{"id":"W3198696835","doi":"10.1093/ibd/izab183","title":"Insight into Inflammatory Bowel Disease Pathogenesis: Is the Answer Blowing in the Wind?","year":2021,"lang":"en","type":"article","venue":"Inflammatory Bowel Diseases","topic":"Eosinophilic Esophagitis","field":"Medicine","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; University of Toronto","funders":"","keywords":"Ulcerative colitis; Inflammatory bowel disease; Pathogenesis; Immunology; Medicine; Genetic predisposition; Disease; Inflammatory Bowel Diseases; Crohn's disease; Immune system; Immune dysregulation; Pathology","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":[0.000504684,0.000591262,0.0004720163,0.0002307129,0.0004900239,0.0002116291,0.0007013759,0.0001904002,0.0005033172],"category_scores_gemma":[0.0009435309,0.0003988174,0.0005560037,0.0005656403,0.0005131146,0.0004934209,0.0003012724,0.0005805205,0.0002489399],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002047596,"about_ca_system_score_gemma":0.001415713,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002687608,"about_ca_topic_score_gemma":0.00008051741,"domain_scores_codex":[0.9955377,0.0006403815,0.0009182897,0.000874022,0.001277836,0.0007517427],"domain_scores_gemma":[0.9961905,0.0005001447,0.0002011851,0.002159342,0.0003003711,0.0006483812],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003781631,0.0005639308,0.9664088,0.000735226,0.000205278,0.01478516,0.007250786,0.0000746564,0.001801106,0.000832531,0.005089055,0.001875305],"study_design_scores_gemma":[0.001673758,0.00003961786,0.9715559,0.00060646,0.0005277934,0.0000936678,0.001568247,0.0001546517,0.0006338987,0.001079875,0.02160082,0.0004652679],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9626744,0.02462398,0.00000539353,0.009575278,0.0004802573,0.001078021,0.000102998,0.0002075439,0.001252117],"genre_scores_gemma":[0.9829544,0.0005707053,0.00004449032,0.0144386,0.001016015,0.0002947425,0.0001031815,0.000112406,0.0004654892],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02405328,"threshold_uncertainty_score":0.9998464,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01072695318499188,"score_gpt":0.2446714290682553,"score_spread":0.2339444758832634,"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."}}