{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004836523,0.0001533292,0.0006415216,0.0005338827,0.0001394717,0.00001656316,0.0002683101,0.0001222038,0.000108132],"category_scores_gemma":[0.002228227,0.0001308304,0.0002104886,0.0002698744,0.00007792471,0.00007287988,0.0000768184,0.0003134003,0.000002410112],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002852443,"about_ca_system_score_gemma":0.0009542301,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01940772,"about_ca_topic_score_gemma":0.2464254,"domain_scores_codex":[0.9976175,0.0004617258,0.0009135687,0.0001676076,0.0004355022,0.0004041275],"domain_scores_gemma":[0.9961221,0.0001123056,0.001625154,0.0002221522,0.001523476,0.0003948042],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001294625,0.0001449159,0.9876561,0.00002245769,0.0002808539,0.000003564919,0.001034604,0.00002850419,0.000654655,0.00002030925,0.008638433,0.0002210475],"study_design_scores_gemma":[0.006864839,0.001837306,0.9869672,0.0004288712,0.00016984,0.000005387166,0.0002013047,0.0000320635,0.00177686,0.0000684383,0.001595477,0.00005240681],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949707,0.000007152518,0.00004240063,0.002931593,0.0007408367,0.0006835347,0.0001755917,0.000003390087,0.000444846],"genre_scores_gemma":[0.9972274,0.000006608252,0.0003194367,0.001834616,0.00004841185,0.00001145138,0.00001226521,0.00001091433,0.0005288501],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2270177,"threshold_uncertainty_score":0.9871221,"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."}}