{"id":"W2103616535","doi":"10.1111/j.1477-2574.2012.00561.x","title":"An anatomical‐based mapping analysis of the pancreaticoduodenectomy retroperitoneal margin highlights the urgent need for standardized assessment","year":2012,"lang":"en","type":"article","venue":"HPB","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sunnybrook Health Science Centre; Grand River Hospital; Memorial University of Newfoundland","funders":"","keywords":"Medicine; Pancreaticoduodenectomy; Superior mesenteric vein; Resection margin; Radiology; Superior mesenteric artery; Pancreatic cancer; Margin (machine learning); Pancreas; Pancreatectomy; Portal vein; Surgery; Resection; Cancer; Internal medicine","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":[0.002105216,0.0003584631,0.0003549033,0.001448721,0.0003032714,0.001463478,0.0007432551,0.0004678609,0.001922718],"category_scores_gemma":[0.004623587,0.0001917314,0.0002697169,0.0005284706,0.000380365,0.001302294,0.0007795406,0.0006939711,0.0005853153],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002732721,"about_ca_system_score_gemma":0.0004356169,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001046378,"about_ca_topic_score_gemma":0.0009522408,"domain_scores_codex":[0.9993652,0.0002764643,0.00006879646,0.00007995735,0.0001695482,0.00004022825],"domain_scores_gemma":[0.9976337,0.0009528337,0.0003039798,0.0005063585,0.0005334188,0.00006970199],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0007399491,0.00008571906,0.1542301,0.0006420729,0.0001579935,0.001960049,0.0008591093,0.01371714,0.2464177,0.008676391,0.002211358,0.5703025],"study_design_scores_gemma":[0.00005983368,0.0008240874,0.5281322,0.0004616906,0.0004129829,0.03827875,0.001863949,0.1320064,0.2223953,0.02240414,0.05289394,0.00026671],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3880351,0.003976209,0.590388,0.001077597,0.0002629959,0.0001442275,0.0004780336,0.001387328,0.01425053],"genre_scores_gemma":[0.8625985,0.0006179607,0.1349716,0.0001620705,0.00008103422,0.00006043988,0.0001351808,0.0001932439,0.001179968],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002105216,"threshold_uncertainty_score":0.01113361,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04282124619375814,"score_gpt":0.3723665250556724,"score_spread":0.3295452788619142,"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."}}