{"id":"W3047863077","doi":"10.1111/apt.16026","title":"Predictors and outcomes of histological remission in ulcerative colitis treated to endoscopic healing","year":2020,"lang":"en","type":"article","venue":"Alimentary Pharmacology & Therapeutics","topic":"Inflammatory Bowel Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"National Center for Advancing Translational Sciences; National Institute of Diabetes and Digestive and Kidney Diseases; National Institutes of Health","keywords":"Medicine; Ulcerative colitis; Gastroenterology; Internal medicine; Colitis; Endoscopy; Wound healing; Surgery; 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":[0.001083227,0.000187329,0.0003198375,0.000369563,0.0002337091,0.0005103362,0.0004016188,0.0004095052,0.001159907],"category_scores_gemma":[0.005050252,0.0001585248,0.0004754105,0.0005247479,0.0002752321,0.000343865,0.0003473301,0.0007796524,0.0001284289],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002395411,"about_ca_system_score_gemma":0.0002963219,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001454821,"about_ca_topic_score_gemma":0.001552534,"domain_scores_codex":[0.9994028,0.0002022296,0.00006578075,0.0001138701,0.0001168735,0.00009851955],"domain_scores_gemma":[0.9945289,0.0008271948,0.003636834,0.0001686396,0.0002297756,0.0006085531],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002637301,0.00002668785,0.9987393,0.000007487144,0.00002639662,0.00003318079,0.0000143674,0.00005101084,0.00005999963,0.000007749818,0.00002929544,0.0007407867],"study_design_scores_gemma":[0.00001842294,0.000234469,0.9990492,0.000008711098,0.00003559703,0.0002902256,0.00004816117,0.0001914251,0.00003280156,0.00002248683,0.00006612555,0.000002419587],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991471,0.0004608281,0.00006783351,0.00004876526,0.000003596066,0.000006005243,0.000093146,0.000002438007,0.0001702658],"genre_scores_gemma":[0.9996498,0.00009757889,0.00004696044,0.00001026856,0.000008043137,0.00000327529,0.000153578,0.000001347516,0.00002918266],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001454821,"threshold_uncertainty_score":0.005728722,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02304589860778742,"score_gpt":0.3059051637652946,"score_spread":0.2828592651575071,"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."}}