{"id":"W4288051489","doi":"10.1093/ecco-jcc/jjac100","title":"Endoscopic Postoperative Recurrence in Crohn’s Disease After Curative Ileocecal Resection with Early Prophylaxis by Anti-TNF, Vedolizumab or Ustekinumab: A Real-World Multicentre European Study","year":2022,"lang":"en","type":"article","venue":"Journal of Crohn s and Colitis","topic":"Inflammatory Bowel Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":63,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Ustekinumab; Vedolizumab; Crohn's disease; Surgery; Inflammatory bowel disease; Internal medicine; Gastroenterology; Disease; Infliximab","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002588889,0.0001997145,0.0002262055,0.0001261131,0.000212505,0.000100965,0.0001622115,0.00002602306,0.00008233016],"category_scores_gemma":[0.00007654018,0.0001563329,0.00005981584,0.0001809536,0.0001124369,0.00004134157,0.0001474016,0.0003210761,0.000001188795],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000101567,"about_ca_system_score_gemma":0.0003474228,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001002543,"about_ca_topic_score_gemma":0.001158811,"domain_scores_codex":[0.9979138,0.000768746,0.0004054164,0.0003202641,0.0003316668,0.0002600861],"domain_scores_gemma":[0.999051,0.00001843771,0.0002600329,0.0001889337,0.00025263,0.0002289238],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.1488892,0.002286116,0.7879268,0.0001238413,0.0002773192,0.0446766,0.008266055,0.000168307,0.0007382883,0.00002972998,0.001372261,0.005245508],"study_design_scores_gemma":[0.003106322,0.002882867,0.9905031,0.0000781061,0.00004261165,0.00005690628,0.001801491,0.0000163967,0.0001740504,0.00000558215,0.001153638,0.0001789598],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984832,0.0002871901,0.00001138034,0.00006298007,0.0001263487,0.0006745335,0.0001407515,0.000004161782,0.0002094094],"genre_scores_gemma":[0.9988642,0.00008722299,0.00003255484,0.00009351924,0.0001038383,0.00008101322,0.00001338772,0.0000265346,0.0006977395],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2025763,"threshold_uncertainty_score":0.637507,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007917662347610504,"score_gpt":0.2515527044065864,"score_spread":0.2436350420589759,"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."}}