{"id":"W4367301858","doi":"10.1093/ibd/izad074","title":"Predicting Endoscopic Improvement in Ulcerative Colitis Using the Ulcerative Colitis Severity Index","year":2023,"lang":"en","type":"article","venue":"Inflammatory Bowel Diseases","topic":"Inflammatory Bowel Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; McMaster University; Population Health Research Institute","funders":"","keywords":"Medicine; Internal medicine; Ulcerative colitis; Gastroenterology; Confidence interval; Cohort; Logistic regression; Area under the curve; Disease","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002587273,0.0005702067,0.0004078922,0.0006954465,0.0001421312,0.0004885461,0.0002898835,0.0002796121,0.001102897],"category_scores_gemma":[0.005211387,0.0001592417,0.0003985243,0.0004431796,0.0002078974,0.0003573026,0.0004018069,0.0005282066,0.000268659],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001956708,"about_ca_system_score_gemma":0.0002625668,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007225805,"about_ca_topic_score_gemma":0.0009110416,"domain_scores_codex":[0.9992864,0.0003587209,0.00005443387,0.0001152033,0.0001278661,0.0000575183],"domain_scores_gemma":[0.9972228,0.0008190434,0.001339826,0.0001560574,0.0002531516,0.0002090425],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004623876,0.00007029226,0.9882104,0.00001945933,0.0001108743,0.00001520874,0.00001424373,0.0006286687,0.0003079897,0.000009641935,0.0001623817,0.009988477],"study_design_scores_gemma":[0.00006054245,0.0007922858,0.9920515,0.00001819672,0.0001229148,0.0001657471,0.00001823737,0.006044054,0.0004181323,0.000054747,0.0002458345,0.000007806578],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976922,0.0005036254,0.001013197,0.00007133272,0.000008232953,0.00002345462,0.0002361957,0.00003099247,0.0004207753],"genre_scores_gemma":[0.9986377,0.00008454104,0.0007863385,0.00001295144,0.00001375025,0.00001153888,0.0003668431,0.000002171306,0.00008409395],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002587273,"threshold_uncertainty_score":0.01368296,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01081043662140688,"score_gpt":0.2564697543559271,"score_spread":0.2456593177345202,"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."}}