{"id":"W2106019855","doi":"10.1002/ibd.21634","title":"Decision tree for early introduction of rescue therapy in active ulcerative colitis treated with steroids","year":2011,"lang":"en","type":"article","venue":"Inflammatory Bowel Diseases","topic":"Inflammatory Bowel Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Abbott Laboratories","keywords":"Medicine; Ulcerative colitis; Logistic regression; Internal medicine; Colectomy; Infliximab; Prednisone; Univariate analysis; Rescue therapy; Gastroenterology; Surgery; Multivariate analysis; Disease","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001266533,0.0002956685,0.0002458162,0.0001600524,0.00007699436,0.00001901604,0.0002186997,0.0001507575,0.00005928032],"category_scores_gemma":[0.0001162927,0.0002586365,0.0001480595,0.0001088166,0.000237785,0.00004195,0.00004673831,0.00007413245,0.000004893078],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005159315,"about_ca_system_score_gemma":0.000204465,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000387816,"about_ca_topic_score_gemma":0.0007618408,"domain_scores_codex":[0.9983734,0.0001586487,0.0004106936,0.0005292572,0.0002050984,0.0003228581],"domain_scores_gemma":[0.9987654,0.000029032,0.0001786704,0.0005281089,0.0003300293,0.0001687686],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.1804789,0.001170514,0.7608459,0.0001853232,0.000550428,0.0003066679,0.001700659,0.0002503984,0.02455521,0.0005925315,0.001583928,0.02777951],"study_design_scores_gemma":[0.003691067,0.0009292135,0.9459131,0.00004694866,0.00004480127,0.000003260476,0.0002183686,0.00002732978,0.04824521,0.0002385859,0.0003439727,0.0002981616],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997862,0.00009589848,0.0002255166,0.00001187319,0.00008380929,0.001139574,0.0002901659,0.00003036203,0.0002607352],"genre_scores_gemma":[0.9984695,0.00006543935,0.0003336979,0.00003746652,0.0002646836,0.0004317498,0.0001926109,0.00005520458,0.000149672],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1850672,"threshold_uncertainty_score":0.9999866,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01071539130101525,"score_gpt":0.233314090559386,"score_spread":0.2225986992583708,"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."}}