{"id":"W3165625436","doi":"10.1093/ibd/izab130","title":"Achieving Histologic Normalization in Ulcerative Colitis Is Associated With a Reduced Risk of Subsequent Dysplasia","year":2021,"lang":"en","type":"article","venue":"Inflammatory Bowel Diseases","topic":"Inflammatory Bowel Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto East General Hospital","funders":"National Institute of Diabetes and Digestive and Kidney Diseases; National Institutes of Health","keywords":"Ulcerative colitis; Dysplasia; Medicine; Gastroenterology; Normalization (sociology); Internal medicine; Pathology; 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":[0.0008899308,0.0001571537,0.0002756634,0.0004613516,0.0002341981,0.0004169442,0.0002129005,0.0002182327,0.001344277],"category_scores_gemma":[0.00463668,0.0001551598,0.0003674263,0.0005894801,0.0003038322,0.0002709641,0.000319914,0.0005271389,0.0001307455],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002358206,"about_ca_system_score_gemma":0.0003412734,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001355312,"about_ca_topic_score_gemma":0.001891273,"domain_scores_codex":[0.9995201,0.0001675983,0.00004883606,0.00007293873,0.0001141176,0.00007644868],"domain_scores_gemma":[0.9947453,0.0008902159,0.003256014,0.0002202794,0.0002854471,0.0006027732],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002429078,0.0000233478,0.9966287,0.00001216234,0.00003261074,0.00006765169,0.00001487416,0.00006987125,0.0002724788,0.00001011721,0.00003336877,0.002591971],"study_design_scores_gemma":[0.00000411458,0.0001063931,0.9991807,0.000005940781,0.00002653723,0.000327559,0.00002395766,0.0001321646,0.00008202004,0.00001920761,0.00009000162,0.00000135765],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987743,0.0006862216,0.0001375052,0.00004452839,0.000003811544,0.000004051251,0.0000511014,0.000006569774,0.0002917959],"genre_scores_gemma":[0.9996347,0.000133574,0.00008832409,0.000007244568,0.000006650303,0.000001271033,0.00006934985,0.000001667627,0.00005725252],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001355312,"threshold_uncertainty_score":0.004706442,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007207003854133818,"score_gpt":0.2237158388100214,"score_spread":0.2165088349558875,"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."}}