{"id":"W4410196765","doi":"10.1016/j.hpb.2025.03.170","title":"Outcomes following pancreaticoduodenectomy with venous or arterial resection","year":2025,"lang":"en","type":"article","venue":"HPB","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Pancreaticoduodenectomy; Resection; General surgery; Surgery","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":[0.0006111338,0.0002535225,0.0005264417,0.0009030935,0.0006975693,0.001480689,0.0004260354,0.0005039332,0.003218908],"category_scores_gemma":[0.003856747,0.0001434049,0.001450575,0.00126076,0.0004993201,0.001172094,0.001365531,0.001205581,0.0003210286],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001084163,"about_ca_system_score_gemma":0.0007550778,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003487128,"about_ca_topic_score_gemma":0.006041475,"domain_scores_codex":[0.9992275,0.0001281114,0.00009603227,0.0001153922,0.0001067283,0.0003262783],"domain_scores_gemma":[0.9966724,0.0005055327,0.00134067,0.0001114365,0.0002066341,0.001163316],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002243784,0.0002750107,0.9779168,0.0001629871,0.0004955739,0.0009563028,0.0001676474,0.0003478173,0.0002615998,0.0002666884,0.00111598,0.01578978],"study_design_scores_gemma":[0.00005408726,0.001104516,0.9938083,0.0001012745,0.0002684009,0.001627778,0.001138366,0.0001897529,0.0001347513,0.0005710469,0.00097583,0.00002582564],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916769,0.002669137,0.0001459711,0.0005637287,0.0001296104,0.00001272602,0.001158196,0.000006069423,0.003637607],"genre_scores_gemma":[0.9961765,0.0008860606,0.00005469695,0.000156969,0.0001068976,0.000009153915,0.002076289,0.0000037921,0.0005296769],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003487128,"threshold_uncertainty_score":0.01076835,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03151786747511612,"score_gpt":0.365421151459672,"score_spread":0.3339032839845558,"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."}}