{"id":"W4392867818","doi":"10.1016/j.eclinm.2024.102542","title":"Inflammatory bowel disease evolution in the past two decades: a chronological multinational study","year":2024,"lang":"en","type":"article","venue":"EClinicalMedicine","topic":"Inflammatory Bowel Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"Ahvaz Jundishapur University of Medical Sciences","keywords":"Medicine; Inflammatory bowel disease; Ulcerative colitis; Disease; Referral; Crohn's disease; Internal medicine; Outpatient clinic; Pediatrics; Family medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.001308322,0.0001785991,0.0001279114,0.00008744125,0.00007404475,0.0000305683,0.0003305008,0.00009865115,0.000085976],"category_scores_gemma":[0.0009542179,0.0001176827,0.0001111083,0.0001381352,0.0002344716,0.000008174752,0.0001222288,0.0003101201,0.0001032936],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004793729,"about_ca_system_score_gemma":0.000242832,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005514787,"about_ca_topic_score_gemma":0.00005652085,"domain_scores_codex":[0.9980569,0.0003483816,0.0004974168,0.0004994703,0.0003461817,0.0002515805],"domain_scores_gemma":[0.9991199,0.0001681507,0.00005386709,0.0004495772,0.00005679169,0.0001517248],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006078167,0.0008400413,0.9883055,0.00007791787,0.00007158805,0.001675476,0.0002554143,0.0002529961,0.0007435034,0.001363055,0.004945546,0.0008611475],"study_design_scores_gemma":[0.001744643,0.0002624892,0.9915779,0.00005933212,0.00005555713,0.00000836306,0.0003390409,0.001669679,0.000003456226,0.0004099665,0.003724362,0.0001451624],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952446,0.001080166,0.0003662542,0.001866596,0.0003495056,0.000678054,0.00001435588,0.0000449623,0.0003554857],"genre_scores_gemma":[0.9970087,0.0000284557,0.00004447203,0.0007723261,0.001676486,0.0001890251,0.00009946749,0.0000184163,0.0001626347],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003272451,"threshold_uncertainty_score":0.4798959,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01500867749501156,"score_gpt":0.3293069884739228,"score_spread":0.3142983109789113,"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."}}