{"id":"W4416049108","doi":"10.1093/ibd/izaf232","title":"Machine Learning Models for the Assessment of the Mayo Endoscopic Score in Ulcerative Colitis Trial Endpoints: A Systematic Review","year":2025,"lang":"en","type":"review","venue":"Inflammatory Bowel Diseases","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Population Health Research Institute","funders":"","keywords":"Ulcerative colitis; Endoscopy; Clinical trial; Colonoscopy; MEDLINE; Systematic review","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":[0.02309692,0.002071537,0.01093373,0.009976899,0.0004511128,0.002660155,0.003283306,0.002094913,0.004291218],"category_scores_gemma":[0.09559687,0.00098075,0.01456003,0.00799846,0.0007841756,0.003000756,0.001288146,0.002025325,0.0005282349],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003046839,"about_ca_system_score_gemma":0.006915516,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005376002,"about_ca_topic_score_gemma":0.01067264,"domain_scores_codex":[0.9835624,0.007616361,0.005061,0.001025634,0.002558738,0.0001759154],"domain_scores_gemma":[0.8707115,0.1132093,0.01065521,0.001358399,0.003768543,0.0002970972],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0003830633,0.00004101445,0.002082083,0.8686124,0.03165639,0.00006193777,0.0001004564,0.001303217,0.00007319234,0.0005563966,0.002537525,0.09259229],"study_design_scores_gemma":[0.0005682325,0.0004000519,0.006065452,0.795867,0.1748373,0.0002484203,0.0001158682,0.002483358,0.0001794742,0.001709493,0.01743121,0.00009421841],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005414608,0.9975221,0.0006860629,0.0003137691,0.00008004886,0.0002480381,0.0004087503,0.00002241999,0.0001774172],"genre_scores_gemma":[0.0267734,0.9672644,0.00332729,0.000659648,0.0002001838,0.001013566,0.0006317341,0.00002067222,0.0001091334],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02309692,"threshold_uncertainty_score":0.1221496,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04504808714952074,"score_gpt":0.3449159265663077,"score_spread":0.2998678394167869,"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."}}