{"id":"W4385564963","doi":"10.1093/ibd/izad119","title":"Histological Disease Activity as Predictor of Clinical Relapse, Hospitalization, and Surgery in Inflammatory Bowel Disease: Systematic Review and Meta-Analysis","year":2023,"lang":"en","type":"review","venue":"Inflammatory Bowel Diseases","topic":"Inflammatory Bowel Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; Lawson Health Research Institute; Western University","funders":"","keywords":"Medicine; Internal medicine; Ulcerative colitis; Inflammatory bowel disease; Relative risk; Confidence interval; Gastroenterology; Crohn's disease; Meta-analysis; Disease; Surgery","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":[0.009047369,0.001907737,0.0163425,0.005640389,0.0006063094,0.002568073,0.001965188,0.001857272,0.002661301],"category_scores_gemma":[0.02431361,0.001203421,0.02857397,0.008084953,0.0006645363,0.001334956,0.00126129,0.001416957,0.0002171051],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002056141,"about_ca_system_score_gemma":0.003327051,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007505379,"about_ca_topic_score_gemma":0.01878715,"domain_scores_codex":[0.9934255,0.002927695,0.001913162,0.0007295955,0.0007706278,0.0002334117],"domain_scores_gemma":[0.9805592,0.01383944,0.003676942,0.0004696879,0.001163277,0.0002914138],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.0018083,0.0000301167,0.0117339,0.4875472,0.4867581,0.0001734279,0.00008739658,0.0005004576,0.0001754324,0.00009371555,0.0006654144,0.01042662],"study_design_scores_gemma":[0.0004920257,0.0002274109,0.009563155,0.03279516,0.9551636,0.0001436693,0.00005009375,0.0002298494,0.00007662185,0.0001082402,0.001125339,0.00002484783],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.006566871,0.9921249,0.0002614252,0.0001123811,0.00008635502,0.0001875042,0.0004644473,0.00001462442,0.0001815792],"genre_scores_gemma":[0.1757388,0.8197668,0.001592215,0.0005406475,0.000237828,0.001032639,0.0008008723,0.00001775834,0.0002724754],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0163425,"threshold_uncertainty_score":0.04784769,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04992620942242657,"score_gpt":0.335622556446191,"score_spread":0.2856963470237645,"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."}}