{"id":"W4400087433","doi":"10.1093/ajcp/aqae074","title":"The role of upper gastrointestinal endoscopy in the diagnosis of pediatric inflammatory bowel disease","year":2024,"lang":"en","type":"article","venue":"American Journal of Clinical Pathology","topic":"Inflammatory Bowel Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Children's Hospital; University of Alberta; University of British Columbia","funders":"","keywords":"Medicine; Gastroenterology; Inflammatory bowel disease; Endoscopy; Internal medicine; Ulcerative colitis; Biopsy; Pediatric gastroenterology; Microscopic colitis; Disease","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":[0.002544073,0.0001363028,0.0003145839,0.00008857346,0.0000333531,0.00001219059,0.0005387482,0.00005047411,0.00001095282],"category_scores_gemma":[0.003165149,0.00008126653,0.0004347864,0.0001421601,0.001003613,0.000007887917,0.00009272395,0.0003747516,0.000004285986],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007139272,"about_ca_system_score_gemma":0.0005148297,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002800435,"about_ca_topic_score_gemma":0.000005616436,"domain_scores_codex":[0.9968443,0.001195485,0.0012976,0.0001941767,0.0002366483,0.0002318023],"domain_scores_gemma":[0.9972774,0.001282593,0.0007571746,0.0003673257,0.0001704269,0.0001451176],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001375116,0.0001626266,0.9888381,0.00002863528,0.00003769568,0.000753852,0.00007403958,0.00005043421,0.001410064,0.0002558241,0.0003568194,0.006656737],"study_design_scores_gemma":[0.0004128587,0.001134874,0.9949696,0.00005132606,0.0001195136,0.0001933176,0.0004889563,0.00003709098,0.0002159704,0.0006630817,0.001627841,0.0000855921],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962534,0.002759592,0.00006901351,0.0004375144,0.0002290713,0.0001077766,0.00002181738,0.000002654763,0.0001191731],"genre_scores_gemma":[0.9972351,0.001483721,0.0004042159,0.0001890308,0.0006466914,0.00001425564,0.000002828991,0.00001672198,0.000007464446],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006571145,"threshold_uncertainty_score":0.3789207,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01079290036270554,"score_gpt":0.3132836991141448,"score_spread":0.3024907987514393,"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."}}