{"id":"W4407285707","doi":"10.1093/jcag/gwae059.201","title":"A201 USTEKINUMAB VERSUS VEDOLIZUMAB PREDICTORS OF RESPONSE IN IBD PATIENTS WITH ANTI-TNF EXPOSURE: A PRELIMINARY REPORT","year":2025,"lang":"en","type":"article","venue":"Journal of the Canadian Association of Gastroenterology","topic":"Immunodeficiency and Autoimmune Disorders","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Vedolizumab; Ustekinumab; Medicine; Tumor necrosis factor alpha; Internal medicine; Dermatology; Crohn's disease; Disease; Adalimumab","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":[0.0006809163,0.0001943513,0.0003732747,0.0003793645,0.0002618576,0.0006527288,0.0002503822,0.0002679379,0.001591947],"category_scores_gemma":[0.002452177,0.0001196771,0.0004770751,0.0007215353,0.0002019127,0.0002556949,0.0003200373,0.0002538418,0.0001740771],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007413197,"about_ca_system_score_gemma":0.0007475466,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01879036,"about_ca_topic_score_gemma":0.0250643,"domain_scores_codex":[0.9995568,0.0001369524,0.00004793702,0.00007035026,0.0001003815,0.00008760795],"domain_scores_gemma":[0.9982978,0.0004398546,0.0006185547,0.00005617218,0.0002292963,0.0003583103],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001966054,0.00003857851,0.9955705,0.00001824638,0.00006219529,0.00004057772,0.000023041,0.00003044155,0.0001892997,0.000004590629,0.00004898114,0.002007529],"study_design_scores_gemma":[0.0001077463,0.0005993273,0.9980069,0.00001174812,0.0001280921,0.0001634928,0.0001100683,0.0004894388,0.0001227548,0.000008876485,0.0002481908,0.000003456014],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990485,0.0005521767,0.00003198337,0.00003257707,0.000005513826,0.000009295123,0.0001537542,0.000001207819,0.0001649948],"genre_scores_gemma":[0.999474,0.0001299394,0.00004571772,0.00001547278,0.00001493601,0.000005116488,0.0002161115,6.141715e-7,0.0000980533],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01879036,"threshold_uncertainty_score":0.03736198,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003819337885741638,"score_gpt":0.1975078881455564,"score_spread":0.1936885502598148,"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."}}