{"id":"W4319603665","doi":"10.31080/asgis.2023.06.0512","title":"Intestinal Adenocarcinoma in Biopsy-Defined Celiac Disease","year":2023,"lang":"en","type":"article","venue":"Acta Scientific Gastrointestinal Disorders","topic":"Celiac Disease Research and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Biopsy; Medicine; Adenocarcinoma; Disease; Gastroenterology; Internal medicine; Pathology; Cancer","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008864081,0.0003011801,0.0002889359,0.001174952,0.0002682572,0.0002063966,0.0003557986,0.00002446669,0.0004227731],"category_scores_gemma":[0.002128576,0.0002840723,0.0002144969,0.002737728,0.0005170657,0.0002020398,0.000355838,0.0003948242,0.001070215],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001403501,"about_ca_system_score_gemma":0.0004392221,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001104681,"about_ca_topic_score_gemma":0.0001237517,"domain_scores_codex":[0.9964322,0.00009082854,0.0004124781,0.0009274209,0.0009577854,0.001179296],"domain_scores_gemma":[0.9979634,0.0001490432,0.00007730529,0.000682666,0.0001505439,0.0009769973],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001057757,0.0009430215,0.9335302,0.0005124835,0.00002539951,0.00268397,0.0001103241,0.00009577375,0.008612602,0.0006029438,0.04276611,0.009059427],"study_design_scores_gemma":[0.001656389,0.0002509532,0.9824289,0.0006275038,0.00005303173,0.0001722626,0.0006923342,0.006791693,0.00002594719,0.001083995,0.005961125,0.0002558535],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9854144,0.000254543,0.000273822,0.009705884,0.0003082414,0.001019908,0.00004362807,0.0004134049,0.002566193],"genre_scores_gemma":[0.9929976,0.00004385363,0.001051932,0.0001010365,0.00005393847,0.000124799,0.0004390429,0.00004445491,0.005143348],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04889872,"threshold_uncertainty_score":0.9999611,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02244996295264352,"score_gpt":0.2821112733760841,"score_spread":0.2596613104234406,"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."}}