,0.0007312605,0.0003469657,0.0003535781,0.004896963],"category_scores_gemma":[0.0009328408,0.0002184007,0.000600232,0.000575786,0.0002053845,0.0003375634,0.0005603368,0.0006208,0.0003454209],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003778824,"about_ca_system_score_gemma":0.0004059943,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004740383,"about_ca_topic_score_gemma":0.007981558,"domain_scores_codex":[0.9996239,0.00004872516,0.00004385965,0.00009832319,0.00007740709,0.0001077194],"domain_scores_gemma":[0.9986703,0.00009625518,0.0007910788,0.00005138037,0.00006785547,0.0003231294],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001014212,0.00003054004,0.999088,0.000007804117,0.0000374223,0.00005626342,0.00001614084,0.00001494374,0.0001326521,0.00001092208,0.00008684846,0.0004168726],"study_design_scores_gemma":[0.00001154681,0.0001661514,0.9988617,0.00001101216,0.00002283278,0.0004342445,0.0001661701,0.00008977344,0.00003479585,0.00001955856,0.000179025,0.000003211255],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988168,0.0001642888,0.00004171461,0.00004528908,0.00001148863,0.00001271958,0.0004421728,0.000002333169,0.0004631851],"genre_scores_gemma":[0.9990275,0.00007773201,0.00005922632,0.00005998604,0.00001698198,0.00001316981,0.0004260279,0.000001170424,0.0003181148],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004896963,"threshold_uncertainty_score":0.01638198,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006690110475829676,"score_gpt":0.2683876410074454,"score_spread":0.2616975305316158,"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."}}