{"id":"W2331002501","doi":"10.1097/pas.0000000000000278","title":"Extra-ampullary Duodenal Adenocarcinoma","year":2014,"lang":"en","type":"article","venue":"The American Journal of Surgical Pathology","topic":"Gastrointestinal Tumor Research and Treatment","field":"Medicine","cited_by":83,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen Elizabeth II Health Sciences Centre","funders":"","keywords":"Gastroenterology; Dysplasia; Adenocarcinoma; Intestinal metaplasia; Duodenum; Medicine; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003448284,0.0002302908,0.0002887231,0.001117736,0.0002833598,0.0003239528,0.000221077,0.0001656601,0.002007911],"category_scores_gemma":[0.00162893,0.000121594,0.000231754,0.001047815,0.0002612805,0.0002415679,0.0004609347,0.0001606674,0.0004145591],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001190718,"about_ca_system_score_gemma":0.0001154785,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003305527,"about_ca_topic_score_gemma":0.0005962171,"domain_scores_codex":[0.9996885,0.00005622148,0.00005784814,0.00006813915,0.00006926937,0.00006017464],"domain_scores_gemma":[0.9990766,0.000289689,0.0002802711,0.0001436885,0.00009054233,0.0001192984],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"case_report","study_design_scores_codex":[0.0001742215,0.00001583718,0.9586084,0.0001548204,0.00004856564,0.01737983,0.0001195614,0.00005085268,0.004914357,0.00005936771,0.0001121722,0.01836198],"study_design_scores_gemma":[0.000006672146,0.00006681911,0.8720044,0.0000361659,0.00003795746,0.1243429,0.0001708026,0.00008954911,0.001116249,0.00006019461,0.002064294,0.000003903038],"study_design_candidate":"case_report","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991599,0.005610591,0.0004550896,0.00002112108,0.00001308553,0.00001357129,0.0002091988,0.00001192102,0.002066432],"genre_scores_gemma":[0.9984364,0.0009117933,0.0002653153,0.00001725116,0.0000204206,0.000003934146,0.0001502182,0.000001947825,0.0001927326],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002007911,"threshold_uncertainty_score":0.006717086,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0196749150960277,"score_gpt":0.2941212192618743,"score_spread":0.2744463041658466,"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."}}