{"id":"W4411036607","doi":"10.1136/gutjnl-2025-335565","title":"DUOX2-mediated gut barrier dysfunction: a preclinical mechanism in IBD pathogenesis?","year":2025,"lang":"en","type":"article","venue":"Gut","topic":"Helicobacter pylori-related gastroenterology studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Mount Sinai Hospital; University of Toronto","funders":"","keywords":"Pathogenesis; Mechanism (biology); Medicine; Immunology; Bioinformatics; Biology","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":[0.000751553,0.000483504,0.0004900185,0.0003103764,0.0002281251,0.000811134,0.0004430556,0.0007960174,0.003303484],"category_scores_gemma":[0.0005240456,0.0001426295,0.0002860075,0.0002334459,0.0008736599,0.001041748,0.0003327397,0.0009778953,0.000278223],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002868546,"about_ca_system_score_gemma":0.0003850603,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002910974,"about_ca_topic_score_gemma":0.0002937425,"domain_scores_codex":[0.9998168,0.00006366152,0.0000108099,0.00002961597,0.00003003497,0.00004903227],"domain_scores_gemma":[0.9997023,0.00005618216,0.00008988558,0.0000378228,0.00003868313,0.00007515108],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.01494284,0.003175171,0.09585906,0.00445891,0.0006550855,0.00497817,0.0007874678,0.0004466764,0.6409159,0.04946072,0.005391658,0.1789284],"study_design_scores_gemma":[0.001608644,0.02447805,0.476946,0.001896957,0.001404457,0.01488072,0.004324464,0.005341641,0.3161865,0.02986453,0.1229462,0.0001217614],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8395817,0.129386,0.006565298,0.007975534,0.001159156,0.0001390916,0.0003167535,0.0001105849,0.01476599],"genre_scores_gemma":[0.970315,0.02329092,0.001431921,0.0007229431,0.0006679432,0.00005378801,0.0001804681,0.000008200466,0.00332877],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003303484,"threshold_uncertainty_score":0.0110513,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02082791970145584,"score_gpt":0.2912473043514296,"score_spread":0.2704193846499738,"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."}}