{"id":"W3120960246","doi":"10.11641/pde.97.1_103","title":"Endoscopic resection of a large pedunculated Brunner's gland hyperplasia","year":2020,"lang":"en","type":"article","venue":"Progress of Digestive Endoscopy","topic":"Gastrointestinal Tumor Research and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Defence Medical Centre","funders":"","keywords":"Duodenal bulb; Medicine; Asymptomatic; Forceps; Endoscopy; Endoscopic mucosal resection; Hyperplasia; Duodenum; Resection; Pathological; Traction (geology); Surgery; Radiology; Internal medicine; Biology","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":[0.0001196036,0.0001905446,0.0004750527,0.0001140378,0.00004552755,0.000009319718,0.0001068334,0.00004394157,0.000104278],"category_scores_gemma":[0.0005947666,0.0001514486,0.0001221683,0.0003678971,0.0002053316,0.00007614872,0.00007641115,0.0002248801,0.00001992375],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004306746,"about_ca_system_score_gemma":0.0001732501,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005108347,"about_ca_topic_score_gemma":0.000004874326,"domain_scores_codex":[0.9984037,0.00007773114,0.0003378222,0.000311121,0.0004856083,0.0003840553],"domain_scores_gemma":[0.9988592,0.0001092055,0.0001801457,0.0001953267,0.0003274194,0.0003287008],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002410159,0.0008549811,0.970993,0.0004868926,0.000212915,0.0002570955,0.0002890255,0.000003106747,0.02345731,0.0002019144,0.0001122137,0.0007214166],"study_design_scores_gemma":[0.01019596,0.01701361,0.5055277,0.0009953211,0.0002418995,0.0001442983,0.0002972094,0.0005602741,0.4644758,0.00005663797,0.0003563284,0.0001350186],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954502,0.001568124,0.0001215809,0.001040512,0.00003800789,0.0007856256,0.00006222889,0.00006228162,0.0008714679],"genre_scores_gemma":[0.9937811,0.00004636531,0.005891094,0.00003238456,0.0000700754,0.00005318564,0.0000620306,0.00002551864,0.0000382438],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4654653,"threshold_uncertainty_score":0.6175896,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02689755412254732,"score_gpt":0.3279530941430421,"score_spread":0.3010555400204948,"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."}}