{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001433845,0.0001489933,0.0008226463,0.0001872279,0.0002188784,0.00001751717,0.0002344745,0.0001029312,0.0004686546],"category_scores_gemma":[0.0002258107,0.00007274461,0.0003454618,0.0007343995,0.0001966166,0.00005605842,0.00004574141,0.0001796537,0.000002363382],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002447804,"about_ca_system_score_gemma":0.0004713046,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001458874,"about_ca_topic_score_gemma":0.00002573961,"domain_scores_codex":[0.9980731,0.0003321931,0.0003995829,0.0002030821,0.0005544656,0.0004375628],"domain_scores_gemma":[0.9981615,0.0004606425,0.0001541805,0.0007573389,0.0002146114,0.0002517128],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007463295,0.000619503,0.9655618,0.0001090987,0.003005149,0.000003032929,0.0006543403,0.00003733969,0.024381,0.001837504,0.001665503,0.001379371],"study_design_scores_gemma":[0.002691761,0.0002285013,0.8635834,0.00005081873,0.00412255,0.000003275923,0.000559159,0.1129747,0.002649448,0.00001650692,0.01300508,0.0001148209],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9793552,0.0002298868,0.01583964,0.002271488,0.0001247313,0.001139743,0.00006492344,0.00002547798,0.0009489388],"genre_scores_gemma":[0.9831829,0.00002666885,0.01558527,0.0004336433,0.0001690943,0.0001811689,0.00005758619,0.00001818833,0.0003454635],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1129373,"threshold_uncertainty_score":0.5131439,"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."}}