{"id":"W4405934595","doi":"10.3390/cancers17010060","title":"Advancing Colorectal Cancer Prevention in Inflammatory Bowel Disease (IBD): Challenges and Innovations in Endoscopic Surveillance","year":2024,"lang":"en","type":"review","venue":"Cancers","topic":"Inflammatory Bowel Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"UCB Pharma; Allergan; Samsung; Genentech; Novo Nordisk; Celltrion; Mylan; Celgene; Biogen; Gilead Sciences; Amgen; Pfizer; Norgine; AstraZeneca; Eli Lilly and Company","keywords":"Chromoendoscopy; Medicine; Inflammatory bowel disease; Endomicroscopy; Workflow; Dysplasia; Colonoscopy; Colorectal cancer; Disease; Intensive care medicine; Cancer; Pathology; Internal medicine; Computer science; Confocal","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":[0.001076743,0.0005656983,0.001110013,0.00171576,0.000248655,0.001075192,0.0006431717,0.001194217,0.002511809],"category_scores_gemma":[0.001984285,0.0002006302,0.000738279,0.001449697,0.0004744934,0.00124562,0.0007069077,0.001751627,0.0009057261],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000624952,"about_ca_system_score_gemma":0.001568648,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001275013,"about_ca_topic_score_gemma":0.002318582,"domain_scores_codex":[0.9995866,0.000109663,0.00006382393,0.00006261686,0.0001386542,0.00003855083],"domain_scores_gemma":[0.998906,0.0006950428,0.00009058904,0.00002261974,0.0002252538,0.00006039293],"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":[0.00005688082,0.00005107066,0.0003552821,0.02163874,0.0001208279,0.00012357,0.00007102113,0.0004137531,0.0007482599,0.004069916,0.01725539,0.9550954],"study_design_scores_gemma":[0.00002165662,0.0001911723,0.0020484,0.01240702,0.000293733,0.001208798,0.0001333392,0.0002317138,0.0004622545,0.003490039,0.9794832,0.00002861363],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001170851,0.998455,0.0001387891,0.0005943341,0.0001542715,0.000003082237,0.00001227776,0.000007239849,0.0005178975],"genre_scores_gemma":[0.0007215031,0.998572,0.0001764519,0.0002230218,0.0001296927,0.000003860291,0.00001720682,0.000001198884,0.0001550561],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002511809,"threshold_uncertainty_score":0.008402824,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01600110419865279,"score_gpt":0.3083310576702623,"score_spread":0.2923299534716094,"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."}}