{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009045896,0.0001278913,0.0005500306,0.0001096108,0.0000643958,0.00001015166,0.0001920608,0.0000170375,0.0001139604],"category_scores_gemma":[0.00019937,0.00006599491,0.0002355827,0.0001905505,0.0007838666,0.00002974186,0.00005080008,0.0005076843,0.00006188751],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004286339,"about_ca_system_score_gemma":0.00008673176,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009036085,"about_ca_topic_score_gemma":5.027163e-7,"domain_scores_codex":[0.998326,0.0004615591,0.0003651644,0.0001300236,0.0003643659,0.0003528617],"domain_scores_gemma":[0.9984453,0.0004873513,0.0003212607,0.0002404832,0.000171892,0.0003337166],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01340024,0.001407425,0.6529258,0.00004481825,0.0004343021,0.1174432,0.0003875642,0.0000524171,0.009389138,0.002885614,0.00242927,0.1992002],"study_design_scores_gemma":[0.003522027,0.02057334,0.5600547,0.00009041396,0.0001952214,0.4064225,0.0003221898,0.000102457,0.0004613502,0.001430408,0.006700327,0.0001250685],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.988286,0.000483483,0.0005491191,0.008921123,0.00005558066,0.0000772069,0.000001284743,0.00001045168,0.001615805],"genre_scores_gemma":[0.9967962,0.0001212642,0.002079741,0.0004507485,0.0003971931,0.000002161288,0.000001259405,0.00001413858,0.00013728],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2889793,"threshold_uncertainty_score":0.2888189,"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."}}