{"id":"W4417175894","doi":"10.14309/01.ajg.0001172624.91198.c9","title":"50 Predicting Inflammation in Crohn's Disease Small Bowel Strictures","year":2025,"lang":"en","type":"article","venue":"The American Journal of Gastroenterology","topic":"Inflammatory Bowel Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Inflammation; Inflammatory bowel disease; Disease; Inflammatory Bowel Diseases; Mucosal inflammation","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":[0.0007762068,0.0003898244,0.0004825023,0.001558209,0.0004535507,0.0008776911,0.0002406073,0.000383908,0.001990419],"category_scores_gemma":[0.002084896,0.0002195176,0.0003798876,0.001226712,0.0002764967,0.0004013526,0.0004268645,0.0003690656,0.000489521],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002356619,"about_ca_system_score_gemma":0.0002214111,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008382346,"about_ca_topic_score_gemma":0.001420478,"domain_scores_codex":[0.999545,0.0001049746,0.0001091617,0.00007237782,0.0001036069,0.00006479632],"domain_scores_gemma":[0.9982913,0.0003460238,0.0008540518,0.00005570179,0.000195234,0.0002575831],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001542316,0.0000184866,0.9979079,0.00003171479,0.00001409284,0.00008462593,0.00002075939,0.00002816041,0.0001845411,0.000006142091,0.0000508027,0.001498553],"study_design_scores_gemma":[0.000009461939,0.0003367349,0.9977008,0.00004133787,0.00003986977,0.0009538173,0.0000823829,0.0002273734,0.0001645722,0.0000252741,0.0004141383,0.00000428631],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958385,0.002324388,0.0001813789,0.00004589083,0.00001794713,0.00003023155,0.0004725914,0.00001163154,0.001077431],"genre_scores_gemma":[0.9985464,0.0004385026,0.0003608055,0.00002042628,0.00002625862,0.00001938094,0.0004071771,0.00000216167,0.0001787607],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001990419,"threshold_uncertainty_score":0.006658554,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004242963555697674,"score_gpt":0.2281364122720725,"score_spread":0.2238934487163748,"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."}}