{"id":"W2888572800","doi":"10.1016/j.gie.2018.08.018","title":"The emerging role of histologic disease activity assessment in ulcerative colitis","year":2018,"lang":"en","type":"review","venue":"Gastrointestinal Endoscopy","topic":"Inflammatory Bowel Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":147,"is_retracted":false,"has_abstract":false,"ca_institutions":"Robarts Clinical Trials; Western University","funders":"Allergan Foundation; Samsung; Genentech; Sandoz; Celgene; Ferring; Eli Lilly and Company; Shire; AbbVie; Takeda Pharmaceuticals U.S.A.; North Carolina GlaxoSmithKline Foundation; Australian Renewable Energy Agency; Roche; GlaxoSmithKline; School of Public Health, University of California Berkeley; Pfizer","keywords":"Medicine; Ulcerative colitis; Disease; Pathology; Dermatology; Gastroenterology; Internal medicine","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005194084,0.0004270752,0.000623589,0.00007999451,0.0001388818,0.00002946666,0.0004805126,0.00008758948,0.00002690438],"category_scores_gemma":[0.0006274143,0.0003250333,0.0003859475,0.0001176909,0.0003833921,0.000005651131,0.0002649097,0.0003228218,0.00001389202],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001657472,"about_ca_system_score_gemma":0.001274713,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002187139,"about_ca_topic_score_gemma":0.0001378289,"domain_scores_codex":[0.9974331,0.000787162,0.0005358041,0.0005506951,0.0002212358,0.0004720225],"domain_scores_gemma":[0.9983215,0.0001440484,0.0005647175,0.0006461643,0.0001350384,0.0001885728],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01543966,0.002455453,0.03293726,0.03642821,0.001098288,0.003458714,0.0001664878,0.0001046899,0.008617525,0.004856443,0.007065459,0.8873718],"study_design_scores_gemma":[0.001572399,0.001410152,0.04446824,0.01781574,0.0008340481,0.0007214696,0.0001623444,0.0002179146,0.0001008475,0.0004920037,0.9308147,0.001390093],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.007403701,0.9875966,0.0006894149,0.00003082063,0.0002507737,0.001606627,0.000357071,0.00002810868,0.002036895],"genre_scores_gemma":[0.005995223,0.9878272,0.00447533,0.00002001191,0.0004093698,0.0005730399,0.0002716562,0.00009180536,0.0003363333],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9237493,"threshold_uncertainty_score":0.9999202,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01640671883324865,"score_gpt":0.3177302527308916,"score_spread":0.3013235338976429,"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."}}