{"id":"W4413112246","doi":"10.1093/ecco-jcc/jjaf135","title":"Results of the Ninth Scientific Workshop of the European Crohn’s and Colitis Organisation (ECCO): artificial intelligence in IBD surgery—opportunities and limitations","year":2025,"lang":"en","type":"article","venue":"Journal of Crohn s and Colitis","topic":"Colorectal Cancer Surgical Treatments","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta Hospital; University of Alberta","funders":"","keywords":"Medicine; Cornerstone; Crohn's disease; Ulcerative colitis; Transparency (behavior); Disease; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03394281,0.001866715,0.001264489,0.002830996,0.001806585,0.00815805,0.001874935,0.006516893,0.01583954],"category_scores_gemma":[0.04211117,0.0004630452,0.00206854,0.00152129,0.002061509,0.004111059,0.005884672,0.008278047,0.004855281],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004041692,"about_ca_system_score_gemma":0.01221367,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003919883,"about_ca_topic_score_gemma":0.006825339,"domain_scores_codex":[0.9862488,0.005799634,0.0009904681,0.0008454327,0.004630365,0.001485396],"domain_scores_gemma":[0.9519781,0.01749016,0.00206441,0.001121685,0.01821682,0.009128861],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008446836,0.0002248498,0.001596188,0.003362053,0.0001759106,0.0004243694,0.0009002204,0.000972428,0.001047374,0.006151065,0.8215269,0.1627739],"study_design_scores_gemma":[0.00009896828,0.0003314744,0.002763922,0.004001622,0.0002113959,0.0002725656,0.001203598,0.0004695415,0.001562897,0.006203388,0.9827954,0.00008528028],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.007616936,0.2094774,0.008070015,0.4750261,0.2657825,0.0006713424,0.002511061,0.0002880358,0.03055653],"genre_scores_gemma":[0.1281826,0.3598889,0.02801475,0.1822435,0.1749593,0.002061278,0.00756582,0.001087802,0.115996],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03394281,"threshold_uncertainty_score":0.1795089,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08010882514746369,"score_gpt":0.2981158422791523,"score_spread":0.2180070171316886,"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."}}