{"id":"W4389668311","doi":"10.1007/s13304-023-01688-0","title":"Impact of extra-ampullary duodenal adenocarcinoma subtypes on surgical and oncological outcomes following pancreaticoduodenectomy","year":2023,"lang":"en","type":"article","venue":"Updates in Surgery","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Pancreas Centre (Canada)","funders":"","keywords":"Medicine; Pancreaticoduodenectomy; Ampulla of Vater; Gastroenterology; Internal medicine; Duodenum; Adenocarcinoma; Pancreatectomy; Whipple Procedure; Periampullary cancer; Gastric emptying; Population; Clinical significance; Surgery; Pancreas; Cancer; Carcinoma; Stomach","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":[0.00103737,0.0001554674,0.0004228,0.0007194566,0.0002727237,0.0014441,0.0004166053,0.0004806082,0.002722093],"category_scores_gemma":[0.006525117,0.0001271885,0.000818674,0.001386748,0.00028558,0.001142147,0.0007267046,0.001332926,0.0003873282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004502074,"about_ca_system_score_gemma":0.0005588473,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003174182,"about_ca_topic_score_gemma":0.008483318,"domain_scores_codex":[0.999301,0.0001109794,0.0001215059,0.0001223243,0.0001994248,0.0001447683],"domain_scores_gemma":[0.996409,0.001268959,0.001066735,0.0001621792,0.000554442,0.0005385852],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005064826,0.00005200427,0.9064243,0.0003029114,0.0002734886,0.0001893241,0.0001410373,0.0001381038,0.0002398751,0.0002090744,0.004373711,0.08714978],"study_design_scores_gemma":[0.00001437099,0.0001137799,0.9841963,0.0004192422,0.0003700966,0.0006772649,0.0007233211,0.0001287661,0.0001167841,0.0003284263,0.01289311,0.00001858911],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8544178,0.1163809,0.0007609805,0.009027509,0.001794077,0.00002718369,0.004586927,0.00003867408,0.01296595],"genre_scores_gemma":[0.9329113,0.05473472,0.0008520877,0.001875207,0.002619616,0.00002075087,0.005385303,0.00003446022,0.001566503],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003174182,"threshold_uncertainty_score":0.009106278,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05847284482643744,"score_gpt":0.3851891480998367,"score_spread":0.3267163032733993,"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."}}